diff --git a/fastsim-core/Cargo.toml b/fastsim-core/Cargo.toml
index f91ac6cf..e57cb23f 100644
--- a/fastsim-core/Cargo.toml
+++ b/fastsim-core/Cargo.toml
@@ -48,7 +48,7 @@ name = "interp_bench"
 harness = false
 
 [features]
-default = ["resources", "web", "serde-default"]
+default = ["resources", "web", "serde-default" ]
 ## Enables logging messages that can be passed to Python if `pyo3` is also
 ## enabled.
 logging = ["dep:log"]
diff --git a/fastsim-core/fastsim-proc-macros/src/fastsim_api.rs b/fastsim-core/fastsim-proc-macros/src/fastsim_api.rs
index 62fde951..02136e9e 100644
--- a/fastsim-core/fastsim-proc-macros/src/fastsim_api.rs
+++ b/fastsim-core/fastsim-proc-macros/src/fastsim_api.rs
@@ -15,154 +15,39 @@ pub(crate) fn fastsim_api(attr: TokenStream, item: TokenStream) -> TokenStream {
     py_impl_block.extend::<TokenStream2>(parse_ts_as_fn_defs(attr, vec![], false, vec![]));
 
     if let syn::Fields::Named(syn::FieldsNamed { named, .. }) = &mut ast.fields {
-        // struct with named fields
-        for field in named.iter_mut() {
-            // if attr.tokens.to_string().contains("skip_get"){
-            // for (i, idx_del) in idxs_del.into_iter().enumerate() {
-            //     attr_vec.remove(*idx_del - i);
-            // }
-
-            // this is my quick and dirty attempt at emulating:
-            // https://github.com/PyO3/pyo3/blob/48690525e19b87818b59f99be83f1e0eb203c7d4/pyo3-macros-backend/src/pyclass.rs#L220
-
-            let mut opts = FieldOptions::default();
-            // find attributes that need to be retained for other macros
-            // and handle the `api` attributes
-            let keep: Vec<bool> = field
-                .attrs
-                .iter()
-                .map(|attr| {
-                    if let Meta::List(ml) = &attr.meta {
-                        // catch the `api` in `#[api(skip_get)]`
-                        if ml.path.is_ident("api") {
-                            let opt_str = ml.tokens.to_string();
-                            let opt_split = opt_str.as_str().split(",");
-                            let mut opt_vec =
-                                opt_split.map(|opt| opt.trim()).collect::<Vec<&str>>();
-
-                            // find the `skip_get` option
-                            let mut idx_skip_get: Option<usize> = None;
-                            opt_vec.iter().enumerate().for_each(|(i, opt)| {
-                                if *opt == "skip_get" {
-                                    idx_skip_get = Some(i);
-                                    opts.skip_get = true;
-                                }
-                            });
-                            if let Some(idx_skip_get) = idx_skip_get {
-                                let _ = opt_vec.remove(idx_skip_get);
-                            }
-
-                            // find the `skip_set` option
-                            let mut idx_skip_set: Option<usize> = None;
-                            opt_vec.iter().enumerate().for_each(|(i, opt)| {
-                                if *opt == "skip_set" {
-                                    idx_skip_set = Some(i);
-                                    opts.skip_set = true;
-                                }
-                            });
-                            if let Some(idx_skip_set) = idx_skip_set {
-                                let _ = opt_vec.remove(idx_skip_set);
-                            }
-
-                            // make sure there were no invalid options passed and raise warning
-                            if !opt_vec.is_empty() {
-                                emit_error!(ml.span(), "Invalid option(s): {:?}", opt_vec);
-                            }
-                            false // this attribute should not be retained because it is handled solely by this proc macro
-                        } else {
-                            true
-                        }
-                    } else {
-                        true
-                    }
-                })
-                .collect();
-            // println!("options in {}: {:?}", field.ident.to_token_stream(), opts);
-            let mut iter = keep.iter();
-            // this drops attrs with api, removing the field attribute from the struct def
-            field.attrs.retain(|_| *iter.next().unwrap());
-
-            impl_getters_and_setters(&mut py_impl_block, field, &opts);
-        }
+        process_named_field_struct(named, &mut py_impl_block);
     } else if let syn::Fields::Unnamed(syn::FieldsUnnamed { unnamed, .. }) = &mut ast.fields {
-        // tuple struct
-        assert!(unnamed.len() == 1);
-        for field in unnamed.iter() {
-            let ftype = field.ty.clone();
-            if let syn::Type::Path(type_path) = ftype.clone() {
-                let type_str = type_path.clone().into_token_stream().to_string();
-                if type_str.contains("Vec") {
-                    let re = Regex::new(r"Vec < (.+) >").unwrap();
-                    // println!("{}", type_str);
-                    // println!("{}", &re.captures(&type_str).unwrap()[1]);
-                    let contained_dtype: TokenStream2 = re.captures(&type_str).unwrap()[1]
-                        .to_string()
-                        .parse()
-                        .unwrap();
-                    py_impl_block.extend::<TokenStream2>(
-                            quote! {
-                                #[new]
-                                /// Rust-defined `__new__` magic method for Python used exposed via PyO3.
-                                fn __new__(v: Vec<#contained_dtype>) -> Self {
-                                    Self(v)
-                                }
-                                /// Rust-defined `__repr__` magic method for Python used exposed via PyO3.
-                                fn __repr__(&self) -> String {
-                                    format!("Pyo3Vec({:?})", self.0)
-                                }
-                                /// Rust-defined `__str__` magic method for Python used exposed via PyO3.
-                                fn __str__(&self) -> String {
-                                    format!("{:?}", self.0)
-                                }
-                                /// Rust-defined `__getitem__` magic method for Python used exposed via PyO3.
-                                /// Prevents the Python user getting item directly using indexing.
-                                fn __getitem__(&self, _idx: usize) -> PyResult<()> {
-                                    Err(PyNotImplementedError::new_err(
-                                        "Getting Rust vector value at index is not implemented.
-                                        Run `tolist` method to convert to standalone Python list.",
-                                    ))
-                                }
-                                /// Rust-defined `__setitem__` magic method for Python used exposed via PyO3.
-                                /// Prevents the Python user setting item using indexing.
-                                fn __setitem__(&mut self, _idx: usize, _new_value: #contained_dtype) -> PyResult<()> {
-                                    Err(PyNotImplementedError::new_err(
-                                        "Setting list value at index is not implemented.
-                                        Run `tolist` method, modify value at index, and
-                                        then set entire list.",
-                                    ))
-                                }
-                                /// PyO3-exposed method to convert vec-containing struct to Python list.
-                                fn tolist(&self) -> PyResult<Vec<#contained_dtype>> {
-                                    Ok(self.0.clone())
-                                }
-                                /// Rust-defined `__len__` magic method for Python used exposed via PyO3.
-                                /// Returns the length of the Rust vector.
-                                fn __len__(&self) -> usize {
-                                    self.0.len()
-                                }
-                                /// PyO3-exposed method to check if the vec-containing struct is empty.
-                                fn is_empty(&self) -> bool {
-                                    self.0.is_empty()
-                                }
-                            }
-                        );
-                    impl_block.extend::<TokenStream2>(quote! {
-                        impl #ident{
-                            /// Implement the non-Python `new` method.
-                            pub fn new(value: Vec<#contained_dtype>) -> Self {
-                                Self(value)
-                            }
-                        }
-                    });
-                }
-            }
-        }
+        process_tuple_struct(unnamed, &mut py_impl_block, &mut impl_block, ident);
     } else {
         abort_call_site!(
             "Invalid use of `fastsim_api` macro.  Expected tuple struct or C-style struct."
         );
     };
 
+    add_serde_methods(&mut py_impl_block);
+
+    let py_impl_block = quote! {
+        #[allow(non_snake_case)]
+        #[pymethods]
+        #[cfg(feature="pyo3")]
+        /// Implement methods exposed and used in Python via PyO3
+        impl #ident {
+            #py_impl_block
+        }
+    };
+    let mut final_output = TokenStream2::default();
+    final_output.extend::<TokenStream2>(quote! {
+        #[cfg_attr(feature="pyo3", pyclass(module = "fastsim", subclass))]
+    });
+    let mut output: TokenStream2 = ast.to_token_stream();
+    output.extend(impl_block);
+    output.extend(py_impl_block);
+    // println!("{}", output.to_string());
+    final_output.extend::<TokenStream2>(output);
+    final_output.into()
+}
+
+fn add_serde_methods(py_impl_block: &mut TokenStream2) {
     py_impl_block.extend::<TokenStream2>(quote! {
         pub fn copy(&self) -> Self {self.clone()}
         pub fn __copy__(&self) -> Self {self.clone()}
@@ -324,24 +209,156 @@ pub(crate) fn fastsim_api(attr: TokenStream, item: TokenStream) -> TokenStream {
             Self::from_yaml(yaml_str, skip_init.unwrap_or_default()).map_err(|e| PyIOError::new_err(format!("{:?}", e)))
         }
     });
+}
 
-    let py_impl_block = quote! {
-        #[allow(non_snake_case)]
-        #[pymethods]
-        #[cfg(feature="pyo3")]
-        /// Implement methods exposed and used in Python via PyO3
-        impl #ident {
-            #py_impl_block
+fn process_tuple_struct(
+    unnamed: &mut syn::punctuated::Punctuated<syn::Field, syn::token::Comma>,
+    py_impl_block: &mut TokenStream2,
+    impl_block: &mut TokenStream2,
+    ident: &Ident,
+) {
+    // tuple struct
+    assert!(unnamed.len() == 1);
+    for field in unnamed.iter() {
+        let ftype = field.ty.clone();
+        if let syn::Type::Path(type_path) = ftype.clone() {
+            let type_str = type_path.clone().into_token_stream().to_string();
+            if type_str.contains("Vec") {
+                let re = Regex::new(r"Vec < (.+) >").unwrap();
+                // println!("{}", type_str);
+                // println!("{}", &re.captures(&type_str).unwrap()[1]);
+                let contained_dtype: TokenStream2 = re.captures(&type_str).unwrap()[1]
+                    .to_string()
+                    .parse()
+                    .unwrap();
+                py_impl_block.extend::<TokenStream2>(
+                        quote! {
+                            #[new]
+                            /// Rust-defined `__new__` magic method for Python used exposed via PyO3.
+                            fn __new__(v: Vec<#contained_dtype>) -> Self {
+                                Self(v)
+                            }
+                            /// Rust-defined `__repr__` magic method for Python used exposed via PyO3.
+                            fn __repr__(&self) -> String {
+                                format!("Pyo3Vec({:?})", self.0)
+                            }
+                            /// Rust-defined `__str__` magic method for Python used exposed via PyO3.
+                            fn __str__(&self) -> String {
+                                format!("{:?}", self.0)
+                            }
+                            /// Rust-defined `__getitem__` magic method for Python used exposed via PyO3.
+                            /// Prevents the Python user getting item directly using indexing.
+                            fn __getitem__(&self, _idx: usize) -> PyResult<()> {
+                                Err(PyNotImplementedError::new_err(
+                                    "Getting Rust vector value at index is not implemented.
+                                        Run `tolist` method to convert to standalone Python list.",
+                                ))
+                            }
+                            /// Rust-defined `__setitem__` magic method for Python used exposed via PyO3.
+                            /// Prevents the Python user setting item using indexing.
+                            fn __setitem__(&mut self, _idx: usize, _new_value: #contained_dtype) -> PyResult<()> {
+                                Err(PyNotImplementedError::new_err(
+                                    "Setting list value at index is not implemented.
+                                        Run `tolist` method, modify value at index, and
+                                        then set entire list.",
+                                ))
+                            }
+                            /// PyO3-exposed method to convert vec-containing struct to Python list.
+                            fn tolist(&self) -> PyResult<Vec<#contained_dtype>> {
+                                Ok(self.0.clone())
+                            }
+                            /// Rust-defined `__len__` magic method for Python used exposed via PyO3.
+                            /// Returns the length of the Rust vector.
+                            fn __len__(&self) -> usize {
+                                self.0.len()
+                            }
+                            /// PyO3-exposed method to check if the vec-containing struct is empty.
+                            fn is_empty(&self) -> bool {
+                                self.0.is_empty()
+                            }
+                        }
+                    );
+                impl_block.extend::<TokenStream2>(quote! {
+                    impl #ident{
+                        /// Implement the non-Python `new` method.
+                        pub fn new(value: Vec<#contained_dtype>) -> Self {
+                            Self(value)
+                        }
+                    }
+                });
+            }
         }
-    };
-    let mut final_output = TokenStream2::default();
-    final_output.extend::<TokenStream2>(quote! {
-        #[cfg_attr(feature="pyo3", pyclass(module = "fastsim", subclass))]
-    });
-    let mut output: TokenStream2 = ast.to_token_stream();
-    output.extend(impl_block);
-    output.extend(py_impl_block);
-    // println!("{}", output.to_string());
-    final_output.extend::<TokenStream2>(output);
-    final_output.into()
+    }
+}
+
+fn process_named_field_struct(
+    named: &mut syn::punctuated::Punctuated<syn::Field, syn::token::Comma>,
+    py_impl_block: &mut TokenStream2,
+) {
+    // struct with named fields
+    for field in named.iter_mut() {
+        // if attr.tokens.to_string().contains("skip_get"){
+        // for (i, idx_del) in idxs_del.into_iter().enumerate() {
+        //     attr_vec.remove(*idx_del - i);
+        // }
+
+        // this is my quick and dirty attempt at emulating:
+        // https://github.com/PyO3/pyo3/blob/48690525e19b87818b59f99be83f1e0eb203c7d4/pyo3-macros-backend/src/pyclass.rs#L220
+
+        let mut opts = FieldOptions::default();
+        let keep: Vec<bool> = field
+            .attrs
+            .iter()
+            .map(|attr| {
+                if let Meta::List(ml) = &attr.meta {
+                    // catch the `api` in `#[api(skip_get)]`
+                    if ml.path.is_ident("api") {
+                        let opt_str = ml.tokens.to_string();
+                        let opt_split = opt_str.as_str().split(",");
+                        let mut opt_vec = opt_split.map(|opt| opt.trim()).collect::<Vec<&str>>();
+
+                        // find the `skip_get` option
+                        let mut idx_skip_get: Option<usize> = None;
+                        opt_vec.iter().enumerate().for_each(|(i, opt)| {
+                            if *opt == "skip_get" {
+                                idx_skip_get = Some(i);
+                                opts.skip_get = true;
+                            }
+                        });
+                        if let Some(idx_skip_get) = idx_skip_get {
+                            let _ = opt_vec.remove(idx_skip_get);
+                        }
+
+                        // find the `skip_set` option
+                        let mut idx_skip_set: Option<usize> = None;
+                        opt_vec.iter().enumerate().for_each(|(i, opt)| {
+                            if *opt == "skip_set" {
+                                idx_skip_set = Some(i);
+                                opts.skip_set = true;
+                            }
+                        });
+                        if let Some(idx_skip_set) = idx_skip_set {
+                            let _ = opt_vec.remove(idx_skip_set);
+                        }
+
+                        // make sure there were no invalid options passed and raise warning
+                        if !opt_vec.is_empty() {
+                            emit_error!(ml.span(), "Invalid option(s): {:?}", opt_vec);
+                        }
+                        false // this attribute should not be retained because it is handled solely by this proc macro
+                    } else {
+                        true
+                    }
+                } else {
+                    true
+                }
+            })
+            .collect();
+        // println!("options {:?}", opts);
+        let mut iter = keep.iter();
+        // this drops attrs with api, removing the field attribute from the struct def
+        field.attrs.retain(|_| *iter.next().unwrap());
+
+        impl_getters_and_setters(py_impl_block, field, &opts);
+    }
 }
diff --git a/fastsim-core/fastsim-proc-macros/src/fastsim_api/api_utils.rs b/fastsim-core/fastsim-proc-macros/src/fastsim_api/api_utils.rs
new file mode 100644
index 00000000..69d9d91e
--- /dev/null
+++ b/fastsim-core/fastsim-proc-macros/src/fastsim_api/api_utils.rs
@@ -0,0 +1,396 @@
+use crate::imports::*;
+
+/// Converts multiple uom unit values to a vector of token stream and the plural units name
+///
+/// - field_units: unit type of value being set (e.g. `uom::si::power::watt`)
+macro_rules! extract_units {
+    ($($field_units: ty),+) => {{
+        let mut unit_impls = vec![];
+        $(
+            let field_units: TokenStream2 = stringify!($field_units).parse().unwrap();
+            let unit_name = <$field_units as uom::si::Unit>::plural().replace(' ', "_");
+            unit_impls.push((field_units, unit_name));
+        )+
+        unit_impls
+    }};
+}
+
+/// Determine the wrapper type for a specified vector nesting layer
+fn vec_layer_type(vec_layers: u8) -> TokenStream2 {
+    match vec_layers {
+        0 => quote!(f64),
+        1 => quote!(Pyo3VecWrapper),
+        2 => quote!(Pyo3Vec2Wrapper),
+        3 => quote!(Pyo3Vec3Wrapper),
+        _ => abort_call_site!("Invalid vector layer {vec_layers}!"),
+    }
+}
+
+/// Generates pyo3 getter and setter methods for si fields and vector elements
+///
+/// - impl_block: output TokenStream2
+/// - field: struct field name as ident
+/// - field_type: token stream of field type (e.g. `si::Power` as a token stream)
+/// - field_units: token stream of unit type of value being set (generate using extract_units)
+/// - unit_name: plural name of units being used (generate using extract_units)
+/// - opts: FieldOptions struct instance
+/// - vec_layers: number of nested vector layers
+fn impl_get_set_si(
+    impl_block: &mut TokenStream2,
+    field: &mut syn::Field,
+    field_type: &TokenStream2,
+    field_units: &TokenStream2,
+    unit_name: &str,
+    opts: &FieldOptions,
+    vec_layers: u8,
+) {
+    let ident = field.ident.clone().unwrap();
+    let field_name: TokenStream2 = match unit_name {
+        "" => format!("{ident}").parse().unwrap(),
+        _ => {
+            if field_has_serde_rename(field) {
+                // add the rename attribute for any fields that don't already have it
+                let field_name_lit_str = format!("{ident}_{unit_name}");
+                field.attrs.push(syn::parse_quote! {
+                    #[serde(rename = #field_name_lit_str)]
+                })
+            }
+            format!("{ident}_{unit_name}").parse().unwrap()
+        }
+    };
+
+    if !opts.skip_get {
+        let get_name: TokenStream2 = format!("get_{field_name}").parse().unwrap();
+        let get_type = vec_layer_type(vec_layers);
+        let unit_func = quote!(get::<#field_units>());
+        fn iter_map_collect_vec(inner_func: TokenStream2) -> TokenStream2 {
+            quote!(iter().map(|x| x.#inner_func).collect::<Vec<_>>())
+        }
+
+        let mut extract_val = unit_func;
+        for _ in 0..vec_layers {
+            extract_val = iter_map_collect_vec(extract_val);
+        }
+
+        let field_val = match vec_layers {
+            0 => quote!(self.#ident.#extract_val),
+            _ => quote!(#get_type::new(self.#ident.#extract_val)),
+        };
+
+        impl_block.extend::<TokenStream2>(quote! {
+            #[getter]
+            fn #get_name(&self) -> PyResult<#get_type> {
+                Ok(#field_val)
+            }
+        });
+    }
+
+    if !opts.skip_set && vec_layers == 0 {
+        let set_name: TokenStream2 = format!("set_{field_name}").parse().unwrap();
+        let set_err: TokenStream2 = format!("set_{field_name}_err").parse().unwrap();
+        let setter_rename: TokenStream2 = format!("__{field_name}").parse().unwrap();
+
+        impl_block.extend::<TokenStream2>(quote! {
+            #[setter(#setter_rename)]
+            fn #set_err(&mut self, new_val: f64) -> PyResult<()> {
+                self.#ident = #field_type::new::<#field_units>(new_val);
+                Ok(())
+            }
+        });
+
+        // Directly setting value raises error to prevent nested struct issues
+        impl_block.extend::<TokenStream2>(quote! {
+            #[setter]
+            fn #set_name(&mut self, new_val: f64) -> PyResult<()> {
+                Err(PyAttributeError::new_err(DIRECT_SET_ERR))
+            }
+        });
+    }
+}
+
+fn field_has_serde_rename(field: &syn::Field) -> bool {
+    !field.attrs.iter().any(|attr| {
+        let attr_meta = attr.parse_meta().unwrap();
+        if let Meta::List(meta_list) = attr_meta {
+            // catch the `serde` in `#[serde(rename = "...")]`
+            meta_list.path.is_ident("serde")
+                &&
+            // catch the `rename` in `#[serde(rename = "...")]`
+            meta_list.nested.iter().any(|nm| {
+                match nm {
+                    NestedMeta::Meta(Meta::NameValue(MetaNameValue { path, ..})) => {
+                        path.is_ident("rename")
+                    }
+                    _ => false
+                }
+            })
+        } else {
+            false
+        }
+    })
+}
+
+/// Generates pyo3 getter methods
+///
+/// - impl_block: TokenStream2
+/// - field: struct field
+/// - field_type: type of variable (e.g. `f64`)
+/// - opts: FieldOptions struct instance
+/// - vec_layers: number of nested vector layers
+fn impl_get_body(
+    impl_block: &mut TokenStream2,
+    field: &proc_macro2::Ident,
+    field_type: &TokenStream2,
+    opts: &FieldOptions,
+    vec_layers: u8,
+) {
+    if !opts.skip_get {
+        let get_name: TokenStream2 = format!("get_{field}").parse().unwrap();
+        let field_type = match vec_layers {
+            0 => field_type.clone(),
+            _ => vec_layer_type(vec_layers),
+        };
+
+        let field_val = match vec_layers {
+            0 => quote!(self.#field.clone()),
+            _ => quote!(#field_type::new(self.#field.clone())),
+        };
+
+        impl_block.extend::<TokenStream2>(quote! {
+            #[getter]
+            fn #get_name(&self) -> PyResult<#field_type> {
+                Ok(#field_val)
+            }
+        });
+    }
+}
+
+/// Generates pyo3 getter methods
+///
+/// - impl_block: TokenStream2
+/// - field: struct field
+/// - field_type: type of variable (e.g. `f64`)
+/// - opts: FieldOptions struct instance
+fn impl_set_body(
+    impl_block: &mut TokenStream2,
+    field: &proc_macro2::Ident,
+    field_type: &TokenStream2,
+    opts: &FieldOptions,
+) {
+    if !opts.skip_set {
+        let set_name: TokenStream2 = format!("set_{field}").parse().unwrap();
+        let set_err: TokenStream2 = format!("set_{field}_err").parse().unwrap();
+        let setter_rename: TokenStream2 = format!("__{field}").parse().unwrap();
+
+        impl_block.extend::<TokenStream2>(quote! {
+            #[setter(#setter_rename)]
+            fn #set_err(&mut self, new_val: #field_type) -> PyResult<()> {
+                self.#field = new_val;
+                Ok(())
+            }
+        });
+
+        // Directly setting value raises error to prevent nested struct issues
+        impl_block.extend::<TokenStream2>(quote! {
+            #[setter]
+            fn #set_name(&mut self, new_val: #field_type) -> PyResult<()> {
+                Err(PyAttributeError::new_err(DIRECT_SET_ERR))
+            }
+        });
+    }
+}
+
+fn extract_type_path(ty: &syn::Type) -> Option<&syn::Path> {
+    match ty {
+        syn::Type::Path(type_path) if type_path.qself.is_none() => Some(&type_path.path),
+        _ => None,
+    }
+}
+
+/// adapted from https://stackoverflow.com/questions/55271857/how-can-i-get-the-t-from-an-optiont-when-using-syn
+fn extract_type_from_option(ty: &syn::Type) -> Option<&syn::Type> {
+    fn extract_option_argument(path: &Path) -> Option<&GenericArgument> {
+        let mut ident_path = String::new();
+        for segment in &path.segments {
+            ident_path.push_str(&segment.ident.to_string());
+
+            // Exit when the inner brackets are found
+            match &segment.arguments {
+                syn::PathArguments::AngleBracketed(params) => {
+                    return match ident_path.as_str() {
+                        "Option" | "std::option::Option" | "core::option::Option" => {
+                            params.args.first()
+                        }
+                        _ => None,
+                    };
+                }
+                syn::PathArguments::None => {}
+                _ => return None,
+            }
+
+            ident_path.push_str("::");
+        }
+        None
+    }
+
+    extract_type_path(ty)
+        .and_then(extract_option_argument)
+        .and_then(|generic_arg| match *generic_arg {
+            GenericArgument::Type(ref ty) => Some(ty),
+            _ => None,
+        })
+}
+
+/// Adapted from https://stackoverflow.com/questions/55271857/how-can-i-get-the-t-from-an-optiont-when-using-syn
+/// Extracts contained type from Vec -- i.e. Vec<T> -> T
+fn extract_type_from_vec(ty: &syn::Type) -> Option<&syn::Type> {
+    fn extract_vec_argument(path: &syn::Path) -> Option<&syn::GenericArgument> {
+        let mut ident_path = String::new();
+        for segment in &path.segments {
+            ident_path.push_str(&segment.ident.to_string());
+
+            // Exit when the inner brackets are found
+            match &segment.arguments {
+                syn::PathArguments::AngleBracketed(params) => {
+                    return match ident_path.as_str() {
+                        "Vec" | "std::vec::Vec" => params.args.first(),
+                        _ => None,
+                    };
+                }
+                syn::PathArguments::None => {}
+                _ => return None,
+            }
+
+            ident_path.push_str("::");
+        }
+        None
+    }
+
+    extract_type_path(ty)
+        .and_then(extract_vec_argument)
+        .and_then(|generic_arg| match generic_arg {
+            syn::GenericArgument::Type(ty) => Some(ty),
+            _ => None,
+        })
+}
+
+// Extract the quantity name from an absolue uom path or an si path
+fn extract_si_quantity(path: &syn::Path) -> Option<String> {
+    if path.segments.len() <= 1 {
+        return None;
+    }
+    let mut i = 0;
+    if path.segments[i].ident == "uom" {
+        i += 1;
+        if path.segments.len() <= i + 1 {
+            return None;
+        }
+    }
+    if path.segments[i].ident != "si" {
+        return None;
+    }
+    if path.segments[i + 1].ident == "f64" {
+        i += 1;
+        if path.segments.len() <= i + 1 {
+            return None;
+        }
+    }
+
+    Some(path.segments[i + 1].ident.to_string())
+}
+
+pub(crate) fn impl_getters_and_setters(
+    impl_block: &mut TokenStream2,
+    field: &mut syn::Field,
+    opts: &FieldOptions,
+) -> Option<()> {
+    let ident = field.ident.as_ref().unwrap();
+    let ftype = field.ty.clone();
+    let mut vec_layers: u8 = 0;
+    let mut inner_type = &ftype;
+
+    if let Some(opt_inner_type) = extract_type_from_option(inner_type) {
+        inner_type = opt_inner_type;
+    }
+
+    // pull out `inner_type` from `Vec<inner_type>`, recursively if there is any nesting
+    while let Some(vec_inner_type) = extract_type_from_vec(inner_type) {
+        inner_type = vec_inner_type;
+        vec_layers += 1;
+        if vec_layers >= 4 {
+            abort!(ftype.span(), "Too many nested vec layers!");
+        }
+    }
+
+    let inner_path = extract_type_path(inner_type)?;
+    let inner_type = &inner_path.to_token_stream();
+    let field_type = extract_type_path(&ftype)?.to_token_stream();
+    if let Some(quantity) = extract_si_quantity(inner_path) {
+        // Make sure to use absolute paths here to avoid issues with si.rs in the main fastsim-core!
+        let unit_impls = match quantity.as_str() {
+            "Acceleration" => extract_units!(uom::si::acceleration::meter_per_second_squared),
+            "Angle" => extract_units!(uom::si::angle::radian),
+            "Area" => extract_units!(uom::si::area::square_meter),
+            "SpecificEnergy" => extract_units!(
+                uom::si::available_energy::joule_per_kilogram,
+                uom::si::available_energy::kilojoule_per_kilogram,
+                uom::si::available_energy::megajoule_per_kilogram
+            ),
+            "Energy" => extract_units!(uom::si::energy::joule),
+            "Force" => extract_units!(uom::si::force::newton),
+            "InverseVelocity" => extract_units!(uom::si::inverse_velocity::second_per_meter),
+            "Length" => extract_units!(uom::si::length::meter, uom::si::length::mile),
+            "Mass" => extract_units!(uom::si::mass::kilogram),
+            "MomentOfInertia" => extract_units!(uom::si::moment_of_inertia::kilogram_square_meter),
+            "Power" => extract_units!(uom::si::power::watt),
+            "SpecificPower" => extract_units!(uom::si::specific_power::watt_per_kilogram),
+            "PowerRate" => extract_units!(uom::si::power_rate::watt_per_second),
+            "Pressure" => extract_units!(uom::si::pressure::kilopascal, uom::si::pressure::bar),
+            "Ratio" => extract_units!(uom::si::ratio::ratio),
+            "Time" => extract_units!(uom::si::time::second, uom::si::time::hour),
+            "Velocity" => extract_units!(
+                uom::si::velocity::meter_per_second,
+                uom::si::velocity::mile_per_hour
+            ),
+            "Volume" => extract_units!(uom::si::volume::cubic_meter, uom::si::volume::liter),
+            "MassDensity" => extract_units!(uom::si::mass_density::kilogram_per_cubic_meter),
+            _ => abort!(
+                inner_path.span(),
+                "Unknown si quantity! Make sure it's implemented in `impl_getters_and_setters`"
+            ),
+        };
+        for (field_units, unit_name) in &unit_impls {
+            impl_get_set_si(
+                impl_block,
+                field,
+                inner_type,
+                field_units,
+                unit_name,
+                opts,
+                vec_layers,
+            );
+        }
+    } else if inner_type.to_string().as_str() == "f64" {
+        impl_get_body(impl_block, ident, inner_type, opts, vec_layers);
+        impl_set_body(impl_block, ident, &field_type, opts);
+    } else {
+        impl_get_body(impl_block, ident, &field_type, opts, 0);
+        if ident != "history" {
+            impl_set_body(impl_block, ident, &field_type, opts);
+        }
+    }
+
+    Some(())
+}
+
+#[derive(Debug, Default, Clone)]
+pub(crate) struct FieldOptions {
+    /// if true, getters are not generated for a field
+    pub skip_get: bool,
+    /// if true, setters are not generated for a field
+    pub skip_set: bool,
+    // TODO: uncomment and clean up, and then create equivalent `set_<fieldname>_from_pydict`
+    // and `<fieldname>_to_pydict` methods via `setattr`
+    // /// if true, writes methods to get and set enum via json
+    // pub enum_as_json: bool,
+}
diff --git a/fastsim-core/fastsim-proc-macros/src/fastsim_api/fastsim_api_utils.rs b/fastsim-core/fastsim-proc-macros/src/fastsim_api/fastsim_api_utils.rs
index 8afca8f1..feca3981 100644
--- a/fastsim-core/fastsim-proc-macros/src/fastsim_api/fastsim_api_utils.rs
+++ b/fastsim-core/fastsim-proc-macros/src/fastsim_api/fastsim_api_utils.rs
@@ -381,4 +381,8 @@ pub(crate) struct FieldOptions {
     pub skip_get: bool,
     /// if true, setters are not generated for a field
     pub skip_set: bool,
+    // TODO: uncomment and clean up, and then create equivalent `set_<fieldname>_from_pydict`
+    // and `<fieldname>_to_pydict` methods via `setattr`
+    // /// if true, writes methods to get and set enum via json
+    // pub enum_as_json: bool,
 }
diff --git a/fastsim-core/fastsim-proc-macros/src/history_vec_derive.rs b/fastsim-core/fastsim-proc-macros/src/history_vec_derive.rs
index 5fd3abe1..a182404a 100644
--- a/fastsim-core/fastsim-proc-macros/src/history_vec_derive.rs
+++ b/fastsim-core/fastsim-proc-macros/src/history_vec_derive.rs
@@ -57,7 +57,6 @@ pub(crate) fn history_vec_derive(input: TokenStream) -> TokenStream {
         .parse()
         .unwrap();
     generated.append_all(quote! {
-        #[derive(Clone, Debug, Serialize, Deserialize, PartialEq)]
         #[fastsim_api(
             #[pyo3(name = "len")]
             fn len_py(&self) -> usize {
@@ -68,6 +67,7 @@ pub(crate) fn history_vec_derive(input: TokenStream) -> TokenStream {
                 self.len()
             }
         )]
+        #[derive(Clone, Debug, Serialize, Deserialize, PartialEq)]
         #struct_doc
         pub struct #new_name {
             #vec_fields
diff --git a/fastsim-core/resources/vehicles/2012_Ford_Fusion.yaml b/fastsim-core/resources/vehicles/2012_Ford_Fusion.yaml
index 6d152f84..d71ead8a 100644
--- a/fastsim-core/resources/vehicles/2012_Ford_Fusion.yaml
+++ b/fastsim-core/resources/vehicles/2012_Ford_Fusion.yaml
@@ -13,7 +13,7 @@ pt_type:
       pwr_out_max_watts: 130500.0
       pwr_out_max_init_watts: 21750.0
       pwr_ramp_lag_seconds: 6.0
-      eff_interp:
+      eff_interp_from_pwr_out:
         Interp1D:
           x:
             - 0.0
@@ -42,7 +42,6 @@ pt_type:
             - 0.32
             - 0.3
           strategy: LeftNearest
-          extrapolate: Error
       pwr_idle_fuel_watts: 6999.999999999999
       save_interval: 1
     mass: ~
diff --git a/fastsim-core/resources/vehicles/2016_TOYOTA_Prius_Two.yaml b/fastsim-core/resources/vehicles/2016_TOYOTA_Prius_Two.yaml
index a6891492..65938571 100644
--- a/fastsim-core/resources/vehicles/2016_TOYOTA_Prius_Two.yaml
+++ b/fastsim-core/resources/vehicles/2016_TOYOTA_Prius_Two.yaml
@@ -8,6 +8,8 @@ pt_type:
       specific_energy_joules_per_kilogram: ~
       pwr_out_max_watts: 100000.0
       energy_capacity_joules: 2700000.0
+      eff_interp:
+        Interp0D: 0.9848857801796105
       min_soc: 0.25
       max_soc: 0.95
       save_interval: 1
@@ -21,7 +23,7 @@ pt_type:
       pwr_out_max_watts: 71000.0
       pwr_out_max_init_watts: 11639.344262295082
       pwr_ramp_lag_seconds: 6.1
-      eff_interp:
+      eff_interp_from_pwr_out:
         Interp1D:
           x:
             - 0.0
@@ -50,34 +52,36 @@ pt_type:
             - 0.33
             - 0.32
           strategy: LeftNearest
-          extrapolate: Error
       pwr_idle_fuel_watts: 13125.0
       save_interval: 1
     em:
-      pwr_out_frac_interp:
-        - 0.0
-        - 0.02
-        - 0.04
-        - 0.06
-        - 0.08
-        - 0.1
-        - 0.2
-        - 0.4
-        - 0.6
-        - 0.8
-        - 1.0
-      eff_interp:
-        - 0.83
-        - 0.85
-        - 0.87
-        - 0.89
-        - 0.9
-        - 0.91
-        - 0.93
-        - 0.94
-        - 0.94
-        - 0.93
-        - 0.92
+      eff_interp_fwd:
+        Interp1D:
+          x:
+            - 0.0
+            - 0.02
+            - 0.04
+            - 0.06
+            - 0.08
+            - 0.1
+            - 0.2
+            - 0.4
+            - 0.6
+            - 0.8
+            - 1.0
+          f_x:
+            - 0.83
+            - 0.85
+            - 0.87
+            - 0.89
+            - 0.9
+            - 0.91
+            - 0.93
+            - 0.94
+            - 0.94
+            - 0.93
+            - 0.92
+          strategy: LeftNearest
       pwr_out_max_watts: 53000.0
       specific_pwr_watts_per_kilogram: ~
       mass_kilograms: ~
diff --git a/fastsim-core/src/air_properties.rs b/fastsim-core/src/air_properties.rs
index 7ba1336c..cf5d5c71 100644
--- a/fastsim-core/src/air_properties.rs
+++ b/fastsim-core/src/air_properties.rs
@@ -1,6 +1,14 @@
 use super::imports::*;
 use super::*;
 
+lazy_static! {
+    static ref TE_AIR_DEFAULT: si::ThermodynamicTemperature = (22. + 273.15) * uc::KELVIN;
+    static ref STD_PRESSURE_DEFAULT: si::Pressure = 99_346.3 * uc::PASCAL;
+    // 1.2 kg/m^3 matches fastsim-2
+    static ref STD_DENSITY: si::MassDensity = 1.2 * uc::KGPM3;
+    static ref GAS_CONSTANT: si::SpecificHeatCapacity  = 287.0 * uc::J_PER_KG_K;
+}
+
 /// Returns density of air
 /// Source: <https://www.grc.nasa.gov/WWW/K-12/rocket/atmosmet.html>  
 /// Note that if `None` is passed for either argument, function evaluation should be faster
@@ -23,21 +31,11 @@ pub fn get_density_air(
                 .get::<si::ratio>()
                 .powf(5.256))
     };
-    let te_air_default = || (22. + 273.15) * uc::KELVIN;
-    // 99_346.3 = 101.29e3 * (287.02 / 288.08) ** 5.256
-    let std_pressure_default = || 99_346.3 * uc::PASCAL;
     match (h, te_air) {
-        (None, None) => {
-            // 99_346.3 / 287 / 293.15
-            1.206 * uc::KGPM3
-        }
-        (None, Some(te_air)) => std_pressure_default() / (287.0 * uc::J_PER_KG_K) / te_air,
-        (Some(h_val), None) => {
-            std_pressure_at_elev(h_val) / (287.0 * uc::J_PER_KG_K) / te_air_default()
-        }
-        (Some(h_val), Some(te_air)) => {
-            std_pressure_at_elev(h_val) / (287.0 * uc::J_PER_KG_K) / te_air
-        }
+        (None, None) => *STD_DENSITY,
+        (None, Some(te_air)) => *STD_PRESSURE_DEFAULT / *GAS_CONSTANT / te_air,
+        (Some(h_val), None) => std_pressure_at_elev(h_val) / *GAS_CONSTANT / *TE_AIR_DEFAULT,
+        (Some(h_val), Some(te_air)) => std_pressure_at_elev(h_val) / *GAS_CONSTANT / te_air,
     }
 }
 
diff --git a/fastsim-core/src/drive_cycle.rs b/fastsim-core/src/drive_cycle.rs
index 1b6e452a..aa1af2e7 100644
--- a/fastsim-core/src/drive_cycle.rs
+++ b/fastsim-core/src/drive_cycle.rs
@@ -45,12 +45,13 @@ pub struct Cycle {
     /// road charging/discharing capacity
     #[api(skip_get, skip_set)]
     pub pwr_max_chrg: Vec<si::Power>,
+    /// grade interpolator
+    #[api(skip_get, skip_set)]
+    pub grade_interp: Option<Interpolator>,
 }
 
-const ELEV_DEF_FT: f64 = 400.;
-/// Returns default elevation
-pub fn get_elev_def() -> si::Length {
-    ELEV_DEF_FT * uc::FT
+lazy_static! {
+    static ref ELEV_DEFAULT: si::Length = 400. * uc::FT;
 }
 
 impl Init for Cycle {
@@ -78,7 +79,7 @@ impl Init for Cycle {
         };
 
         // calculate elevation from RHS integral of grade and distance
-        self.init_elev = self.init_elev.or_else(|| Some(get_elev_def()));
+        self.init_elev = self.init_elev.or_else(|| Some(*ELEV_DEFAULT));
         self.elev = self
             .grade
             .iter()
@@ -93,6 +94,13 @@ impl Init for Cycle {
                 },
             )
             .collect();
+        // println!("{:?}", self.dist);
+        self.grade_interp = Some(Interpolator::Interp1D(Interp1D::new(
+            self.dist.iter().map(|x| x.get::<si::meter>()).collect(),
+            self.grade.iter().map(|y| y.get::<si::ratio>()).collect(),
+            Strategy::Linear,
+            Extrapolate::Error,
+        )?));
 
         Ok(())
     }
@@ -173,7 +181,7 @@ impl SerdeAPI for Cycle {
     /// * `format` - The source format, any of those listed in [`ACCEPTED_BYTE_FORMATS`](`SerdeAPI::ACCEPTED_BYTE_FORMATS`)
     ///
     fn from_reader<R: std::io::Read>(
-        mut rdr: R,
+        rdr: &mut R,
         format: &str,
         skip_init: bool,
     ) -> anyhow::Result<Self> {
@@ -347,7 +355,7 @@ impl Cycle {
     ///
     #[cfg(feature = "csv")]
     fn from_csv<S: AsRef<str>>(csv_str: S, skip_init: bool) -> anyhow::Result<Self> {
-        let mut csv_de = Self::from_reader(csv_str.as_ref().as_bytes(), "csv", skip_init)?;
+        let mut csv_de = Self::from_reader(&mut csv_str.as_ref().as_bytes(), "csv", skip_init)?;
         if !skip_init {
             csv_de.init()?;
         }
@@ -409,6 +417,7 @@ mod tests {
             grade: (0..=2).map(|x| (x as f64 * uc::R) / 100.).collect(),
             elev: vec![],
             pwr_max_chrg: vec![],
+            grade_interp: Default::default(),
         };
         cyc.init().unwrap();
         cyc
diff --git a/fastsim-core/src/imports.rs b/fastsim-core/src/imports.rs
index 27fa19ff..c8a67d41 100644
--- a/fastsim-core/src/imports.rs
+++ b/fastsim-core/src/imports.rs
@@ -9,16 +9,15 @@ pub(crate) use crate::si;
 pub(crate) use crate::traits::*;
 pub(crate) use crate::uc;
 pub(crate) use crate::utils;
+pub(crate) use crate::utils::interp::*;
 pub(crate) use crate::utils::{
-    almost_eq, check_interp_frac_data, check_monotonicity, interp1d, interp3d, is_sorted,
-    Extrapolate, InterpRange, DIRECT_SET_ERR,
+    almost_eq, check_interp_frac_data, check_monotonicity, is_sorted, InterpRange, DIRECT_SET_ERR,
 };
 pub(crate) use crate::utils::{Pyo3Vec2Wrapper, Pyo3Vec3Wrapper, Pyo3VecWrapper};
 pub(crate) use derive_more::IsVariant;
 pub(crate) use eng_fmt::FormatEng;
-pub(crate) use fastsim_proc_macros::{
-    fastsim_api, timer, HistoryMethods, HistoryVec, SetCumulative,
-};
+pub(crate) use fastsim_proc_macros::{fastsim_api, HistoryMethods, HistoryVec, SetCumulative};
+pub(crate) use lazy_static::lazy_static;
 
 pub(crate) use anyhow::{anyhow, bail, ensure, Context};
 pub(crate) use duplicate::duplicate_item;
@@ -32,6 +31,7 @@ pub(crate) use std::error::Error;
 pub(crate) use std::ffi::OsStr;
 pub(crate) use std::fmt;
 pub(crate) use std::fs::File;
+pub(crate) use std::marker::PhantomData;
 pub(crate) use std::num::{NonZeroU16, NonZeroUsize};
 pub(crate) use std::ops::{Deref, DerefMut, IndexMut, Sub};
 pub(crate) use std::path::{Path, PathBuf};
diff --git a/fastsim-core/src/lib.rs b/fastsim-core/src/lib.rs
index dc502c38..a06d3025 100644
--- a/fastsim-core/src/lib.rs
+++ b/fastsim-core/src/lib.rs
@@ -47,5 +47,7 @@ pub fn enabled_features() -> Vec<String> {
         "toml".into(),
         #[cfg(feature = "yaml")]
         "yaml".into(),
+        #[cfg(feature = "logging")]
+        "logging".into(),
     ]
 }
diff --git a/fastsim-core/src/macros.rs b/fastsim-core/src/macros.rs
index 84232340..2587326c 100644
--- a/fastsim-core/src/macros.rs
+++ b/fastsim-core/src/macros.rs
@@ -1,93 +1,3 @@
-/// Implements `get_eff_max`, `set_eff_max`, `get_eff_min`, and `set_eff_min` methods
-#[macro_export]
-macro_rules! impl_get_set_eff_max_min {
-    () => {
-        /// Returns max value of `eff_interp`
-        pub fn get_eff_max(&self) -> f64 {
-            // since efficiency is all f64 between 0 and 1, NEG_INFINITY is safe
-            self.eff_interp
-                .iter()
-                .fold(f64::NEG_INFINITY, |acc, curr| acc.max(*curr))
-        }
-
-        /// Scales eff_interp by ratio of new `eff_max` per current calculated max
-        pub fn set_eff_max(&mut self, eff_max: f64) -> Result<(), String> {
-            if (0.0..=1.0).contains(&eff_max) {
-                let old_max = self.get_eff_max();
-                self.eff_interp = self
-                    .eff_interp
-                    .iter()
-                    .map(|x| x * eff_max / old_max)
-                    .collect();
-                Ok(())
-            } else {
-                Err(format!(
-                    "`eff_max` ({:.3}) must be between 0.0 and 1.0",
-                    eff_max,
-                ))
-            }
-        }
-
-        /// Returns min value of `eff_interp`
-        pub fn get_eff_min(&self) -> f64 {
-            // since efficiency is all f64 between 0 and 1, NEG_INFINITY is safe
-            self.eff_interp
-                .iter()
-                .fold(f64::INFINITY, |acc, curr| acc.min(*curr))
-        }
-    };
-}
-
-#[macro_export]
-macro_rules! impl_get_set_eff_range {
-    () => {
-        /// Max value of `eff_interp` minus min value of `eff_interp`.
-        pub fn get_eff_range(&self) -> f64 {
-            self.get_eff_max() - self.get_eff_min()
-        }
-
-        /// Scales values of `eff_interp` without changing max such that max - min
-        /// is equal to new range.  Will change max if needed to ensure no values are
-        /// less than zero.
-        pub fn set_eff_range(&mut self, eff_range: f64) -> Result<(), String> {
-            let eff_max = self.get_eff_max();
-            if eff_range == 0.0 {
-                self.eff_interp = vec![eff_max; self.eff_interp.len()];
-                Ok(())
-            } else if (0.0..=1.0).contains(&eff_range) {
-                let old_min = self.get_eff_min();
-                let old_range = self.get_eff_max() - old_min;
-                if old_range == 0.0 {
-                    return Err(format!(
-                        "`eff_range` is already zero so it cannot be modified."
-                    ));
-                }
-                self.eff_interp = self
-                    .eff_interp
-                    .iter()
-                    .map(|x| eff_max + (x - eff_max) * eff_range / old_range)
-                    .collect();
-                if self.get_eff_min() < 0.0 {
-                    let x_neg = self.get_eff_min();
-                    self.eff_interp = self.eff_interp.iter().map(|x| x - x_neg).collect();
-                }
-                if self.get_eff_max() > 1.0 {
-                    return Err(format!(
-                        "`eff_max` ({:.3}) must be no greater than 1.0",
-                        self.get_eff_max()
-                    ));
-                }
-                Ok(())
-            } else {
-                Err(format!(
-                    "`eff_range` ({:.3}) must be between 0.0 and 1.0",
-                    eff_range,
-                ))
-            }
-        }
-    };
-}
-
 #[macro_export]
 macro_rules! eff_test_body {
     ($component:ident, $eff_max:expr, $eff_min:expr, $eff_range:expr) => {
diff --git a/fastsim-core/src/si.rs b/fastsim-core/src/si.rs
index 4dce35d3..ff5bb267 100644
--- a/fastsim-core/src/si.rs
+++ b/fastsim-core/src/si.rs
@@ -23,6 +23,7 @@ pub use si::power_rate::watt_per_second;
 pub use si::pressure::kilopascal;
 pub use si::ratio::ratio;
 pub use si::specific_power::{kilowatt_per_kilogram, watt_per_kilogram};
+pub use si::thermodynamic_temperature::{degree_celsius, kelvin};
 pub use si::time::{hour, second};
 pub use si::velocity::{meter_per_second, mile_per_hour};
 pub use si::volume::cubic_meter;
diff --git a/fastsim-core/src/simdrive.rs b/fastsim-core/src/simdrive.rs
index 2ad33dd7..5aa5dc4b 100644
--- a/fastsim-core/src/simdrive.rs
+++ b/fastsim-core/src/simdrive.rs
@@ -102,9 +102,9 @@ impl SimDrive {
         let i = self.veh.state.i;
         let dt = self.cyc.dt_at_i(i)?;
         self.veh
-            .set_cur_pwr_out_max(dt)
+            .set_curr_pwr_out_max(dt)
             .with_context(|| anyhow!(format_dbg!()))?;
-        self.set_pwr_tract_for_speed(self.cyc.speed[i], dt)
+        self.set_pwr_prop_for_speed(self.cyc.speed[i], dt)
             .with_context(|| anyhow!(format_dbg!()))?;
         self.set_ach_speed(self.cyc.speed[i], dt)
             .with_context(|| anyhow!(format_dbg!()))?;
@@ -119,13 +119,13 @@ impl SimDrive {
     /// # Arguments
     /// - `speed`: prescribed or achieved speed
     /// - `dt`: time step size
-    pub fn set_pwr_tract_for_speed(
+    pub fn set_pwr_prop_for_speed(
         &mut self,
         speed: si::Velocity,
         dt: si::Time,
     ) -> anyhow::Result<()> {
         #[cfg(feature = "logging")]
-        log::debug!("{}: {}", format_dbg!(), "set_pwr_tract_for_speed");
+        log::debug!("{}: {}", format_dbg!(), "set_pwr_prop_for_speed");
         let i = self.veh.state.i;
         let vs = &mut self.veh.state;
         let speed_prev = vs.speed_ach;
@@ -135,26 +135,13 @@ impl SimDrive {
             log::debug!("{}", format_dbg!(vs.all_curr_pwr_met));
             *self.cyc.grade.get(i).with_context(|| format_dbg!())?
         } else {
-            #[cfg(feature = "logging")]
-            log::debug!("{}", format_dbg!(vs.all_curr_pwr_met));
             uc::R
-                * interp1d(
-                    &vs.dist.get::<si::meter>(),
-                    &self
-                        .cyc
-                        .dist
-                        .iter()
-                        .map(|d| d.get::<si::meter>())
-                        .collect::<Vec<f64>>(),
-                    &self
-                        .cyc
-                        .grade
-                        .iter()
-                        .map(|g| g.get::<si::ratio>())
-                        .collect::<Vec<f64>>(),
-                    utils::Extrapolate::Error,
-                )
-                .with_context(|| anyhow!("{}\n failed to calculate grade", format_dbg!()))?
+                * self
+                    .cyc
+                    .grade_interp
+                    .as_ref()
+                    .with_context(|| format_dbg!("You might have somehow bypassed `init()`"))?
+                    .interpolate(&[vs.dist.get::<si::meter>()])?
         };
 
         let mass = self.veh.mass.with_context(|| {
@@ -187,7 +174,7 @@ impl SimDrive {
 
         vs.pwr_tractive =
             vs.pwr_rr + vs.pwr_whl_inertia + vs.pwr_accel + vs.pwr_ascent + vs.pwr_drag;
-        vs.curr_pwr_met = vs.pwr_tractive <= vs.pwr_prop_pos_max;
+        vs.curr_pwr_met = vs.pwr_tractive <= vs.pwr_prop_fwd_max;
         if !vs.curr_pwr_met {
             // if current power demand is not met, then this becomes false for
             // the rest of the cycle and should not be manipulated anywhere else
@@ -271,8 +258,7 @@ impl SimDrive {
         let t3 = drag3;
         let t2 = accel2 + drag2 + wheel2;
         let t1 = drag1 + roll1 + ascent1;
-        // TODO: verify final term being subtracted.  Needs to be same as `self.cur_max_trans_kw_out[i]`
-        let t0 = (accel0 + drag0 + roll0 + ascent0 + wheel0) - vs.pwr_prop_pos_max;
+        let t0 = (accel0 + drag0 + roll0 + ascent0 + wheel0) - vs.pwr_prop_fwd_max;
 
         // initial guess
         let speed_guess = (1e-3 * uc::MPS).max(cyc_speed);
@@ -281,7 +267,6 @@ impl SimDrive {
         let xtol = self.sim_params.ach_speed_tol;
         // solver gain
         let g = self.sim_params.ach_speed_solver_gain;
-        // TODO: figure out if `pwr_err_fn` should be applied as the early return criterion
         let pwr_err_fn = |speed_guess: si::Velocity| -> si::Power {
             t3 * speed_guess.powi(typenum::P3::new())
                 + t2 * speed_guess.powi(typenum::P2::new())
@@ -304,7 +289,7 @@ impl SimDrive {
         let mut new_speed_guesses = vec![new_speed_guess];
         // speed achieved iteration counter
         let mut spd_ach_iter_counter = 1;
-        let mut converged = pwr_err <= uc::W * 0.;
+        let mut converged = pwr_err <= si::Power::ZERO;
         #[cfg(feature = "logging")]
         log::debug!(
             "{}\n{}",
@@ -346,7 +331,7 @@ impl SimDrive {
                 .with_context(|| format_dbg!("should have had at least one element"))?
                 .max(0.0 * uc::MPS);
         }
-        self.set_pwr_tract_for_speed(self.veh.state.speed_ach, dt)
+        self.set_pwr_prop_for_speed(self.veh.state.speed_ach, dt)
             .with_context(|| format_dbg!())?;
 
         Ok(())
@@ -406,7 +391,7 @@ mod tests {
         };
         sd.walk().unwrap();
         assert!(sd.veh.state.i == sd.cyc.len());
-        assert!(sd.veh.fc().unwrap().state.energy_fuel > uc::J * 0.);
+        assert!(sd.veh.fc().unwrap().state.energy_fuel > si::Energy::ZERO);
     }
 
     #[test]
@@ -421,7 +406,7 @@ mod tests {
         };
         sd.walk().unwrap();
         assert!(sd.veh.state.i == sd.cyc.len());
-        assert!(sd.veh.fc().unwrap().state.energy_fuel > uc::J * 0.);
-        assert!(sd.veh.res().unwrap().state.energy_out_chemical != uc::J * 0.);
+        assert!(sd.veh.fc().unwrap().state.energy_fuel > si::Energy::ZERO);
+        assert!(sd.veh.res().unwrap().state.energy_out_chemical != si::Energy::ZERO);
     }
 }
diff --git a/fastsim-core/src/traits.rs b/fastsim-core/src/traits.rs
index 224169b4..1b701f9a 100644
--- a/fastsim-core/src/traits.rs
+++ b/fastsim-core/src/traits.rs
@@ -67,7 +67,7 @@ impl Max for Vec<&f64> {
 
 pub trait Init {
     /// Specialized code to execute upon initialization.  For any struct with fields
-    /// implement `Init`, this should propagate down the hierarchy.
+    /// that implement `Init`, this should propagate down the hierarchy.
     fn init(&mut self) -> anyhow::Result<()> {
         Ok(())
     }
@@ -110,7 +110,7 @@ pub trait SerdeAPI: Serialize + for<'a> Deserialize<'a> + Init {
         let file = crate::resources::RESOURCES_DIR
             .get_file(&filepath)
             .with_context(|| format!("File not found in resources: {filepath:?}"))?;
-        Self::from_reader(file.contents(), extension, skip_init)
+        Self::from_reader(&mut file.contents(), extension, skip_init)
     }
 
     /// Instantiates an object from a url.  Accepts yaml and json file types  
@@ -128,8 +128,8 @@ pub trait SerdeAPI: Serialize + for<'a> Deserialize<'a> + Init {
             .and_then(|filename| Path::new(filename).extension())
             .and_then(OsStr::to_str)
             .with_context(|| "Could not parse file format from URL: {url:?}")?;
-        let response = ureq::get(url.as_ref()).call()?.into_reader();
-        Self::from_reader(response, format, skip_init)
+        let mut response = ureq::get(url.as_ref()).call()?.into_reader();
+        Self::from_reader(&mut response, format, skip_init)
     }
 
     /// Write (serialize) an object to a file.
@@ -162,14 +162,14 @@ pub trait SerdeAPI: Serialize + for<'a> Deserialize<'a> + Init {
             .extension()
             .and_then(OsStr::to_str)
             .with_context(|| format!("File extension could not be parsed: {filepath:?}"))?;
-        let file = File::open(filepath).with_context(|| {
+        let mut file = File::open(filepath).with_context(|| {
             if !filepath.exists() {
                 format!("File not found: {filepath:?}")
             } else {
                 format!("Could not open file: {filepath:?}")
             }
         })?;
-        Self::from_reader(file, extension, skip_init)
+        Self::from_reader(&mut file, extension, skip_init)
     }
 
     /// Write (serialize) an object into anything that implements [`std::io::Write`]
@@ -208,7 +208,7 @@ pub trait SerdeAPI: Serialize + for<'a> Deserialize<'a> + Init {
     /// * `format` - The source format, any of those listed in [`ACCEPTED_BYTE_FORMATS`](`SerdeAPI::ACCEPTED_BYTE_FORMATS`)
     ///
     fn from_reader<R: std::io::Read>(
-        mut rdr: R,
+        rdr: &mut R,
         format: &str,
         skip_init: bool,
     ) -> anyhow::Result<Self> {
diff --git a/fastsim-core/src/utils/interp/mod.rs b/fastsim-core/src/utils/interp/mod.rs
index 0b34e411..7ab693e1 100644
--- a/fastsim-core/src/utils/interp/mod.rs
+++ b/fastsim-core/src/utils/interp/mod.rs
@@ -17,19 +17,14 @@ pub mod n;
 pub mod one;
 pub mod three;
 pub mod two;
-pub mod wrapper;
 
 pub use n::*;
-use ndarray::{IxDynImpl, OwnedRepr};
 pub use one::*;
 pub use three::*;
 pub use two::*;
-pub use wrapper::*;
 
 use crate::imports::*;
 
-use std::marker::PhantomData; // used as a private field to disallow direct instantiation
-
 // This method contains code from RouteE Compass, another NREL-developed tool
 // https://www.nrel.gov/transportation/route-energy-prediction-model.html
 // https://github.com/NREL/routee-compass/
@@ -169,7 +164,6 @@ fn find_nearest_index(arr: &[f64], target: f64) -> anyhow::Result<usize> {
 /// assert!(interp.interpolate(&[2.5, 2.5, 2.5]).is_err()); // out of bounds point with `Extrapolate::Error` fails
 /// ```
 ///
-
 #[derive(Clone, Debug, Deserialize, PartialEq, Serialize)]
 pub enum Interpolator {
     /// 0-dimensional (constant value) interpolation
@@ -184,15 +178,6 @@ pub enum Interpolator {
     InterpND(InterpND),
 }
 
-impl SerdeAPI for Interpolator {}
-impl Init for Interpolator {}
-impl SerdeAPI for Interp1D {}
-impl Init for Interp1D {}
-impl SerdeAPI for Interp2D {}
-impl Init for Interp2D {}
-impl SerdeAPI for Interp3D {}
-impl Init for Interp3D {}
-
 impl Interpolator {
     /// Interpolate at supplied point, after checking point validity.
     /// Length of supplied point must match interpolator dimensionality.
@@ -328,9 +313,9 @@ impl Interpolator {
     /// Function to get x variable from enum variants
     pub fn x(&self) -> anyhow::Result<Vec<f64>> {
         match self {
-            Interpolator::Interp1D(interp) => Ok(interp.x.to_owned()),
-            Interpolator::Interp2D(interp) => Ok(interp.x.to_owned()),
-            Interpolator::Interp3D(interp) => Ok(interp.x.to_owned()),
+            Interpolator::Interp1D(interp) => Ok(interp.x.to_vec()),
+            Interpolator::Interp2D(interp) => Ok(interp.x.to_vec()),
+            Interpolator::Interp3D(interp) => Ok(interp.x.to_vec()),
             _ => bail!("Variant does not have `x` field."),
         }
     }
@@ -340,10 +325,10 @@ impl Interpolator {
     /// - `new_x`: updated `x` variable to replace the current `x` variable
     pub fn set_x(&mut self, new_x: Vec<f64>) -> anyhow::Result<()> {
         match self {
-            Interpolator::Interp1D(interp) => interp.x = new_x,
-            Interpolator::Interp2D(interp) => interp.x = new_x,
-            Interpolator::Interp3D(interp) => interp.x = new_x,
-            Interpolator::InterpND(interp) => interp.grid[0] = new_x,
+            Interpolator::Interp1D(interp) => interp.set_x(new_x)?,
+            Interpolator::Interp2D(interp) => interp.set_x(new_x)?,
+            Interpolator::Interp3D(interp) => interp.set_x(new_x)?,
+            Interpolator::InterpND(interp) => interp.set_grid_x(new_x)?,
             _ => {
                 bail!("Variant does not have `x` field (or a grid row 0 in the case of InterpND).")
             }
@@ -354,7 +339,7 @@ impl Interpolator {
     /// Function to get f_x variable from enum variants
     pub fn f_x(&self) -> anyhow::Result<Vec<f64>> {
         match self {
-            Interpolator::Interp1D(interp) => Ok(interp.f_x.to_owned()),
+            Interpolator::Interp1D(interp) => Ok(interp.f_x.to_vec()),
             _ => bail!("Variant does not have `f_x` field."),
         }
     }
@@ -364,7 +349,7 @@ impl Interpolator {
     /// - `new_f_x`: updated `f_x` variable to replace the current `f_x` variable
     pub fn set_f_x(&mut self, new_f_x: Vec<f64>) -> anyhow::Result<()> {
         match self {
-            Interpolator::Interp1D(interp) => interp.f_x = new_f_x,
+            Interpolator::Interp1D(interp) => interp.set_f_x(new_f_x)?,
             _ => bail!("Variant does not have `f_x` field."),
         }
         Ok(())
@@ -423,8 +408,8 @@ impl Interpolator {
     /// Function to get y variable from enum variants
     pub fn y(&self) -> anyhow::Result<Vec<f64>> {
         match self {
-            Interpolator::Interp2D(interp) => Ok(interp.y.to_owned()),
-            Interpolator::Interp3D(interp) => Ok(interp.y.to_owned()),
+            Interpolator::Interp2D(interp) => Ok(interp.y.to_vec()),
+            Interpolator::Interp3D(interp) => Ok(interp.y.to_vec()),
             _ => bail!("Variant does not have `y` field."),
         }
     }
@@ -434,9 +419,9 @@ impl Interpolator {
     /// - `new_y`: updated `y` variable to replace the current `y` variable
     pub fn set_y(&mut self, new_y: Vec<f64>) -> anyhow::Result<()> {
         match self {
-            Interpolator::Interp2D(interp) => interp.y = new_y,
-            Interpolator::Interp3D(interp) => interp.y = new_y,
-            Interpolator::InterpND(interp) => interp.grid[1] = new_y,
+            Interpolator::Interp2D(interp) => interp.set_y(new_y)?,
+            Interpolator::Interp3D(interp) => interp.set_y(new_y)?,
+            Interpolator::InterpND(interp) => interp.set_grid_y(new_y)?,
             _ => {
                 bail!("Variant does not have `y` field (or a grid row 1 (indexed from 0) in the case of InterpND).")
             }
@@ -447,7 +432,7 @@ impl Interpolator {
     /// Function to get f_xy variable from enum variants
     pub fn f_xy(&self) -> anyhow::Result<Vec<Vec<f64>>> {
         match self {
-            Interpolator::Interp2D(interp) => Ok(interp.f_xy.to_owned()),
+            Interpolator::Interp2D(interp) => Ok(interp.f_xy.to_vec()),
             _ => bail!("Variant does not have `f_xy` field."),
         }
     }
@@ -457,7 +442,7 @@ impl Interpolator {
     /// - `new_f_xy`: updated `f_xy` variable to replace the current `f_xy` variable
     pub fn set_f_xy(&mut self, new_f_xy: Vec<Vec<f64>>) -> anyhow::Result<()> {
         match self {
-            Interpolator::Interp2D(interp) => interp.f_xy = new_f_xy,
+            Interpolator::Interp2D(interp) => interp.set_f_xy(new_f_xy)?,
             _ => bail!("Variant does not have `f_xy` field."),
         }
         Ok(())
@@ -466,7 +451,7 @@ impl Interpolator {
     /// Function to get z variable from enum variants
     pub fn z(&self) -> anyhow::Result<Vec<f64>> {
         match self {
-            Interpolator::Interp3D(interp) => Ok(interp.z.to_owned()),
+            Interpolator::Interp3D(interp) => Ok(interp.z.to_vec()),
             _ => bail!("Variant does not have `z` field."),
         }
     }
@@ -476,8 +461,8 @@ impl Interpolator {
     /// - `new_z`: updated `z` variable to replace the current `z` variable
     pub fn set_z(&mut self, new_z: Vec<f64>) -> anyhow::Result<()> {
         match self {
-            Interpolator::Interp3D(interp) => interp.z = new_z,
-            Interpolator::InterpND(interp) => interp.grid[2] = new_z,
+            Interpolator::Interp3D(interp) => interp.set_z(new_z)?,
+            Interpolator::InterpND(interp) => interp.set_grid_z(new_z)?,
             _ => {
                 bail!("Variant does not have `z` field (or a grid row 2 (indexed from 0) in the case of InterpND).")
             }
@@ -488,7 +473,7 @@ impl Interpolator {
     /// Function to get f_xyz variable from enum variants
     pub fn f_xyz(&self) -> anyhow::Result<Vec<Vec<Vec<f64>>>> {
         match self {
-            Interpolator::Interp3D(interp) => Ok(interp.f_xyz.to_owned()),
+            Interpolator::Interp3D(interp) => Ok(interp.f_xyz.to_vec()),
             _ => bail!("Variant does not have `f_xyz` field."),
         }
     }
@@ -498,7 +483,7 @@ impl Interpolator {
     /// - `new_f_xyz`: updated `f_xyz` variable to replace the current `f_xyz` variable
     pub fn set_f_xyz(&mut self, new_f_xyz: Vec<Vec<Vec<f64>>>) -> anyhow::Result<()> {
         match self {
-            Interpolator::Interp3D(interp) => interp.f_xyz = new_f_xyz,
+            Interpolator::Interp3D(interp) => interp.set_f_xyz(new_f_xyz)?,
             _ => bail!("Variant does not have `f_xyz` field."),
         }
         Ok(())
@@ -507,7 +492,7 @@ impl Interpolator {
     /// Function to get grid variable from enum variants
     pub fn grid(&self) -> anyhow::Result<Vec<Vec<f64>>> {
         match self {
-            Interpolator::InterpND(interp) => Ok(interp.grid.to_owned()),
+            Interpolator::InterpND(interp) => Ok(interp.grid.to_vec()),
             _ => bail!("Variant does not have `grid` field."),
         }
     }
@@ -517,14 +502,14 @@ impl Interpolator {
     /// - `new_grid`: updated `grid` variable to replace the current `grid` variable
     pub fn set_grid(&mut self, new_grid: Vec<Vec<f64>>) -> anyhow::Result<()> {
         match self {
-            Interpolator::InterpND(interp) => interp.grid = new_grid,
+            Interpolator::InterpND(interp) => interp.set_grid(new_grid)?,
             _ => bail!("Variant does not have `grid` field."),
         }
         Ok(())
     }
 
     /// Function to get values variable from enum variants
-    pub fn values(&self) -> anyhow::Result<ArrayBase<OwnedRepr<f64>, Dim<IxDynImpl>>> {
+    pub fn values(&self) -> anyhow::Result<ArrayD<f64>> {
         match self {
             Interpolator::InterpND(interp) => Ok(interp.values.to_owned()),
             _ => bail!("Variant does not have `values` field."),
@@ -534,18 +519,18 @@ impl Interpolator {
     /// Function to set values variable from enum variants
     /// # Arguments
     /// - `new_values`: updated `values` variable to replace the current `values` variable
-    pub fn set_values(
-        &mut self,
-        new_values: ArrayBase<OwnedRepr<f64>, Dim<IxDynImpl>>,
-    ) -> anyhow::Result<()> {
+    pub fn set_values(&mut self, new_values: ArrayD<f64>) -> anyhow::Result<()> {
         match self {
-            Interpolator::InterpND(interp) => interp.values = new_values,
+            Interpolator::InterpND(interp) => interp.set_values(new_values)?,
             _ => bail!("Variant does not have `values` field."),
         }
         Ok(())
     }
 }
 
+impl SerdeAPI for Interpolator {}
+impl Init for Interpolator {}
+
 /// Interpolation strategy.
 #[derive(Clone, Debug, Deserialize, PartialEq, Serialize)]
 #[cfg_attr(feature = "pyo3", pyclass)]
@@ -564,7 +549,7 @@ pub enum Strategy {
 ///
 /// Controls what happens if supplied interpolant point
 /// is outside the bounds of the interpolation grid.
-#[derive(Clone, Debug, Deserialize, PartialEq, Serialize)]
+#[derive(Clone, Debug, Deserialize, PartialEq, Serialize, Default)]
 #[cfg_attr(feature = "pyo3", pyclass)]
 pub enum Extrapolate {
     /// If interpolant point is beyond the limits of the interpolation grid,
@@ -574,10 +559,14 @@ pub enum Extrapolate {
     /// Restrict interpolant point to the limits of the interpolation grid, using [`f64::clamp`].
     Clamp,
     /// Return an error when interpolant point is beyond the limits of the interpolation grid.
+    #[default]
     Error,
 }
 
 pub trait InterpMethods {
+    // TODO: maybe add `new` to `InterpMethods`
+    /// Validate data stored in [Self].  By design, [Self] can be instantiatated
+    /// only via [Self::new], which calls this method.
     fn validate(&self) -> anyhow::Result<()>;
     fn interpolate(&self, point: &[f64]) -> anyhow::Result<f64>;
 }
diff --git a/fastsim-core/src/utils/interp/n.rs b/fastsim-core/src/utils/interp/n.rs
index d4fbb4bc..eb56635d 100644
--- a/fastsim-core/src/utils/interp/n.rs
+++ b/fastsim-core/src/utils/interp/n.rs
@@ -6,12 +6,14 @@ use itertools::Itertools;
 
 #[derive(Clone, Debug, Deserialize, PartialEq, Serialize)]
 pub struct InterpND {
-    pub grid: Vec<Vec<f64>>,
-    pub values: ArrayD<f64>,
-    pub extrapolate: Extrapolate,
+    pub(super) grid: Vec<Vec<f64>>,
+    pub(super) values: ArrayD<f64>,
     pub strategy: Strategy,
+    #[serde(default)]
+    pub extrapolate: Extrapolate,
+    /// Phantom private field to prevent direct instantiation in other modules
     #[serde(skip)]
-    _phantom: PhantomData<()>, // phantom private field to prevent direct instantiation in other modules
+    _phantom: PhantomData<()>,
 }
 
 impl InterpND {
@@ -140,8 +142,51 @@ impl InterpND {
             .multi_cartesian_product()
             .collect()
     }
+
+    /// Function to set grid variable from InterpND
+    /// # Arguments
+    /// - `new_grid`: updated `grid` variable to replace the current `grid` variable
+    pub fn set_grid(&mut self, new_grid: Vec<Vec<f64>>) -> anyhow::Result<()> {
+        self.grid = new_grid;
+        self.validate()
+    }
+
+    /// Function to set grid x variable from InterpND
+    /// # Arguments
+    /// - `new_x`: updated `grid[0]` to replace the current `grid[0]`
+    pub fn set_grid_x(&mut self, new_grid_x: Vec<f64>) -> anyhow::Result<()> {
+        self.grid[0] = new_grid_x;
+        self.validate()
+    }
+
+    /// Function to set grid y variable from InterpND
+    /// # Arguments
+    /// - `new_y`: updated `grid[1]` to replace the current `grid[1]`
+    pub fn set_grid_y(&mut self, new_grid_y: Vec<f64>) -> anyhow::Result<()> {
+        self.grid[1] = new_grid_y;
+        self.validate()
+    }
+
+    /// Function to set grid z variable from InterpND
+    /// # Arguments
+    /// - `new_z`: updated `grid[2]` to replace the current `grid[2]`
+    pub fn set_grid_z(&mut self, new_grid_z: Vec<f64>) -> anyhow::Result<()> {
+        self.grid[2] = new_grid_z;
+        self.validate()
+    }
+
+    /// Function to set values variable from InterpND
+    /// # Arguments
+    /// - `new_values`: updated `values` variable to replace the current `values` variable
+    pub fn set_values(&mut self, new_values: ArrayD<f64>) -> anyhow::Result<()> {
+        self.values = new_values;
+        self.validate()
+    }
 }
 
+impl SerdeAPI for InterpND {}
+impl Init for InterpND {}
+
 impl InterpMethods for InterpND {
     fn validate(&self) -> anyhow::Result<()> {
         let n = self.ndim();
@@ -165,7 +210,7 @@ impl InterpMethods for InterpND {
         // Check that grid points are monotonically increasing
         for i in 0..n {
             ensure!(
-                self.grid[i].windows(2).all(|w| w[0] < w[1]),
+                self.grid[i].windows(2).all(|w| w[0] <= w[1]),
                 "Supplied `grid` coordinates must be sorted and non-repeating: dimension {i}, {:?}",
                 self.grid[i]
             );
diff --git a/fastsim-core/src/utils/interp/one.rs b/fastsim-core/src/utils/interp/one.rs
index 448f32d8..1b6710aa 100644
--- a/fastsim-core/src/utils/interp/one.rs
+++ b/fastsim-core/src/utils/interp/one.rs
@@ -4,12 +4,14 @@ use super::*;
 
 #[derive(Clone, Debug, Deserialize, PartialEq, Serialize)]
 pub struct Interp1D {
-    pub x: Vec<f64>,
-    pub f_x: Vec<f64>,
+    pub(super) x: Vec<f64>,
+    pub(super) f_x: Vec<f64>,
     pub strategy: Strategy,
+    #[serde(default)]
     pub extrapolate: Extrapolate,
+    /// Phantom private field to prevent direct instantiation in other modules
     #[serde(skip)]
-    _phantom: PhantomData<()>, // phantom private field to prevent direct instantiation in other modules
+    _phantom: PhantomData<()>,
 }
 
 impl Interp1D {
@@ -87,8 +89,27 @@ impl Interp1D {
             self.f_x[lower_index + 1]
         })
     }
+
+    /// Function to set x variable from Interp1D
+    /// # Arguments
+    /// - `new_x`: updated `x` variable to replace the current `x` variable
+    pub fn set_x(&mut self, new_x: Vec<f64>) -> anyhow::Result<()> {
+        self.x = new_x;
+        self.validate()
+    }
+
+    /// Function to set f_x variable from Interp1D
+    /// # Arguments
+    /// - `new_f_x`: updated `f_x` variable to replace the current `f_x` variable
+    pub fn set_f_x(&mut self, new_f_x: Vec<f64>) -> anyhow::Result<()> {
+        self.f_x = new_f_x;
+        self.validate()
+    }
 }
 
+impl SerdeAPI for Interp1D {}
+impl Init for Interp1D {}
+
 impl InterpMethods for Interp1D {
     fn validate(&self) -> anyhow::Result<()> {
         let x_grid_len = self.x.len();
@@ -110,7 +131,7 @@ impl InterpMethods for Interp1D {
         ensure!(x_grid_len != 0, "Supplied x-coordinates cannot be empty");
         // Check that grid points are monotonically increasing
         ensure!(
-            self.x.windows(2).all(|w| w[0] < w[1]),
+            self.x.windows(2).all(|w| w[0] <= w[1]),
             "Supplied x-coordinates must be sorted and non-repeating"
         );
         // Check that grid and values are compatible shapes
diff --git a/fastsim-core/src/utils/interp/three.rs b/fastsim-core/src/utils/interp/three.rs
index 9d1d604d..8fe2a17c 100644
--- a/fastsim-core/src/utils/interp/three.rs
+++ b/fastsim-core/src/utils/interp/three.rs
@@ -4,14 +4,16 @@ use super::*;
 
 #[derive(Clone, Debug, Deserialize, PartialEq, Serialize)]
 pub struct Interp3D {
-    pub x: Vec<f64>,
-    pub y: Vec<f64>,
-    pub z: Vec<f64>,
-    pub f_xyz: Vec<Vec<Vec<f64>>>,
+    pub(super) x: Vec<f64>,
+    pub(super) y: Vec<f64>,
+    pub(super) z: Vec<f64>,
+    pub(super) f_xyz: Vec<Vec<Vec<f64>>>,
     pub strategy: Strategy,
+    #[serde(default)]
     pub extrapolate: Extrapolate,
+    /// Phantom private field to prevent direct instantiation in other modules
     #[serde(skip)]
-    _phantom: PhantomData<()>, // phantom private field to prevent direct instantiation in other modules
+    _phantom: PhantomData<()>,
 }
 
 impl Interp3D {
@@ -63,8 +65,43 @@ impl Interp3D {
         // interpolate in the z-direction
         Ok(c0 * (1.0 - z_diff) + c1 * z_diff)
     }
+
+    /// Function to set x variable from Interp3D
+    /// # Arguments
+    /// - `new_x`: updated `x` variable to replace the current `x` variable
+    pub fn set_x(&mut self, new_x: Vec<f64>) -> anyhow::Result<()> {
+        self.x = new_x;
+        self.validate()
+    }
+
+    /// Function to set y variable from Interp3D
+    /// # Arguments
+    /// - `new_y`: updated `y` variable to replace the current `y` variable
+    pub fn set_y(&mut self, new_y: Vec<f64>) -> anyhow::Result<()> {
+        self.y = new_y;
+        self.validate()
+    }
+
+    /// Function to set z variable from Interp3D
+    /// # Arguments
+    /// - `new_z`: updated `z` variable to replace the current `z` variable
+    pub fn set_z(&mut self, new_z: Vec<f64>) -> anyhow::Result<()> {
+        self.z = new_z;
+        self.validate()
+    }
+
+    /// Function to set f_xyz variable from Interp3D
+    /// # Arguments
+    /// - `new_f_xyz`: updated `f_xyz` variable to replace the current `f_xyz` variable
+    pub fn set_f_xyz(&mut self, new_f_xyz: Vec<Vec<Vec<f64>>>) -> anyhow::Result<()> {
+        self.f_xyz = new_f_xyz;
+        self.validate()
+    }
 }
 
+impl SerdeAPI for Interp3D {}
+impl Init for Interp3D {}
+
 impl InterpMethods for Interp3D {
     fn validate(&self) -> anyhow::Result<()> {
         let x_grid_len = self.x.len();
@@ -80,9 +117,9 @@ impl InterpMethods for Interp3D {
         );
         // Check that grid points are monotonically increasing
         ensure!(
-            self.x.windows(2).all(|w| w[0] < w[1])
-                && self.y.windows(2).all(|w| w[0] < w[1])
-                && self.z.windows(2).all(|w| w[0] < w[1]),
+            self.x.windows(2).all(|w| w[0] <= w[1])
+                && self.y.windows(2).all(|w| w[0] <= w[1])
+                && self.z.windows(2).all(|w| w[0] <= w[1]),
             "Supplied coordinates must be sorted and non-repeating"
         );
         // Check that grid and values are compatible shapes
diff --git a/fastsim-core/src/utils/interp/two.rs b/fastsim-core/src/utils/interp/two.rs
index efead2be..12bec1b3 100644
--- a/fastsim-core/src/utils/interp/two.rs
+++ b/fastsim-core/src/utils/interp/two.rs
@@ -4,13 +4,15 @@ use super::*;
 
 #[derive(Clone, Debug, Deserialize, PartialEq, Serialize)]
 pub struct Interp2D {
-    pub x: Vec<f64>,
-    pub y: Vec<f64>,
-    pub f_xy: Vec<Vec<f64>>,
+    pub(super) x: Vec<f64>,
+    pub(super) y: Vec<f64>,
+    pub(super) f_xy: Vec<Vec<f64>>,
     pub strategy: Strategy,
+    #[serde(default)]
     pub extrapolate: Extrapolate,
+    /// Phantom private field to prevent direct instantiation in other modules
     #[serde(skip)]
-    _phantom: PhantomData<()>, // phantom private field to prevent direct instantiation in other modules
+    _phantom: PhantomData<()>,
 }
 
 impl Interp2D {
@@ -50,8 +52,35 @@ impl Interp2D {
         // interpolate in the y-direction
         Ok(c0 * (1.0 - y_diff) + c1 * y_diff)
     }
+
+    /// Function to set x variable from Interp2D
+    /// # Arguments
+    /// - `new_x`: updated `x` variable to replace the current `x` variable
+    pub fn set_x(&mut self, new_x: Vec<f64>) -> anyhow::Result<()> {
+        self.x = new_x;
+        self.validate()
+    }
+
+    /// Function to set y variable from Interp2D
+    /// # Arguments
+    /// - `new_y`: updated `y` variable to replace the current `y` variable
+    pub fn set_y(&mut self, new_y: Vec<f64>) -> anyhow::Result<()> {
+        self.y = new_y;
+        self.validate()
+    }
+
+    /// Function to set f_xy variable from Interp2D
+    /// # Arguments
+    /// - `new_f_xy`: updated `f_xy` variable to replace the current `f_xy` variable
+    pub fn set_f_xy(&mut self, new_f_xy: Vec<Vec<f64>>) -> anyhow::Result<()> {
+        self.f_xy = new_f_xy;
+        self.validate()
+    }
 }
 
+impl SerdeAPI for Interp2D {}
+impl Init for Interp2D {}
+
 impl InterpMethods for Interp2D {
     fn validate(&self) -> anyhow::Result<()> {
         let x_grid_len = self.x.len();
@@ -66,7 +95,7 @@ impl InterpMethods for Interp2D {
         );
         // Check that grid points are monotonically increasing
         ensure!(
-            self.x.windows(2).all(|w| w[0] < w[1]) && self.y.windows(2).all(|w| w[0] < w[1]),
+            self.x.windows(2).all(|w| w[0] <= w[1]) && self.y.windows(2).all(|w| w[0] <= w[1]),
             "Supplied coordinates must be sorted and non-repeating"
         );
         // Check that grid and values are compatible shapes
diff --git a/fastsim-core/src/utils/interp/wrapper.rs b/fastsim-core/src/utils/interp/wrapper.rs
index 245b7d41..50af7543 100644
--- a/fastsim-core/src/utils/interp/wrapper.rs
+++ b/fastsim-core/src/utils/interp/wrapper.rs
@@ -169,6 +169,5 @@ impl InterpolatorWrapper {
     }
 }
 
-impl Init for InterpolatorWrapper {}
-
 impl SerdeAPI for InterpolatorWrapper {}
+impl Init for InterpolatorWrapper {}
diff --git a/fastsim-core/src/utils/mod.rs b/fastsim-core/src/utils/mod.rs
index 98e1403b..05ef4a54 100644
--- a/fastsim-core/src/utils/mod.rs
+++ b/fastsim-core/src/utils/mod.rs
@@ -1,5 +1,4 @@
 use crate::imports::*;
-use lazy_static::lazy_static;
 use paste::paste;
 use regex::Regex;
 
@@ -48,7 +47,8 @@ pub(crate) fn download_file<S: AsRef<str>, P: AsRef<Path>>(
     Ok(())
 }
 
-/// helper function to find where a query falls on an axis of discrete values;
+#[allow(unused)]
+/// Helper function to find where a query falls on an axis of discrete values;
 /// NOTE: this assumes the axis array is sorted with values ascending and that there are no repeating values!
 fn find_interp_indices(query: &f64, axis: &[f64]) -> anyhow::Result<(usize, usize)> {
     let axis_size = axis.len();
@@ -77,6 +77,7 @@ fn find_interp_indices(query: &f64, axis: &[f64]) -> anyhow::Result<(usize, usiz
     }
 }
 
+#[allow(unused)]
 /// Helper function to compute the difference between a value and a set of bounds
 fn compute_interp_diff(value: &f64, lower: &f64, upper: &f64) -> f64 {
     if lower == upper {
@@ -86,124 +87,9 @@ fn compute_interp_diff(value: &f64, lower: &f64, upper: &f64) -> f64 {
     }
 }
 
-/// Trilinear interpolation over a structured grid;
-/// NOTE: this could be generalized to compute a linear interpolation in N dimensions
-/// NOTE: this function assumes the each axis on the grid is sorted and that there
-/// are no repeating values on each axis
-pub fn interp3d(
-    point: &[f64; 3],
-    grid: &[Vec<f64>; 3],
-    values: &[Vec<Vec<f64>>],
-) -> anyhow::Result<f64> {
-    let x = point[0];
-    let y = point[1];
-    let z = point[2];
-
-    let x_points = &grid[0];
-    let y_points = &grid[1];
-    let z_points = &grid[2];
-
-    let (xi0, xi1) = find_interp_indices(&x, x_points).with_context(|| anyhow!(format_dbg!()))?;
-    let (yi0, yi1) = find_interp_indices(&y, y_points).with_context(|| anyhow!(format_dbg!()))?;
-    let (zi0, zi1) = find_interp_indices(&z, z_points).with_context(|| anyhow!(format_dbg!()))?;
-
-    let xd = compute_interp_diff(&x, &x_points[xi0], &x_points[xi1]);
-    let yd = compute_interp_diff(&x, &x_points[xi0], &x_points[xi1]);
-    let zd = compute_interp_diff(&x, &x_points[xi0], &x_points[xi1]);
-
-    let c000 = values[xi0][yi0][zi0];
-    let c100 = values[xi1][yi0][zi0];
-    let c001 = values[xi0][yi0][zi1];
-    let c101 = values[xi1][yi0][zi1];
-    let c010 = values[xi0][yi1][zi0];
-    let c110 = values[xi1][yi1][zi0];
-    let c011 = values[xi0][yi1][zi1];
-    let c111 = values[xi1][yi1][zi1];
-
-    let c00 = c000 * (1.0 - xd) + c100 * xd;
-    let c01 = c001 * (1.0 - xd) + c101 * xd;
-    let c10 = c010 * (1.0 - xd) + c110 * xd;
-    let c11 = c011 * (1.0 - xd) + c111 * xd;
-
-    let c0 = c00 * (1.0 - yd) + c10 * yd;
-    let c1 = c01 * (1.0 - yd) + c11 * yd;
-
-    let c = c0 * (1.0 - yd) + c1 * zd;
-
-    Ok(c)
-}
-
-#[derive(Clone, Debug, Default, Deserialize, Serialize, PartialEq)]
-pub enum Extrapolate {
-    /// allow extrapolation
-    Yes,
-    /// don't allow extrapolation but return result from nearest x-data point
-    #[default]
-    No,
-    /// return an error on attempted extrapolation
-    Error,
-}
-
 impl SerdeAPI for Extrapolate {}
 impl Init for Extrapolate {}
 
-/// interpolation algorithm from <http://www.cplusplus.com/forum/general/216928/>
-/// # Arguments:
-/// x : value at which to interpolate
-pub fn interp1d(
-    x: &f64,
-    x_data: &[f64],
-    y_data: &[f64],
-    extrapolate: Extrapolate,
-) -> anyhow::Result<f64> {
-    let y_first = y_data
-        .first()
-        .with_context(|| anyhow!("Unable to extract first element"))?;
-    if y_data.iter().all(|y| y == y_first) {
-        // return first if all data is equal to first
-        Ok(*y_first)
-    } else {
-        let size = x_data.len();
-
-        let mut i = 0;
-        if x >= &x_data[size - 2] {
-            i = size - 2;
-        } else {
-            while i < x_data.len() - 2 && x > &x_data[i + 1] {
-                i += 1;
-            }
-        }
-        let xl = &x_data[i];
-        let mut yl = &y_data[i];
-        let xr = &x_data[i + 1];
-        let mut yr = &y_data[i + 1];
-        match extrapolate {
-            Extrapolate::No => {
-                if x < xl {
-                    yr = yl;
-                }
-                if x > xr {
-                    yl = yr;
-                }
-            }
-            Extrapolate::Error => {
-                if x < xl || x > xr {
-                    bail!(
-                        "{}\nAttempted extrapolation\n`x_data` first and last: ({}, {})\n`x` input: {}",
-                        format_dbg!(),
-                        xl,
-                        xr,
-                        x
-                    );
-                }
-            }
-            _ => {}
-        }
-        let dydx = (yr - yl) / (xr - xl);
-        Ok(yl + dydx * (x - xl))
-    }
-}
-
 /// Returns absolute value of `x_val`
 pub fn abs_checked_x_val(x_val: f64, x_data: &[f64]) -> anyhow::Result<f64> {
     if *x_data
@@ -408,162 +294,6 @@ pub fn check_monotonicity(data: &[f64]) -> anyhow::Result<()> {
 #[cfg(test)]
 mod tests {
     use super::*;
-
-    #[test]
-    fn test_interp3d() {
-        let point = [0.5, 0.5, 0.5];
-        let grid = [vec![0.0, 1.0], vec![0.0, 1.0], vec![0.0, 1.0]];
-        let values = vec![
-            vec![vec![0.0, 0.0], vec![1.0, 1.0]],
-            vec![vec![0.0, 0.0], vec![1.0, 1.0]],
-        ];
-        match interp3d(&point, &grid, &values) {
-            Ok(i) => assert!(i == 0.5),
-            Err(e) => panic!("test failed with: {e}"),
-        };
-    }
-
-    #[test]
-    fn test_interp3d_offset() {
-        let point = [0.75, 0.25, 0.5];
-        let grid = [vec![0.0, 1.0], vec![0.0, 1.0], vec![0.0, 1.0]];
-        let values = vec![
-            vec![vec![0.0, 0.0], vec![1.0, 1.0]],
-            vec![vec![0.0, 0.0], vec![1.0, 1.0]],
-        ];
-        match interp3d(&point, &grid, &values) {
-            Ok(i) => assert!(i == 0.75),
-            Err(e) => panic!("test failed with: {e}"),
-        };
-    }
-
-    #[test]
-    fn test_interp3d_exact_value_lower() {
-        let point = [0.0, 0.0, 0.0];
-        let grid = [vec![0.0, 1.0], vec![0.0, 1.0], vec![0.0, 1.0]];
-        let values = vec![
-            vec![vec![0.0, 0.0], vec![1.0, 1.0]],
-            vec![vec![0.0, 0.0], vec![1.0, 1.0]],
-        ];
-        match interp3d(&point, &grid, &values) {
-            Ok(i) => assert!(i == 0.0),
-            Err(e) => panic!("test failed with: {e}"),
-        };
-    }
-
-    #[test]
-    fn test_interp3d_below_value_lower() {
-        let point = [-1.0, -1.0, -1.0];
-        let grid = [vec![0.0, 1.0], vec![0.0, 1.0], vec![0.0, 1.0]];
-        let values = vec![
-            vec![vec![0.0, 0.0], vec![1.0, 1.0]],
-            vec![vec![0.0, 0.0], vec![1.0, 1.0]],
-        ];
-        match interp3d(&point, &grid, &values) {
-            Ok(i) => assert!(i == 0.0),
-            Err(e) => panic!("test failed with: {e}"),
-        };
-    }
-
-    #[test]
-    fn test_interp3d_above_value_upper() {
-        let point = [2.0, 2.0, 2.0];
-        let grid = [vec![0.0, 1.0], vec![0.0, 1.0], vec![0.0, 1.0]];
-        let values = vec![
-            vec![vec![0.0, 0.0], vec![1.0, 1.0]],
-            vec![vec![0.0, 0.0], vec![1.0, 1.0]],
-        ];
-        match interp3d(&point, &grid, &values) {
-            Ok(i) => assert!(i == 1.0),
-            Err(e) => panic!("test failed with: {e}"),
-        };
-    }
-
-    #[test]
-    fn test_interp3d_exact_value_upper() {
-        let point = [1.0, 1.0, 1.0];
-        let grid = [vec![0.0, 1.0], vec![0.0, 1.0], vec![0.0, 1.0]];
-        let values = vec![
-            vec![vec![0.0, 0.0], vec![1.0, 1.0]],
-            vec![vec![0.0, 0.0], vec![1.0, 1.0]],
-        ];
-        match interp3d(&point, &grid, &values) {
-            Ok(i) => assert!(i == 1.0),
-            Err(e) => panic!("test failed with: {e}"),
-        };
-    }
-
-    // interp1d
-    #[test]
-    fn test_interp1d_above_value_upper() {
-        assert_eq!(
-            interp1d(&2.0, &[0.0, 1.0], &[0.0, 1.0], Extrapolate::Yes).unwrap(),
-            2.0
-        );
-        assert_eq!(
-            interp1d(&2.0, &[0.0, 1.0], &[0.0, 1.0], Extrapolate::No).unwrap(),
-            1.0
-        );
-    }
-
-    #[test]
-    fn test_interp1d_exact_value_upper() {
-        assert_eq!(
-            interp1d(&1.0, &[0.0, 1.0], &[0.0, 1.0], Extrapolate::Yes).unwrap(),
-            1.0
-        );
-        assert_eq!(
-            interp1d(&1.0, &[0.0, 1.0], &[0.0, 1.0], Extrapolate::No).unwrap(),
-            1.0
-        );
-    }
-
-    #[test]
-    fn test_interp1d_exact_value_lower() {
-        assert_eq!(
-            interp1d(&0.0, &[0.0, 1.0], &[0.0, 1.0], Extrapolate::Yes).unwrap(),
-            0.0
-        );
-        assert_eq!(
-            interp1d(&0.0, &[0.0, 1.0], &[0.0, 1.0], Extrapolate::No).unwrap(),
-            0.0
-        );
-    }
-    #[test]
-    fn test_interp1d_below_value_lower() {
-        assert_eq!(
-            interp1d(&-1.0, &[0.0, 1.0], &[0.0, 1.0], Extrapolate::Yes).unwrap(),
-            -1.0
-        );
-        assert_eq!(
-            interp1d(&-1.0, &[0.0, 1.0], &[0.0, 1.0], Extrapolate::No).unwrap(),
-            0.0
-        );
-    }
-    #[test]
-    fn test_interp1d_inside_range() {
-        assert_eq!(
-            interp1d(&0.5, &[0.0, 1.0], &[0.0, 1.0], Extrapolate::Yes).unwrap(),
-            0.5
-        );
-        assert_eq!(
-            interp1d(&0.5, &[0.0, 1.0], &[0.0, 1.0], Extrapolate::No).unwrap(),
-            0.5
-        );
-    }
-
-    #[test]
-    fn test_interp1d_with_duplicate_y_data() {
-        assert_eq!(
-            interp1d(&0.5, &[0.0, 1.0], &[1.0, 1.0], Extrapolate::Yes).unwrap(),
-            1.0
-        );
-        assert_eq!(
-            interp1d(&0.5, &[0.0, 1.0], &[1.0, 1.0], Extrapolate::No).unwrap(),
-            1.0
-        );
-    }
-
     #[test]
     fn test_linspace() {
         assert_eq!(Vec::linspace(0.0, 1.0, 3), vec![0.0, 0.5, 1.0]);
diff --git a/fastsim-core/src/vehicle/bev.rs b/fastsim-core/src/vehicle/bev.rs
index 0d6d0ea0..8f969033 100644
--- a/fastsim-core/src/vehicle/bev.rs
+++ b/fastsim-core/src/vehicle/bev.rs
@@ -114,7 +114,6 @@ impl Powertrain for BatteryElectricVehicle {
     fn solve(
         &mut self,
         pwr_out_req: si::Power,
-        pwr_aux: si::Power,
         _veh_state: &VehicleState,
         _enabled: bool,
         dt: si::Time,
@@ -127,17 +126,18 @@ impl Powertrain for BatteryElectricVehicle {
         if self.em.state.pwr_elec_prop_in > si::Power::ZERO {
             // positive traction
             self.res
-                .solve(pwr_out_req_from_res, pwr_aux, dt)
+                .solve(pwr_out_req_from_res, dt)
                 .with_context(|| anyhow!(format_dbg!()))?;
         } else {
             // negative traction (should this be different from positive traction here?)
             self.res
                 .solve(
                     self.em.state.pwr_elec_prop_in,
-                    pwr_aux
-                        // whatever power is available from regen plus normal
-                        .min(self.res.state.pwr_prop_max - self.em.state.pwr_elec_prop_in)
-                        .max(si::Power::ZERO),
+                    // TODO: try to figure out what this was doing and put it in the right place
+                    // pwr_aux
+                    //     // whatever power is available from regen plus normal
+                    //     .min(self.res.state.pwr_prop_max - self.em.state.pwr_elec_prop_in)
+                    //     .max(si::Power::ZERO),
                     dt,
                 )
                 .with_context(|| anyhow!(format_dbg!()))?;
@@ -145,14 +145,14 @@ impl Powertrain for BatteryElectricVehicle {
         Ok(())
     }
 
-    fn get_cur_pwr_prop_out_max(&self) -> anyhow::Result<(si::Power, si::Power)> {
+    fn get_curr_pwr_prop_out_max(&self) -> anyhow::Result<(si::Power, si::Power)> {
         Ok((
             self.em.state.pwr_mech_fwd_out_max,
             self.em.state.pwr_mech_bwd_out_max,
         ))
     }
 
-    fn set_cur_pwr_prop_out_max(
+    fn set_curr_pwr_prop_out_max(
         &mut self,
         _pwr_aux: si::Power,
         _dt: si::Time,
diff --git a/fastsim-core/src/vehicle/conv.rs b/fastsim-core/src/vehicle/conv.rs
index 3018d4a8..20bce6dc 100644
--- a/fastsim-core/src/vehicle/conv.rs
+++ b/fastsim-core/src/vehicle/conv.rs
@@ -31,37 +31,43 @@ impl SaveInterval for ConventionalVehicle {
 }
 
 impl Powertrain for Box<ConventionalVehicle> {
-    fn set_cur_pwr_prop_out_max(&mut self, pwr_aux: si::Power, dt: si::Time) -> anyhow::Result<()> {
+    fn set_curr_pwr_prop_out_max(
+        &mut self,
+        pwr_aux: si::Power,
+        dt: si::Time,
+    ) -> anyhow::Result<()> {
         // TODO: account for transmission efficiency in here
         self.fc
-            .set_cur_pwr_tract_out_max(pwr_aux / self.alt_eff, dt)
+            .set_curr_pwr_out_max(dt)
+            .with_context(|| anyhow!(format_dbg!()))?;
+        self.fc
+            .set_curr_pwr_prop_max(pwr_aux / self.alt_eff)
             .with_context(|| anyhow!(format_dbg!()))?;
         Ok(())
     }
 
-    fn get_cur_pwr_prop_out_max(&self) -> anyhow::Result<(si::Power, si::Power)> {
+    fn get_curr_pwr_prop_out_max(&self) -> anyhow::Result<(si::Power, si::Power)> {
         Ok((self.fc.state.pwr_prop_max, 0. * uc::W))
     }
 
     fn solve(
         &mut self,
         pwr_out_req: si::Power,
-        pwr_aux: si::Power,
         _veh_state: &VehicleState,
         _enabled: bool,
         dt: si::Time,
     ) -> anyhow::Result<()> {
         // only positive power can come from powertrain.  Revisit this if engine braking model is needed.
-        let pwr_out_req = pwr_out_req.max(uc::W * 0.0);
+        let pwr_out_req = pwr_out_req.max(si::Power::ZERO);
         let enabled = true; // TODO: replace with a stop/start model
         self.fc
-            .solve(pwr_out_req, pwr_aux, enabled, dt)
+            .solve(pwr_out_req, enabled, dt)
             .with_context(|| anyhow!(format_dbg!()))?;
         Ok(())
     }
 
     fn pwr_regen(&self) -> si::Power {
-        uc::W * 0.
+        si::Power::ZERO
     }
 }
 
diff --git a/fastsim-core/src/vehicle/hev.rs b/fastsim-core/src/vehicle/hev.rs
index cfcb6627..570a0ce8 100644
--- a/fastsim-core/src/vehicle/hev.rs
+++ b/fastsim-core/src/vehicle/hev.rs
@@ -14,10 +14,13 @@ pub struct HybridElectricVehicle {
     #[has_state]
     pub em: ElectricMachine,
     /// control strategy for distributing power demand between `fc` and `res`
+    #[serde(default)]
+    pub pt_cntrl: HEVPowertrainControls,
+    /// control strategy for distributing aux power demand between `fc` and `res`
+    #[serde(default)]
+    pub aux_cntrl: HEVAuxControls,
     /// hybrid powertrain mass
-    pub hev_controls: HEVControls,
     pub(crate) mass: Option<si::Mass>,
-    // TODO: add enum for controling fraction of aux pwr handled by battery vs engine
     // TODO: add enum for controling fraction of tractive pwr handled by battery vs engine -- there
     // might be many ways we'd want to do this, especially since there will be thermal models involved
 }
@@ -43,13 +46,39 @@ impl Init for HybridElectricVehicle {
 }
 
 impl Powertrain for Box<HybridElectricVehicle> {
-    fn set_cur_pwr_prop_out_max(&mut self, pwr_aux: si::Power, dt: si::Time) -> anyhow::Result<()> {
+    fn set_curr_pwr_prop_out_max(
+        &mut self,
+        pwr_aux: si::Power,
+        dt: si::Time,
+    ) -> anyhow::Result<()> {
         // TODO: account for transmission efficiency in here
+        self.fc
+            .set_curr_pwr_out_max(dt)
+            .with_context(|| anyhow!(format_dbg!()))?;
         self.res
-            .set_cur_pwr_out_max(pwr_aux, None, None)
+            .set_curr_pwr_out_max(None, None)
+            .with_context(|| anyhow!(format_dbg!()))?;
+        let (pwr_aux_res, pwr_aux_fc) = {
+            match self.aux_cntrl {
+                HEVAuxControls::AuxOnResPriority => {
+                    if pwr_aux <= self.res.state.pwr_disch_max {
+                        (pwr_aux, si::Power::ZERO)
+                    } else {
+                        (si::Power::ZERO, pwr_aux)
+                    }
+                }
+                HEVAuxControls::AuxOnFcPriority => (si::Power::ZERO, pwr_aux),
+            }
+        };
+        self.fc
+            .set_curr_pwr_prop_max(pwr_aux_fc)
+            .with_context(|| anyhow!(format_dbg!()))?;
+        self.res
+            .set_curr_pwr_prop_max(pwr_aux_res)
             .with_context(|| anyhow!(format_dbg!()))?;
         self.em
-            .set_cur_pwr_prop_out_max(
+            .set_curr_pwr_prop_out_max(
+                // TODO: add means of controlling whether fc can provide power to em and also how much
                 self.res.state.pwr_prop_max,
                 self.res.state.pwr_regen_max,
                 dt,
@@ -58,7 +87,7 @@ impl Powertrain for Box<HybridElectricVehicle> {
         Ok(())
     }
 
-    fn get_cur_pwr_prop_out_max(&self) -> anyhow::Result<(si::Power, si::Power)> {
+    fn get_curr_pwr_prop_out_max(&self) -> anyhow::Result<(si::Power, si::Power)> {
         Ok((
             self.em.state.pwr_mech_fwd_out_max + self.fc.state.pwr_prop_max,
             self.em.state.pwr_mech_bwd_out_max,
@@ -68,22 +97,27 @@ impl Powertrain for Box<HybridElectricVehicle> {
     fn solve(
         &mut self,
         pwr_out_req: si::Power,
-        pwr_aux: si::Power,
         _veh_state: &VehicleState,
         _enabled: bool,
         dt: si::Time,
     ) -> anyhow::Result<()> {
         let (fc_pwr_out_req, em_pwr_out_req) =
-            self.hev_controls
+            self.pt_cntrl
                 .get_pwr_fc_and_em(pwr_out_req, &self.fc.state, &self.em.state)?;
+        // TODO: replace with a stop/start model
+        // TODO: figure out fancier way to handle apportionment of `pwr_aux` between `fc` and `res`
+        let enabled = true;
 
-        let enabled = true; // TODO: replace with a stop/start model
-                            // TODO: figure out fancier way to handle apportionment of `pwr_aux` between `fc` and `res`
         self.fc
-            .solve(fc_pwr_out_req, pwr_aux, enabled, dt)
-            .with_context(|| anyhow!(format_dbg!()))?;
-        let res_pwr_out_req = self.em.get_pwr_in_req(em_pwr_out_req, dt)?;
-        self.res.solve(res_pwr_out_req, pwr_aux, dt)?;
+            .solve(fc_pwr_out_req, enabled, dt)
+            .with_context(|| format_dbg!())?;
+        let res_pwr_out_req = self
+            .em
+            .get_pwr_in_req(em_pwr_out_req, dt)
+            .with_context(|| format_dbg!())?;
+        self.res
+            .solve(res_pwr_out_req, dt)
+            .with_context(|| format_dbg!())?;
         Ok(())
     }
 
@@ -178,54 +212,56 @@ impl Mass for HybridElectricVehicle {
     }
 }
 
-#[derive(Clone, Debug, PartialEq, Deserialize, Serialize)]
-pub enum HEVControls {
+#[derive(Clone, Debug, PartialEq, Deserialize, Serialize, Default)]
+pub enum HEVAuxControls {
+    /// If feasible, use [ReversibleEnergyStorage] to handle aux power demand
+    #[default]
+    AuxOnResPriority,
+    /// If feasible, use [FuelConverter] to handle aux power demand
+    AuxOnFcPriority,
+}
+
+#[derive(Clone, Debug, PartialEq, Deserialize, Serialize, Default)]
+pub enum HEVPowertrainControls {
     /// Controls that attempt to exactly match fastsim-2
     Fastsim2,
     /// Purely greedy controls that favor charging or discharging the
     /// battery as much as possible.
+    #[default]
     RESGreedy,
     // TODO: add `SpeedAware` to enable buffers similar to fastsim-2 but without
     // the feature from fastsim-2 that forces the fc to be greedily meet power demand
     // when it's on
 }
 
-impl HEVControls {
+impl HEVPowertrainControls {
     fn get_pwr_fc_and_em(
         &self,
         pwr_out_req: si::Power,
         fc_state: &FuelConverterState,
         em_state: &ElectricMachineState,
     ) -> anyhow::Result<(si::Power, si::Power)> {
-        if pwr_out_req >= uc::W * 0. {
+        if pwr_out_req >= si::Power::ZERO {
             // positive net power out of the powertrain
             match self {
                 Self::Fastsim2 => {
-                    todo!()
+                    bail!("{}\nnot yet implemented!", format_dbg!())
                 }
                 Self::RESGreedy => {
-                    // Use ElectricMachine greedily until its max then draw
-                    // remaining power from FuelConverter
-                    // Ok(if pwr_out_req <= em_state.pwr_prop_max {
-                    //     let fc_pwr = 0.;
-                    //     let em_pwr = pwr_out_req
-                    //     (fc_pwr, em_pwr)
-                    // } else {
-                    //     let fc_pwr = pwr_out_req - fc_state.pwr_prop_max.max(pwr_out_req);
-                    //     let em_pwr = em_state.pwr_prop_max;
-                    //     (fc_pwr, em_pwr)
-                    // })
-                    let em_pwr = pwr_out_req
-                        // cannot exceed ElectricMachine max output power
-                        .min(em_state.pwr_mech_fwd_out_max);
+                    // cannot exceed ElectricMachine max output power
+                    let em_pwr = pwr_out_req.min(em_state.pwr_mech_fwd_out_max);
                     let fc_pwr = pwr_out_req - em_pwr;
 
-                    ensure!(fc_pwr >= uc::W * 0., format_dbg!(fc_pwr >= uc::W * 0.));
                     ensure!(
-                        pwr_out_req <= fc_state.pwr_prop_max + em_state.pwr_mech_fwd_out_max,
-                        format_dbg!(
-                            pwr_out_req <= fc_state.pwr_prop_max + em_state.pwr_mech_fwd_out_max
-                        )
+                        fc_pwr >= si::Power::ZERO,
+                        format_dbg!(fc_pwr >= si::Power::ZERO)
+                    );
+                    ensure!(
+                        pwr_out_req <= em_state.pwr_mech_fwd_out_max + fc_state.pwr_prop_max,
+                        "{}\n`pwr_out_req`: {} kW\n`em_state.pwr_mech_fwd_out_max`: {} kW",
+                        format_dbg!(pwr_out_req <= em_state.pwr_mech_fwd_out_max),
+                        pwr_out_req.get::<si::kilowatt>(),
+                        em_state.pwr_mech_fwd_out_max.get::<si::kilowatt>()
                     );
 
                     Ok((fc_pwr, em_pwr))
@@ -235,7 +271,7 @@ impl HEVControls {
             // negative net power out of the powertrain -- i.e. positive net power _into_ powertrain
             match self {
                 Self::Fastsim2 => {
-                    todo!()
+                    bail!("{}\nnot yet implemented!", format_dbg!())
                 }
                 Self::RESGreedy => {
                     // if `em_pwr` is less than magnitude of `pwr_out_req`, friction brakes can handle excess
diff --git a/fastsim-core/src/vehicle/mod.rs b/fastsim-core/src/vehicle/mod.rs
index b9c3ffdb..6fcdcff1 100644
--- a/fastsim-core/src/vehicle/mod.rs
+++ b/fastsim-core/src/vehicle/mod.rs
@@ -19,10 +19,6 @@ pub mod powertrain_type;
 pub mod traits;
 pub mod vehicle_model;
 
-#[cfg(test)]
-/// Module containing tests for consists.
-pub mod tests;
-
 pub use bev::BatteryElectricVehicle;
 pub use chassis::Chassis;
 pub use conv::ConventionalVehicle;
diff --git a/fastsim-core/src/vehicle/powertrain/electric_machine.rs b/fastsim-core/src/vehicle/powertrain/electric_machine.rs
index 4b4d6b6c..041369d8 100644
--- a/fastsim-core/src/vehicle/powertrain/electric_machine.rs
+++ b/fastsim-core/src/vehicle/powertrain/electric_machine.rs
@@ -58,22 +58,25 @@ use crate::utils::abs_checked_x_val;
 /// Struct for modeling electric machines.  This lumps performance and efficiency of motor and power
 /// electronics.
 pub struct ElectricMachine {
-    #[serde(default)]
-    #[serde(skip_serializing_if = "EqDefault::eq_default")]
-    /// struct for tracking current state
-    pub state: ElectricMachineState,
     /// Shaft output power fraction array at which efficiencies are evaluated.
     /// This can range from 0 to 1 or -1 to 1, dependending on whether the efficiency is
     /// directionally symmetrical.
-    pub pwr_out_frac_interp: Vec<f64>,
-    #[api(skip_set)]
+    // /// this is x-data that will how be in eff_interp_fwd
+    // pub pwr_out_frac_interp: Vec<f64>,
+    #[api(skip_set, skip_get)]
     /// Efficiency array corresponding to [Self::pwr_out_frac_interp] and [Self::pwr_in_frac_interp]
-    pub eff_interp: Vec<f64>,
+    /// eff_interp_fwd and eff_interp_bwd have the same f_x but different x
+    /// note that the Extrapolate field of this variable is changed in get_pwr_in_req()
+    pub eff_interp_fwd: utils::interp::Interpolator,
+    #[serde(skip)]
+    #[api(skip_set, skip_get)]
+    /// if it is not provided, will be set during init
+    /// note that the Extrapolate field of this variable is changed in set_cur_pwr_prop_out_max()
+    pub eff_interp_at_max_input: Option<utils::interp::Interpolator>,
     /// Electrical input power fraction array at which efficiencies are evaluated.
     /// Calculated during runtime if not provided.
-    #[serde(skip)]
-    #[api(skip_set)]
-    pub pwr_in_frac_interp: Vec<f64>,
+    // /// this will disappear and instead be in eff_interp_bwd
+    // pub pwr_in_frac_interp: Vec<f64>,
     /// ElectricMachine maximum output power \[W\]
     pub pwr_out_max: si::Power,
     /// ElectricMachine specific power
@@ -87,6 +90,10 @@ pub struct ElectricMachine {
     /// Time step interval between saves. 1 is a good option. If None, no saving occurs.
     #[serde(skip_serializing_if = "Option::is_none")]
     pub save_interval: Option<usize>,
+    /// struct for tracking current state
+    #[serde(default)]
+    #[serde(skip_serializing_if = "EqDefault::eq_default")]
+    pub state: ElectricMachineState,
     /// Custom vector of [Self::state]
     #[serde(default)]
     #[serde(skip_serializing_if = "ElectricMachineStateHistoryVec::is_empty")]
@@ -98,82 +105,96 @@ impl ElectricMachine {
     /// this component/system can produce, accounting for any aux-related power
     /// required.
     /// # Arguments
-    /// - `pwr_in_fwd_max`: positive-propulsion-related power available to this
-    /// component. Positive values indicate that the upstream component can supply
-    /// positive tractive power.
-    /// - `pwr_in_bwd_max`: negative-propulsion-related power available to this
-    /// component. Zero means no power can be sent to upstream compnents and positive
-    /// values indicate upstream components can absorb energy.
-    /// - `_dt`: time step size
-    pub fn set_cur_pwr_prop_out_max(
+    /// - `pwr_in_fwd_lim`: positive-propulsion-related power available to this
+    ///    component. Positive values indicate that the upstream component can supply
+    ///    positive tractive power.
+    /// - `pwr_in_bwd_lim`: negative-propulsion-related power available to this
+    ///     component. Zero means no power can be sent to upstream compnents and positive
+    ///     values indicate upstream components can absorb energy.
+    /// - `pwr_aux`: aux-related power required from this component
+    /// - `dt`: time step size
+    pub fn set_curr_pwr_prop_out_max(
         &mut self,
-        pwr_in_fwd_max: si::Power,
-        pwr_in_bwd_max: si::Power,
+        pwr_in_fwd_lim: si::Power,
+        pwr_in_bwd_lim: si::Power,
         _dt: si::Time,
     ) -> anyhow::Result<()> {
         ensure!(
-            pwr_in_fwd_max >= uc::W * 0.,
+            pwr_in_fwd_lim >= si::Power::ZERO,
             "`{}` ({} W) must be greater than or equal to zero for `{}`",
-            stringify!(pwr_in_fwd_max),
-            pwr_in_fwd_max.get::<si::watt>().format_eng(None),
-            stringify!(ElectricMachine::get_cur_pwr_tract_out_max)
+            stringify!(pwr_in_fwd_lim),
+            pwr_in_fwd_lim.get::<si::watt>().format_eng(None),
+            stringify!(ElectricMachine::get_curr_pwr_prop_out_max)
         );
         ensure!(
-            pwr_in_bwd_max >= uc::W * 0.,
+            pwr_in_bwd_lim >= si::Power::ZERO,
             "`{}` ({} W) must be greater than or equal to zero for `{}`",
-            stringify!(pwr_in_bwd_max),
-            pwr_in_bwd_max.get::<si::watt>().format_eng(None),
-            stringify!(ElectricMachine::get_cur_pwr_tract_out_max)
+            stringify!(pwr_in_bwd_lim),
+            pwr_in_bwd_lim.get::<si::watt>().format_eng(None),
+            stringify!(ElectricMachine::get_curr_pwr_prop_out_max)
         );
 
-        if self.pwr_in_frac_interp.is_empty() {
-            self.set_pwr_in_frac_interp()
-                .with_context(|| format_dbg!())?;
-        }
-        let eff_pos = uc::R
-            * interp1d(
-                &abs_checked_x_val(
-                    (pwr_in_fwd_max / self.pwr_out_max).get::<si::ratio>(),
-                    &self.pwr_in_frac_interp,
-                )?,
-                &self.pwr_in_frac_interp,
-                &self.eff_interp,
-                // Extrapolation does not trigger error because `self.pwr_out_max` is limiting regardless
-                Extrapolate::No,
-            )
-            .with_context(|| {
-                anyhow!(
-                    "{}\n failed to calculate {}",
-                    format_dbg!(),
-                    stringify!(eff_pos)
-                )
-            })?;
-        // TODO: scrutinize this variable assignment
-        let eff_neg = uc::R
-            * interp1d(
-                &abs_checked_x_val(
-                    (pwr_in_bwd_max / self.pwr_out_max).get::<si::ratio>(),
-                    &self.pwr_in_frac_interp,
-                )?,
-                &self.pwr_in_frac_interp,
-                &self.eff_interp,
-                // Extrapolation does not trigger error because `self.pwr_out_max` is limiting regardless
-                Extrapolate::No,
-            )
+        // ensuring Extrapolate is Clamp in preparation for calculating eff_pos
+
+        self.eff_interp_at_max_input
+            .as_mut()
             .with_context(|| {
-                anyhow!(
-                    "{}\n failed to calculate {}",
-                    format_dbg!(),
-                    stringify!(eff_neg)
-                )
-            })?;
+                "eff_interp_bwd is None, which should never be the case at this point."
+            })?
+            .set_extrapolate(Extrapolate::Clamp)?;
+
+        // TODO: make sure `fwd` and `bwd` are clearly documented somewhere
+        self.state.eff_fwd_at_max_input = uc::R
+            * self
+                .eff_interp_at_max_input
+                .as_ref()
+                .map(|interpolator| {
+                    interpolator.interpolate(&[abs_checked_x_val(
+                        (pwr_in_fwd_lim / self.pwr_out_max).get::<si::ratio>(),
+                        &interpolator.x()?,
+                    )?])
+                })
+                .ok_or(anyhow!(
+                    "eff_interp_bwd is None, which should never be the case at this point."
+                ))?
+                .with_context(|| {
+                    anyhow!(
+                        "{}\n failed to calculate {}",
+                        format_dbg!(),
+                        stringify!(eff_pos)
+                    )
+                })?;
+        self.state.eff_bwd_at_max_input = uc::R
+            * self
+                .eff_interp_at_max_input
+                .as_ref()
+                .map(|interpolator| {
+                    interpolator.interpolate(&[abs_checked_x_val(
+                        (pwr_in_bwd_lim / self.pwr_out_max).get::<si::ratio>(),
+                        &interpolator.x()?,
+                    )?])
+                })
+                .ok_or(anyhow!(
+                    "eff_interp_bwd is None, which should never be the case at this point."
+                ))?
+                .with_context(|| {
+                    anyhow!(
+                        "{}\n failed to calculate {}",
+                        format_dbg!(),
+                        stringify!(eff_neg)
+                    )
+                })?;
 
         // maximum power in forward direction is minimum of component `pwr_out_max` parameter or time-varying max
         // power based on what the ReversibleEnergyStorage can provide
-        self.state.pwr_mech_fwd_out_max = self.pwr_out_max.min(pwr_in_fwd_max * eff_pos);
+        self.state.pwr_mech_fwd_out_max = self
+            .pwr_out_max
+            .min(pwr_in_fwd_lim * self.state.eff_fwd_at_max_input);
         // maximum power in backward direction is minimum of component `pwr_out_max` parameter or time-varying max
         // power in bacward direction (i.e. regen) based on what the ReversibleEnergyStorage can provide
-        self.state.pwr_mech_bwd_out_max = self.pwr_out_max.min(pwr_in_bwd_max / eff_neg);
+        self.state.pwr_mech_bwd_out_max = self
+            .pwr_out_max
+            .min(pwr_in_bwd_lim / self.state.eff_bwd_at_max_input);
         Ok(())
     }
 
@@ -188,47 +209,70 @@ impl ElectricMachine {
     ) -> anyhow::Result<si::Power> {
         //TODO: update this function to use `pwr_mech_regen_out_max`
         ensure!(
-            pwr_out_req <= self.pwr_out_max,
+            pwr_out_req.abs() <= self.pwr_out_max,
             format!(
-                "{}\nedrv required power ({:.6} MW) exceeds static max power ({:.6} MW)",
+                "{}\nedrv required power ({:.6} kW) exceeds static max power ({:.6} kW)",
                 format_dbg!(pwr_out_req.abs() <= self.pwr_out_max),
-                pwr_out_req.get::<si::megawatt>(),
-                self.pwr_out_max.get::<si::megawatt>()
+                pwr_out_req.get::<si::kilowatt>(),
+                self.pwr_out_max.get::<si::kilowatt>()
+            ),
+        );
+        ensure!(
+            pwr_out_req <= self.state.pwr_mech_fwd_out_max,
+            format!(
+                "{}\nedrv required discharge power ({:.6} kW) exceeds current max discharge power ({:.6} kW)",
+                format_dbg!(pwr_out_req <= self.state.pwr_mech_fwd_out_max),
+                pwr_out_req.get::<si::kilowatt>(),
+                self.state.pwr_mech_fwd_out_max.get::<si::kilowatt>()
+            ),
+        );
+        ensure!(
+            -pwr_out_req <= self.state.pwr_mech_bwd_out_max,
+            format!(
+                "{}\nedrv required charge power ({:.6} kW) exceeds current max charge power ({:.6} kW)",
+                format_dbg!(pwr_out_req <= self.state.pwr_mech_bwd_out_max),
+                pwr_out_req.get::<si::kilowatt>(),
+                self.state.pwr_mech_bwd_out_max.get::<si::kilowatt>()
             ),
         );
 
         self.state.pwr_out_req = pwr_out_req;
 
+        // ensuring eff_interp_fwd has Extrapolate set to Error before calculating self.state.eff
+        self.eff_interp_fwd.set_extrapolate(Extrapolate::Error)?;
+
         self.state.eff = uc::R
-            * interp1d(
-                {
-                    let pwr = |pwr_uncorrected: f64| -> anyhow::Result<f64> {
-                        Ok({
-                            if self
-                                .pwr_out_frac_interp
-                                .first()
-                                .with_context(|| anyhow!(format_dbg!()))?
-                                >= &0.
-                            {
-                                pwr_uncorrected.max(0.)
-                            } else {
-                                pwr_uncorrected
-                            }
-                        })
-                    };
-                    &pwr((pwr_out_req / self.pwr_out_max).get::<si::ratio>())?
-                },
-                &self.pwr_out_frac_interp,
-                &self.eff_interp,
-                Extrapolate::Error,
-            )
-            .with_context(|| {
-                anyhow!(
-                    "{}\n failed to calculate {}",
-                    format_dbg!(),
-                    stringify!(self.state.eff)
+            * self
+                .eff_interp_fwd
+                .interpolate(
+                    &[{
+                        let pwr = |pwr_uncorrected: f64| -> anyhow::Result<f64> {
+                            Ok({
+                                if self
+                                    .eff_interp_fwd
+                                    .x()?
+                                    .first()
+                                    .with_context(|| anyhow!(format_dbg!()))?
+                                    >= &0.
+                                {
+                                    pwr_uncorrected.max(0.)
+                                } else {
+                                    pwr_uncorrected
+                                }
+                            })
+                        };
+                        pwr((pwr_out_req / self.pwr_out_max).get::<si::ratio>())?
+                    }], // &self.eff_interp_fwd.x()?,
+                        // &self.eff_interp_fwd,
+                        // Extrapolate::Error,
                 )
-            })?;
+                .with_context(|| {
+                    anyhow!(
+                        "{}\n failed to calculate {}",
+                        format_dbg!(),
+                        stringify!(self.state.eff)
+                    )
+                })?;
 
         // `pwr_mech_prop_out` is `pwr_out_req` unless `pwr_out_req` is more negative than `pwr_mech_regen_max`,
         // in which case, excess is handled by `pwr_mech_dyn_brake`
@@ -255,26 +299,26 @@ impl ElectricMachine {
         Ok(self.state.pwr_elec_prop_in)
     }
 
-    pub fn set_pwr_in_frac_interp(&mut self) -> anyhow::Result<()> {
-        // make sure vector has been created
-        self.pwr_in_frac_interp = self
-            .pwr_out_frac_interp
-            .iter()
-            .zip(self.eff_interp.iter())
-            .map(|(x, y)| x / y)
-            .collect();
-        Ok(())
-    }
-
-    impl_get_set_eff_max_min!();
-    impl_get_set_eff_range!();
+    // pub fn set_pwr_in_frac_interp(&mut self) -> anyhow::Result<()> {
+    //     // make sure vector has been created
+    //     self.eff_interp_bwd.set_x(
+    //         self.eff_interp_fwd
+    //
+    //             .x()?
+    //             .iter()
+    //             .zip(self.eff_interp_fwd.0.f_x()?.iter())
+    //             .map(|(x, y)| x / y)
+    //             .collect(),
+    //     );
+    //     Ok(())
+    // }
 }
 
 impl SerdeAPI for ElectricMachine {}
 impl Init for ElectricMachine {
     fn init(&mut self) -> anyhow::Result<()> {
         let _ = self.mass().with_context(|| anyhow!(format_dbg!()))?;
-        let _ = check_interp_frac_data(&self.pwr_out_frac_interp, InterpRange::Either)
+        let _ = check_interp_frac_data(&self.eff_interp_fwd.x()?, InterpRange::Either)
             .with_context(||
                 "Invalid values for `ElectricMachine::pwr_out_frac_interp`; must range from [-1..1] or [0..1].")?;
         self.state.init().with_context(|| anyhow!(format_dbg!()))?;
@@ -284,6 +328,26 @@ impl Init for ElectricMachine {
         //     self.pwr_out_frac_interp =
         // }
         // TODO: verify that `pwr_in_frac_interp` is set somewhere and if it is, maybe move it to here???
+        if self.eff_interp_at_max_input.is_none() {
+            // sets eff_interp_bwd to eff_interp_fwd, but changes the x-value.
+            // TODO: what should the default strategy be for eff_interp_bwd?
+            let eff_interp_bwd_new = Interp1D::new(
+                self.eff_interp_fwd
+                    .x()?
+                    .iter()
+                    .zip(self.eff_interp_fwd.f_x()?.iter())
+                    .map(|(x, y)| x / y)
+                    .collect(),
+                self.eff_interp_fwd.f_x()?,
+                // TODO: should these be set to be the same as eff_interp_fwd,
+                // as currently is done, or should they be set to be specific
+                // Extrapolate and Strategy types?
+                self.eff_interp_fwd.strategy()?,
+                self.eff_interp_fwd.extrapolate()?,
+            )?;
+            self.eff_interp_at_max_input =
+                Some(utils::interp::Interpolator::Interp1D(eff_interp_bwd_new));
+        }
         Ok(())
     }
 }
@@ -364,10 +428,229 @@ impl Mass for ElectricMachine {
     }
 }
 
+impl ElectricMachine {
+    /// Returns max value of `eff_interp_fwd`
+    pub fn get_eff_max_fwd(&self) -> anyhow::Result<f64> {
+        // since efficiency is all f64 between 0 and 1, NEG_INFINITY is safe
+        Ok(self
+            .eff_interp_fwd
+            .f_x()?
+            .iter()
+            .fold(f64::NEG_INFINITY, |acc, curr| acc.max(*curr)))
+    }
+
+    /// Returns max value of `eff_interp_bwd`
+    pub fn get_eff_max_bwd(&self) -> anyhow::Result<f64> {
+        // since efficiency is all f64 between 0 and 1, NEG_INFINITY is safe
+        Ok(match self.eff_interp_at_max_input.as_ref() {
+            Some(interp) => interp
+                .f_x()?
+                .iter()
+                .fold(f64::NEG_INFINITY, |acc, curr| acc.max(*curr)),
+            None => bail!("eff_interp_bwd should be Some by this point."),
+        })
+    }
+
+    /// Scales eff_interp_fwd and eff_interp_bwd by ratio of new `eff_max` per current calculated max
+    pub fn set_eff_max(&mut self, eff_max: f64) -> anyhow::Result<()> {
+        if (0.0..=1.0).contains(&eff_max) {
+            let old_max_fwd = self.get_eff_max_fwd()?;
+            let old_max_bwd = self.get_eff_max_bwd()?;
+            let f_x_fwd = self.eff_interp_fwd.f_x()?;
+            match &mut self.eff_interp_fwd {
+                Interpolator::Interp1D(interp1d) => {
+                    interp1d
+                        .set_f_x(f_x_fwd.iter().map(|x| x * eff_max / old_max_fwd).collect())?;
+                }
+                _ => bail!("{}\n", "Only `Interpolator::Interp1D` is allowed."),
+            }
+            let f_x_bwd = self
+                .eff_interp_at_max_input
+                .as_ref()
+                .ok_or(anyhow!(
+                    "eff_interp_bwd is None, which should never be the case at this point."
+                ))?
+                .f_x()?;
+            match &mut self.eff_interp_at_max_input {
+                Some(Interpolator::Interp1D(interp1d)) => {
+                    // let old_interp = interp1d;
+                    interp1d.set_f_x(
+                        f_x_bwd
+                            .iter()
+                            .map(|x| x * eff_max / old_max_bwd)
+                            .collect(),
+                    )?;
+                }
+                _ => bail!("{}\n", "Only `Interpolator::Interp1D` is allowed. eff_interp_bwd should be Some by this point."),
+            }
+            Ok(())
+        } else {
+            Err(anyhow!(
+                "`eff_max` ({:.3}) must be between 0.0 and 1.0",
+                eff_max,
+            ))
+        }
+    }
+
+    /// Returns min value of `eff_interp_fwd`
+    pub fn get_eff_min_fwd(&self) -> anyhow::Result<f64> {
+        // since efficiency is all f64 between 0 and 1, NEG_INFINITY is safe
+        Ok(self
+            .eff_interp_fwd
+            .f_x()
+            .with_context(|| "eff_interp_fwd does not have f_x field")?
+            .iter()
+            .fold(f64::INFINITY, |acc, curr| acc.min(*curr)))
+    }
+
+    /// Returns min value of `eff_interp_bwd`
+    pub fn get_eff_min_bwd(&self) -> anyhow::Result<f64> {
+        // since efficiency is all f64 between 0 and 1, NEG_INFINITY is safe
+        Ok(self
+            .eff_interp_at_max_input
+            .as_ref()
+            .ok_or(anyhow!("eff_interp_bwd should be Some by this point."))?
+            .f_x()
+            .with_context(|| "eff_interp_bwd does not have f_x field")?
+            .iter()
+            .fold(f64::INFINITY, |acc, curr| acc.min(*curr)))
+    }
+
+    /// Max value of `eff_interp_fwd` minus min value of `eff_interp_fwd`.
+    pub fn get_eff_range_fwd(&self) -> anyhow::Result<f64> {
+        Ok(self.get_eff_max_fwd()? - self.get_eff_min_fwd()?)
+    }
+
+    /// Max value of `eff_interp_bwd` minus min value of `eff_interp_bwd`.
+    pub fn get_eff_range_bwd(&self) -> anyhow::Result<f64> {
+        Ok(self.get_eff_max_bwd()? - self.get_eff_min_bwd()?)
+    }
+
+    /// Scales values of `eff_interp_fwd.f_x` and `eff_interp_bwd.f_x` without changing max such that max - min
+    /// is equal to new range.  Will change max if needed to ensure no values are
+    /// less than zero.
+    pub fn set_eff_range(&mut self, eff_range: f64) -> anyhow::Result<()> {
+        let eff_max_fwd = self.get_eff_max_fwd()?;
+        let eff_max_bwd = self.get_eff_max_bwd()?;
+        if eff_range == 0.0 {
+            let f_x_fwd = vec![
+                eff_max_fwd;
+                self.eff_interp_fwd
+                    .f_x()
+                    .with_context(|| "eff_interp_fwd does not have f_x field")?
+                    .len()
+            ];
+            self.eff_interp_fwd.set_f_x(f_x_fwd)?;
+            let f_x_bwd = vec![
+                eff_max_bwd;
+                match &self.eff_interp_at_max_input {
+                    Some(interp) => {
+                        interp
+                            .f_x()
+                            .with_context(|| "eff_interp_bwd does not have f_x field")?
+                            .len()
+                    }
+                    None => bail!("eff_interp_bwd should be Some by this point."),
+                }
+            ];
+            self.eff_interp_at_max_input
+                .as_mut()
+                .map(|interpolator| interpolator.set_f_x(f_x_bwd))
+                .transpose()?;
+            Ok(())
+        } else if (0.0..=1.0).contains(&eff_range) {
+            let old_min = self.get_eff_min_fwd()?;
+            let old_range = self.get_eff_max_fwd()? - old_min;
+            if old_range == 0.0 {
+                return Err(anyhow!(
+                    "`eff_range` is already zero so it cannot be modified."
+                ));
+            }
+            let f_x_fwd = self.eff_interp_fwd.f_x()?;
+            match &mut self.eff_interp_fwd {
+                Interpolator::Interp1D(interp1d) => {
+                    interp1d.set_f_x(
+                        f_x_fwd
+                            .iter()
+                            .map(|x| eff_max_fwd + (x - eff_max_fwd) * eff_range / old_range)
+                            .collect(),
+                    )?;
+                }
+                _ => bail!("{}\n", "Only `Interpolator::Interp1D` is allowed."),
+            }
+            if self.get_eff_min_fwd()? < 0.0 {
+                let x_neg = self.get_eff_min_fwd()?;
+                let f_x_fwd = self.eff_interp_fwd.f_x()?;
+                match &mut self.eff_interp_fwd {
+                    Interpolator::Interp1D(interp1d) => {
+                        interp1d.set_f_x(f_x_fwd.iter().map(|x| x - x_neg).collect())?;
+                    }
+                    _ => bail!("{}\n", "Only `Interpolator::Interp1D` is allowed."),
+                }
+            }
+            if self.get_eff_max_fwd()? > 1.0 {
+                return Err(anyhow!(format!(
+                    "`eff_max` ({:.3}) must be no greater than 1.0",
+                    self.get_eff_max_fwd()?
+                )));
+            }
+            let old_min = self.get_eff_min_bwd()?;
+            let old_range = self.get_eff_max_bwd()? - old_min;
+            if old_range == 0.0 {
+                return Err(anyhow!(
+                    "`eff_range` is already zero so it cannot be modified."
+                ));
+            }
+
+            let new_f_x: Vec<f64> = self
+                .eff_interp_at_max_input
+                .as_ref()
+                .ok_or(anyhow!("eff_interp_bwd should be Some by this point."))?
+                .f_x()?
+                .iter()
+                .map(|x| eff_max_bwd + (x - eff_max_bwd) * eff_range / old_range)
+                .collect();
+
+            self.eff_interp_at_max_input
+                .as_mut()
+                .map(|interpolator| interpolator.set_f_x(new_f_x))
+                .transpose()?;
+
+            if self.get_eff_min_bwd()? < 0.0 {
+                let x_neg = self.get_eff_min_bwd()?;
+                let new_f_x: Vec<f64> = self
+                    .eff_interp_at_max_input
+                    .as_ref()
+                    .ok_or(anyhow!("eff_interp_bwd should be Some by this point."))?
+                    .f_x()?
+                    .iter()
+                    .map(|x| x - x_neg)
+                    .collect();
+                self.eff_interp_at_max_input
+                    .as_mut()
+                    .map(|interpolator| interpolator.set_f_x(new_f_x))
+                    .transpose()?;
+            }
+            if self.get_eff_max_bwd()? > 1.0 {
+                return Err(anyhow!(format!(
+                    "`eff_max` ({:.3}) must be no greater than 1.0",
+                    self.get_eff_max_bwd()?
+                )));
+            }
+            Ok(())
+        } else {
+            Err(anyhow!(format!(
+                "`eff_range` ({:.3}) must be between 0.0 and 1.0",
+                eff_range,
+            )))
+        }
+    }
+}
+
+#[fastsim_api]
 #[derive(
     Clone, Copy, Debug, Default, Deserialize, Serialize, PartialEq, HistoryVec, SetCumulative,
 )]
-#[fastsim_api]
 pub struct ElectricMachineState {
     /// time step index
     pub i: usize,
@@ -376,8 +659,12 @@ pub struct ElectricMachineState {
     // Component limits
     /// Maximum possible positive traction power.
     pub pwr_mech_fwd_out_max: si::Power,
+    /// efficiency in forward direction at max possible input power from `FuelConverter` and `ReversibleEnergyStorage`
+    pub eff_fwd_at_max_input: si::Ratio,
     /// Maximum possible regeneration power going to ReversibleEnergyStorage.
     pub pwr_mech_bwd_out_max: si::Power,
+    /// efficiency in backward direction at max possible input power from `FuelConverter` and `ReversibleEnergyStorage`
+    pub eff_bwd_at_max_input: si::Ratio,
     /// max ramp-up rate
     pub pwr_rate_out_max: si::PowerRate,
 
diff --git a/fastsim-core/src/vehicle/powertrain/fuel_converter.rs b/fastsim-core/src/vehicle/powertrain/fuel_converter.rs
index 6bd4cfb7..adc4264e 100644
--- a/fastsim-core/src/vehicle/powertrain/fuel_converter.rs
+++ b/fastsim-core/src/vehicle/powertrain/fuel_converter.rs
@@ -49,10 +49,6 @@ use super::*;
 #[derive(Deserialize, Serialize, Debug, Clone, PartialEq, HistoryMethods)]
 /// Struct for modeling Fuel Converter (e.g. engine, fuel cell.)
 pub struct FuelConverter {
-    #[serde(default)]
-    /// struct for tracking current state
-    #[serde(skip_serializing_if = "EqDefault::eq_default")]
-    pub state: FuelConverterState,
     /// FuelConverter mass
     #[serde(default)]
     #[api(skip_get, skip_set)]
@@ -68,16 +64,26 @@ pub struct FuelConverter {
     // TODO: consider a ramp down rate, which may be needed for fuel cells
     /// lag time for ramp up
     pub pwr_ramp_lag: si::Time,
-    pub eff_interp: utils::interp::InterpolatorWrapper,
+    /// interpolator for calculating [Self] efficiency as a function of output power
+    #[api(skip_get, skip_set)]
+    pub eff_interp_from_pwr_out: utils::interp::Interpolator,
     /// idle fuel power to overcome internal friction (not including aux load) \[W\]
     pub pwr_idle_fuel: si::Power,
     /// time step interval between saves. 1 is a good option. If None, no saving occurs.
     #[serde(skip_serializing_if = "Option::is_none")]
     pub save_interval: Option<usize>,
+    /// struct for tracking current state
+    #[serde(default)]
+    #[serde(skip_serializing_if = "EqDefault::eq_default")]
+    pub state: FuelConverterState,
     /// Custom vector of [Self::state]
     #[serde(default)]
     #[serde(skip_serializing_if = "FuelConverterStateHistoryVec::is_empty")]
     pub history: FuelConverterStateHistoryVec, // TODO: spec out fuel tank size and track kg of fuel
+    #[serde(skip)]
+    // phantom private field to prevent direct instantiation in other modules
+    #[api(skip_get, skip_set)]
+    pub(in super::super) _phantom: PhantomData<()>,
 }
 
 impl SetCumulative for FuelConverter {
@@ -91,8 +97,6 @@ impl Init for FuelConverter {
     fn init(&mut self) -> anyhow::Result<()> {
         let _ = self.mass().with_context(|| anyhow!(format_dbg!()))?;
         self.state.init().with_context(|| anyhow!(format_dbg!()))?;
-        // TODO: set the engine map here based on efficiency type, which should allow for
-        // `None` and `Other<String>` variants
         Ok(())
     }
 }
@@ -180,39 +184,47 @@ impl SaveInterval for FuelConverter {
 // non-py methods
 
 impl FuelConverter {
-    /// Sets maximum possible traction-related power [FuelConverter]
-    /// can produce, accounting for any aux-related power required.
+    /// Sets maximum possible total power [FuelConverter]
+    /// can produce.
     /// # Arguments
-    /// - `pwr_aux`: aux-related power required from this component
     /// - `dt`: time step size
-    pub fn set_cur_pwr_tract_out_max(
-        &mut self,
-        pwr_aux: si::Power,
-        dt: si::Time,
-    ) -> anyhow::Result<()> {
+    pub fn set_curr_pwr_out_max(&mut self, dt: si::Time) -> anyhow::Result<()> {
         if self.pwr_out_max_init == si::Power::ZERO {
             // TODO: think about how to initialize power
             self.pwr_out_max_init = self.pwr_out_max / 10.
         };
-        self.state.pwr_aux = pwr_aux;
-        self.state.pwr_prop_max = (self.state.pwr_propulsion
+        self.state.pwr_out_max = ((self.state.pwr_propulsion + self.state.pwr_aux)
             + (self.pwr_out_max / self.pwr_ramp_lag) * dt)
             .min(self.pwr_out_max)
-            .max(self.pwr_out_max_init)
-            - pwr_aux;
+            .max(self.pwr_out_max_init);
+        Ok(())
+    }
+
+    /// Sets maximum possible propulsion-related power [FuelConverter]
+    /// can produce, accounting for any aux-related power required.
+    /// # Arguments
+    /// - `pwr_aux`: aux-related power required from this component
+    pub fn set_curr_pwr_prop_max(&mut self, pwr_aux: si::Power) -> anyhow::Result<()> {
+        ensure!(
+            pwr_aux >= si::Power::ZERO,
+            format!(
+                "{}\n`pwr_aux` must be >= 0",
+                format_dbg!(pwr_aux >= si::Power::ZERO),
+            )
+        );
+        self.state.pwr_aux = pwr_aux;
+        self.state.pwr_prop_max = self.state.pwr_out_max - pwr_aux;
         Ok(())
     }
 
     /// Solves for this powertrain system/component efficiency and sets/returns power output values.
     /// # Arguments
     /// - `pwr_out_req`: tractive power output required to achieve presribed speed
-    /// - `pwr_aux`: component-specific aux power demand (e.g. mechanical power if from engine/FC)
     /// - `enabled`: whether component is actively running
     /// - `dt`: time step size
     pub fn solve(
         &mut self,
         pwr_out_req: si::Power,
-        pwr_aux: si::Power,
         enabled: bool,
         _dt: si::Time,
     ) -> anyhow::Result<()> {
@@ -223,19 +235,13 @@ impl FuelConverter {
                 format_dbg!(pwr_out_req >= si::Power::ZERO),
             )
         );
-        ensure!(
-            pwr_aux >= si::Power::ZERO,
-            format!(
-                "{}\n`pwr_aux` must be >= 0",
-                format_dbg!(pwr_aux >= si::Power::ZERO),
-            )
-        );
         self.state.pwr_propulsion = pwr_out_req;
-        self.state.pwr_aux = pwr_aux;
         self.state.eff = uc::R
             * self
-                .eff_interp
-                .interpolate(&[((pwr_out_req + pwr_aux) / self.pwr_out_max).get::<si::ratio>()])
+                .eff_interp_from_pwr_out
+                .interpolate(&[
+                    ((pwr_out_req + self.state.pwr_aux) / self.pwr_out_max).get::<si::ratio>()
+                ])
                 .with_context(|| {
                     anyhow!(
                         "{}\n failed to calculate {}",
@@ -255,18 +261,21 @@ impl FuelConverter {
         self.state.fc_on = enabled;
         // if the engine is not on, `pwr_out_req` should be 0.0
         ensure!(
-            self.state.fc_on || (pwr_out_req == si::Power::ZERO && pwr_aux == si::Power::ZERO),
+            self.state.fc_on
+                || (pwr_out_req == si::Power::ZERO && self.state.pwr_aux == si::Power::ZERO),
             format!(
                 "{}\nEngine is off but pwr_out_req + pwr_aux is non-zero",
                 format_dbg!(
                     self.state.fc_on
-                        || (pwr_out_req == si::Power::ZERO && pwr_aux == si::Power::ZERO)
+                        || (pwr_out_req == si::Power::ZERO
+                            && self.state.pwr_aux == si::Power::ZERO)
                 )
             )
         );
-        // TODO: consider how idle is handled.  The goal is to make it so that even if `pwr_aux` is
+        // TODO: consider how idle is handled.  The goal is to make it so that even if `self.state.pwr_aux` is
         // zero, there will be fuel consumption to overcome internal dissipation.
-        self.state.pwr_fuel = ((pwr_out_req + pwr_aux) / self.state.eff).max(self.pwr_idle_fuel);
+        self.state.pwr_fuel =
+            ((pwr_out_req + self.state.pwr_aux) / self.state.eff).max(self.pwr_idle_fuel);
         self.state.pwr_loss = self.state.pwr_fuel - self.state.pwr_propulsion;
 
         // TODO: put this in `SetCumulative::set_custom_cumulative`
@@ -286,13 +295,15 @@ impl FuelConverter {
 //     impl_get_set_eff_range!();
 // }
 
+#[fastsim_api]
 #[derive(
     Clone, Copy, Debug, Default, Deserialize, Serialize, PartialEq, HistoryVec, SetCumulative,
 )]
-#[fastsim_api]
 pub struct FuelConverterState {
     /// time step index
     pub i: usize,
+    /// max total output power fc can produce at current time
+    pub pwr_out_max: si::Power,
     /// max propulsion power fc can produce at current time
     pub pwr_prop_max: si::Power,
     /// efficiency evaluated at current demand
diff --git a/fastsim-core/src/vehicle/powertrain/reversible_energy_storage.rs b/fastsim-core/src/vehicle/powertrain/reversible_energy_storage.rs
index 5cd0314c..7cabb412 100644
--- a/fastsim-core/src/vehicle/powertrain/reversible_energy_storage.rs
+++ b/fastsim-core/src/vehicle/powertrain/reversible_energy_storage.rs
@@ -7,40 +7,13 @@ use crate::pyo3::*;
 const TOL: f64 = 1e-3;
 
 #[fastsim_api(
-   #[allow(clippy::too_many_arguments)]
-    #[new]
-    fn __new__(
-        pwr_out_max_watts: f64,
-        energy_capacity_joules: f64,
-        min_soc: f64,
-        max_soc: f64,
-        initial_soc: f64,
-        initial_temperature_celcius: f64,
-        soc_hi_ramp_start: Option<f64>,
-        soc_lo_ramp_start: Option<f64>,
-        save_interval: Option<usize>,
-    ) -> anyhow::Result<Self> {
-        Self::new(
-            pwr_out_max_watts,
-            energy_capacity_joules,
-            min_soc,
-            max_soc,
-            initial_soc,
-            initial_temperature_celcius,
-            soc_hi_ramp_start,
-            soc_lo_ramp_start,
-            save_interval,
-        )
-    }
-
     /// pyo3 getter for soc_lo_ramp_start
     #[getter]
     pub fn get_soc_lo_ramp_start(&self) -> PyResult<f64> {
         Ok(self.soc_lo_ramp_start.unwrap().get::<si::ratio>())
     }
     /// pyo3 setter for soc_lo_ramp_start
-    // TODO: add `__`
-    #[setter]
+    #[setter("__soc_lo_ramp_start")]
     pub fn set_soc_lo_ramp_start(&mut self, new_value: f64) -> PyResult<()> {
         self.soc_lo_ramp_start = Some(new_value * uc::R);
         Ok(())
@@ -51,8 +24,7 @@ const TOL: f64 = 1e-3;
         Ok(self.soc_hi_ramp_start.unwrap().get::<si::ratio>())
     }
     /// pyo3 setter for soc_hi_ramp_start
-    #[setter]
-    // TODO: add `__`
+    #[setter("__soc_hi_ramp_start")]
     pub fn set_soc_hi_ramp_start(&mut self, new_value: f64) -> PyResult<()> {
         self.soc_hi_ramp_start = Some(new_value * uc::R);
         Ok(())
@@ -107,10 +79,6 @@ const TOL: f64 = 1e-3;
 #[derive(Deserialize, Serialize, Debug, Clone, PartialEq, HistoryMethods)]
 /// Struct for modeling technology-naive Reversible Energy Storage (e.g. battery, flywheel).
 pub struct ReversibleEnergyStorage {
-    /// struct for tracking current state
-    #[serde(default)]
-    #[serde(skip_serializing_if = "EqDefault::eq_default")]
-    pub state: ReversibleEnergyStorageState,
     /// ReversibleEnergyStorage mass
     #[serde(default)]
     #[api(skip_get, skip_set)]
@@ -124,6 +92,14 @@ pub struct ReversibleEnergyStorage {
     /// Total energy capacity of battery of full discharge SOC of 0.0 and 1.0
     pub energy_capacity: si::Energy,
 
+    /// interpolator for calculating [Self] efficiency as a function of the following variants:  
+    /// - 0d -- constant -- handled on a round trip basis
+    /// - 1d -- linear w.r.t. power
+    /// - 2d -- linear w.r.t. power and SOC
+    /// - 3d -- linear w.r.t. power, SOC, and temperature
+    #[api(skip_get, skip_set)]
+    pub eff_interp: Interpolator,
+
     /// Hard limit on minimum SOC, e.g. 0.05
     pub min_soc: si::Ratio,
     /// Hard limit on maximum SOC, e.g. 0.95
@@ -141,94 +117,120 @@ pub struct ReversibleEnergyStorage {
     /// Time step interval at which history is saved
     #[serde(skip_serializing_if = "Option::is_none")]
     pub save_interval: Option<usize>,
+    /// struct for tracking current state
     #[serde(default)]
-    #[serde(skip_serializing_if = "ReversibleEnergyStorageStateHistoryVec::is_empty")]
+    #[serde(skip_serializing_if = "EqDefault::eq_default")]
+    pub state: ReversibleEnergyStorageState,
     /// Custom vector of [Self::state]
+    #[serde(default)]
+    #[serde(skip_serializing_if = "ReversibleEnergyStorageStateHistoryVec::is_empty")]
     pub history: ReversibleEnergyStorageStateHistoryVec,
 }
 
 impl ReversibleEnergyStorage {
-    pub fn solve(
-        &mut self,
-        pwr_out_req: si::Power,
-        pwr_aux: si::Power,
-        dt: si::Time,
-    ) -> anyhow::Result<()> {
+    pub fn solve(&mut self, pwr_out_req: si::Power, dt: si::Time) -> anyhow::Result<()> {
         let state = &mut self.state;
 
         ensure!(
-            state.soc <= state.max_soc || pwr_out_req >= si::Power::ZERO,
-            "{}\npwr_out_req must be greater than or equal to 0 if SOC is over max SOC\nstate.soc = {}",
-            format_dbg!(state.soc <= state.max_soc || pwr_out_req >= si::Power::ZERO),
+            state.soc <= state.max_soc || (pwr_out_req + state.pwr_aux) >= si::Power::ZERO,
+            "{}\n{}",
+            format_dbg!(pwr_out_req + state.pwr_aux),
             state.soc.get::<si::ratio>()
         );
         ensure!(
-            state.soc >= state.min_soc || pwr_out_req <= si::Power::ZERO,
-            "{}\npwr_out_req must be less than 0 or equal to zero if SOC is below min SOC\nstate.soc = {}",
-            format_dbg!(state.soc >= state.min_soc || pwr_out_req <= si::Power::ZERO),
+            state.soc >= state.min_soc || (pwr_out_req + state.pwr_aux) <= si::Power::ZERO,
+            "{}\n{}",
+            format_dbg!(pwr_out_req + state.pwr_aux),
             state.soc.get::<si::ratio>()
         );
 
-        if pwr_out_req + pwr_aux >= si::Power::ZERO {
+        state.pwr_out_propulsion = pwr_out_req;
+        state.pwr_out_electrical = state.pwr_out_propulsion + state.pwr_aux;
+
+        if pwr_out_req + state.pwr_aux >= si::Power::ZERO {
+            // discharging
             ensure!(
-                utils::almost_le_uom(&(pwr_out_req + pwr_aux), &self.pwr_out_max, Some(TOL)),
-                "{}\nres required power ({:.6} MW) exceeds static max discharge power ({:.6} MW)\nstate.soc = {}",
+                utils::almost_le_uom(&(pwr_out_req + state.pwr_aux), &self.pwr_out_max, Some(TOL)),
+                "{}\nres required power ({:.6} kW) exceeds static max discharge power ({:.6} kW)\nstate.soc = {}",
                 format_dbg!(utils::almost_le_uom(
-                    &(pwr_out_req + pwr_aux),
+                    &(pwr_out_req + state.pwr_aux),
                     &self.pwr_out_max,
                     Some(TOL)
                 )),
-                (pwr_out_req + pwr_aux).get::<si::megawatt>(),
-                state.pwr_disch_max.get::<si::megawatt>(),
+                (pwr_out_req + state.pwr_aux).get::<si::kilowatt>(),
+                state.pwr_disch_max.get::<si::kilowatt>(),
                 state.soc.get::<si::ratio>()
             );
             ensure!(
-                utils::almost_le_uom(&(pwr_out_req + pwr_aux), &state.pwr_disch_max, Some(TOL)),
-                "{}\nres required power ({:.6} MW) exceeds transient max discharge power ({:.6} MW)\nstate.soc = {}",
-                format_dbg!(utils::almost_le_uom(&(pwr_out_req + pwr_aux), &state.pwr_disch_max, Some(TOL))),
-                (pwr_out_req + pwr_aux).get::<si::megawatt>(),
-                state.pwr_disch_max.get::<si::megawatt>(),
+                utils::almost_le_uom(&(pwr_out_req + state.pwr_aux), &state.pwr_disch_max, Some(TOL)),
+                "{}\nres required power ({:.6} kW) exceeds current max discharge power ({:.6} kW)\nstate.soc = {}",
+                format_dbg!(utils::almost_le_uom(&(pwr_out_req + state.pwr_aux), &state.pwr_disch_max, Some(TOL))),
+                (pwr_out_req + state.pwr_aux).get::<si::kilowatt>(),
+                state.pwr_disch_max.get::<si::kilowatt>(),
                 state.soc.get::<si::ratio>()
             );
         } else {
+            // charging
             ensure!(
-                utils::almost_ge_uom(&(pwr_out_req + pwr_aux), &-self.pwr_out_max, Some(TOL)),
+                utils::almost_ge_uom(
+                    &(pwr_out_req + state.pwr_aux),
+                    &-self.pwr_out_max,
+                    Some(TOL)
+                ),
                 format!(
-                    "{}\nres required power ({:.6} MW) exceeds static max power ({:.6} MW)",
+                    "{}\nres required power ({:.6} kW) exceeds static max power ({:.6} kW)",
                     format_dbg!(utils::almost_ge_uom(
-                        &(pwr_out_req + pwr_aux),
+                        &(pwr_out_req + state.pwr_aux),
                         &-self.pwr_out_max,
                         Some(TOL)
                     )),
-                    (pwr_out_req + pwr_aux).get::<si::megawatt>(),
-                    state.pwr_charge_max.get::<si::megawatt>()
+                    (pwr_out_req + state.pwr_aux).get::<si::kilowatt>(),
+                    state.pwr_charge_max.get::<si::kilowatt>()
                 )
             );
             ensure!(
-                utils::almost_ge_uom(&(pwr_out_req + pwr_aux), &-state.pwr_charge_max, Some(TOL)),
+                utils::almost_ge_uom(
+                    &(pwr_out_req + state.pwr_aux),
+                    &-state.pwr_charge_max,
+                    Some(TOL)
+                ),
                 format!(
-                    "{}\nres required power ({:.6} MW) exceeds transient max power ({:.6} MW)",
+                    "{}\nres required power ({:.6} kW) exceeds current max power ({:.6} kW)",
                     format_dbg!(utils::almost_ge_uom(
-                        &(pwr_out_req + pwr_aux),
+                        &(pwr_out_req + state.pwr_aux),
                         &-state.pwr_charge_max,
                         Some(TOL)
                     )),
-                    (pwr_out_req + pwr_aux).get::<si::megawatt>(),
-                    state.pwr_charge_max.get::<si::megawatt>()
+                    (pwr_out_req + state.pwr_aux).get::<si::kilowatt>(),
+                    state.pwr_charge_max.get::<si::kilowatt>()
                 )
             );
         }
 
-        state.pwr_out_propulsion = pwr_out_req;
-        state.pwr_aux = pwr_aux;
-
-        state.pwr_out_electrical = state.pwr_out_propulsion + state.pwr_aux;
-
         // TODO: replace this with something correct.
         // This should trip the `ensure` below
-        state.eff = uc::R * 666.;
+        state.eff = match self.eff_interp.to_owned() {
+            Interpolator::Interp0D(round_trip_eff) => round_trip_eff * uc::R,
+            Interpolator::Interp1D(interp1d) => {
+                interp1d.interpolate(&[state.pwr_out_electrical.get::<si::watt>()])? * uc::R
+            }
+            Interpolator::Interp2D(interp2d) => {
+                interp2d.interpolate(&[
+                    state.pwr_out_electrical.get::<si::watt>(),
+                    state.soc.get::<si::ratio>(),
+                ])? * uc::R
+            }
+            Interpolator::Interp3D(interp3d) => {
+                interp3d.interpolate(&[
+                    state.pwr_out_electrical.get::<si::watt>(),
+                    state.soc.get::<si::ratio>(),
+                    state.temperature_celsius,
+                ])? * uc::R
+            }
+            _ => bail!("Invalid interpolator.  See docs for `ReversibleEnergyStorage::eff_interp`"),
+        };
         ensure!(
-            state.eff >= 0.0 * uc::R || state.eff <= 1.0 * uc::R,
+            state.eff >= 0.0 * uc::R && state.eff <= 1.0 * uc::R,
             format!(
                 "{}\nres efficiency ({}) must be between 0 and 1",
                 format_dbg!(state.eff >= 0.0 * uc::R || state.eff <= 1.0 * uc::R),
@@ -236,6 +238,7 @@ impl ReversibleEnergyStorage {
             )
         );
 
+        // TODO: figure out how to handle round trip efficiency calculation in fastsim-3 style
         if state.pwr_out_electrical > si::Power::ZERO {
             // if positive, chemical power must be greater than electrical power
             // i.e. not all chemical power can be converted to electrical power
@@ -248,24 +251,22 @@ impl ReversibleEnergyStorage {
 
         state.pwr_loss = (state.pwr_out_chemical - state.pwr_out_electrical).abs();
 
-        let new_soc = state.soc - state.pwr_out_chemical * dt / self.energy_capacity;
-        state.soc = new_soc;
+        state.soc -= state.pwr_out_chemical * dt / self.energy_capacity;
+
         Ok(())
     }
 
     /// Sets and returns max output and max regen power based on current state
     /// #  Arguments:
-    /// - `pwr_aux`: aux power demand on `ReversibleEnergyStorage`
     /// - `charge_buffer`: buffer below max SOC to allow for anticipated future
-    /// charging (i.e. decelerating while exiting a highway)
+    ///    charging (i.e. decelerating while exiting a highway)
     /// - `discharge_buffer`: buffer above min SOC to allow for anticipated
-    /// future discharging (i.e. accelerating to enter a highway)
-    pub fn set_cur_pwr_out_max(
+    ///    future discharging (i.e. accelerating to enter a highway)
+    pub fn set_curr_pwr_out_max(
         &mut self,
-        pwr_aux: si::Power,
         charge_buffer: Option<si::Energy>,
         discharge_buffer: Option<si::Energy>,
-    ) -> anyhow::Result<(si::Power, si::Power)> {
+    ) -> anyhow::Result<()> {
         if self.soc_hi_ramp_start.is_none() {
             self.soc_hi_ramp_start = Some(self.soc_hi_ramp_start_default());
         }
@@ -273,101 +274,105 @@ impl ReversibleEnergyStorage {
             self.soc_lo_ramp_start = Some(self.soc_lo_ramp_start_default());
         }
 
-        let state = &mut self.state;
         // TODO: consider having the buffer affect the max and min but not the ramp???
         // operating lo_ramp_start and min_soc, allowing for buffer
         // Set the dynamic minimum SOC to be the static min SOC plus the charge buffer
-        state.min_soc = (self.min_soc + charge_buffer.unwrap_or_default() / self.energy_capacity)
+        self.state.min_soc = (self.min_soc
+            + charge_buffer.unwrap_or_default() / self.energy_capacity)
             .min(self.max_soc);
         // Set the dynamic maximum SOC to be the static max SOC minus the discharge buffer
-        state.max_soc = (self.max_soc
+        self.state.max_soc = (self.max_soc
             - discharge_buffer.unwrap_or_default() / self.energy_capacity)
             .max(self.min_soc);
 
-        state.pwr_disch_max =
-            // current SOC is greater than or equal to current min and ramp down threshold
-            if state.soc >= state.min_soc
-            && state.soc >= self.soc_lo_ramp_start.with_context(|| format_dbg!())?
+        self.set_pwr_disch_max()?;
+        self.set_pwr_charge_max()?;
+
+        let state = &mut self.state;
+        ensure!(
+            state.pwr_disch_max >= si::Power::ZERO,
+            "`{}` ({} W) must be greater than or equal to zero",
+            stringify!(state.pwr_disch_max),
+            state.pwr_disch_max.get::<si::watt>().format_eng(None)
+        );
+        ensure!(
+            state.pwr_charge_max >= si::Power::ZERO,
+            "`{}` ({} W) must be greater than or equal to zero",
+            stringify!(state.pwr_charge_max),
+            state.pwr_charge_max.get::<si::watt>().format_eng(None)
+        );
+        Ok(())
+    }
+
+    pub fn set_pwr_charge_max(&mut self) -> anyhow::Result<()> {
+        self.state.pwr_charge_max =
+            // current SOC is less than or equal to current max and ramp down threshold
+            if self.state.soc <= self.state.max_soc
+            && self.state.soc <= self.soc_hi_ramp_start.with_context(|| format_dbg!())?
         {
             self.pwr_out_max
-        } // current SOC is less than ramp down threshold and ramp down threshold is greater than min soc
-        else if state.soc < self.soc_lo_ramp_start.unwrap()
-            && self.soc_lo_ramp_start.unwrap() > state.min_soc
+        } // current SOC is greater than ramp down threshold and ramp down threshold is less than max soc
+        else if self.state.soc > self.soc_lo_ramp_start.unwrap()
+            && self.soc_hi_ramp_start.unwrap() < self.state.max_soc
         {
             uc::W
-                * interp1d(
-                    &state.soc.get::<si::ratio>(),
-                    &[
-                        state.min_soc.get::<si::ratio>(),
-                        self.soc_lo_ramp_start
-                            .with_context(|| format_dbg!())?
-                            .get::<si::ratio>(),
-                    ],
-                    &[0.0, self.pwr_out_max.get::<si::watt>()],
-                    Extrapolate::No, // don't extrapolate
-                )
-                .with_context(|| {
-                    anyhow!(
-                        "{}\n failed to calculate {}",
-                        format_dbg!(),
-                        stringify!(state.pwr_disch_max)
-                    )
-                })?
+            * Interpolator::Interp1D(Interp1D::new(
+                vec![
+                    self.state.max_soc.get::<si::ratio>(),
+                    self.soc_hi_ramp_start
+                        .with_context(|| format_dbg!())?
+                        .get::<si::ratio>(),
+                 ],
+            vec![0.0, self.pwr_out_max.get::<si::watt>()],
+                Strategy::Linear,
+                // TODO: figure out if it is ok to have Extrapolate::Clamp here
+                Extrapolate::Clamp,
+            )?).interpolate(&[self.state.soc.get::<si::ratio>()])?
         }
-        // current SOC is greater than ramp down threshold but less than current min or current SOC is less than both
+        // current SOC is less than ramp down threshold but greater than current
+        // max or current SOC is greater than both
         else {
-            uc::W * 0.
+            si::Power::ZERO
         };
+        Ok(())
+    }
 
-        state.pwr_charge_max =
-            // current SOC is less than or equal to current max and ramp down threshold
-            if state.soc <= state.max_soc
-            && state.soc <= self.soc_hi_ramp_start.with_context(|| format_dbg!())?
+    pub fn set_pwr_disch_max(&mut self) -> anyhow::Result<()> {
+        self.state.pwr_disch_max =
+            // current SOC is greater than or equal to current min and ramp down threshold
+            if self.state.soc >= self.state.min_soc
+            && self.state.soc >= self.soc_lo_ramp_start.with_context(|| format_dbg!())?
         {
             self.pwr_out_max
-        } // current SOC is greater than ramp down threshold and ramp down threshold is less than max soc
-        else if state.soc > self.soc_lo_ramp_start.unwrap()
-            && self.soc_hi_ramp_start.unwrap() < state.max_soc
+        } // current SOC is less than ramp down threshold and ramp down threshold is greater than min soc
+        else if self.state.soc < self.soc_lo_ramp_start.unwrap()
+            && self.soc_lo_ramp_start.unwrap() > self.state.min_soc
         {
             uc::W
-                * interp1d(
-                    &state.soc.get::<si::ratio>(),
-                    &[
-                        state.max_soc.get::<si::ratio>(),
-                        self.soc_hi_ramp_start
-                            .with_context(|| format_dbg!())?
-                            .get::<si::ratio>(),
-                    ],
-                    &[0.0, self.pwr_out_max.get::<si::watt>()],
-                    Extrapolate::No, // don't extrapolate
-                )
-                .with_context(|| {
-                    anyhow!(
-                        "{}\n failed to calculate {}",
-                        format_dbg!(),
-                        stringify!(state.pwr_disch_max)
-                    )
-                })?
+                * Interpolator::Interp1D(Interp1D::new(
+                    vec![
+                         self.state.min_soc.get::<si::ratio>(),
+                         self.soc_lo_ramp_start
+                             .with_context(|| format_dbg!())?
+                             .get::<si::ratio>(),
+                     ],
+                vec![0.0, self.pwr_out_max.get::<si::watt>()],
+                    Strategy::Linear,
+                    Extrapolate::Clamp,
+                )?).interpolate(&[self.state.soc.get::<si::ratio>()])?
         }
-        // current SOC is less than ramp down threshold but greater than current
-        // max or current SOC is greater than both
+        // current SOC is greater than ramp down threshold but less than current min or current SOC is less than both
         else {
-            uc::W * 0.
+            si::Power::ZERO
         };
+        Ok(())
+    }
 
-        ensure!(
-            state.pwr_disch_max >= uc::W * 0.,
-            "`{}` ({} W) must be greater than or equal to zero",
-            stringify!(state.pwr_disch_max),
-            state.pwr_disch_max.get::<si::watt>().format_eng(None)
-        );
-        ensure!(
-            state.pwr_charge_max >= uc::W * 0.,
-            "`{}` ({} W) must be greater than or equal to zero",
-            stringify!(state.pwr_charge_max),
-            state.pwr_charge_max.get::<si::watt>().format_eng(None)
-        );
-
+    /// Set current maximum power available for propulsion
+    /// # Arguments
+    /// - `pwr_aux`: aux power demand on `ReversibleEnergyStorage`
+    pub fn set_curr_pwr_prop_max(&mut self, pwr_aux: si::Power) -> anyhow::Result<()> {
+        let state = &mut self.state;
         state.pwr_prop_max = state.pwr_disch_max - pwr_aux;
         state.pwr_regen_max = state.pwr_charge_max + pwr_aux;
 
@@ -381,19 +386,19 @@ impl ReversibleEnergyStorage {
             state.soc.get::<si::ratio>()
         );
         ensure!(
-            state.pwr_prop_max >= uc::W * 0.,
+            state.pwr_prop_max >= si::Power::ZERO,
             "`{}` ({} W) must be greater than or equal to zero",
             stringify!(state.pwr_prop_max),
             state.pwr_prop_max.get::<si::watt>().format_eng(None)
         );
         ensure!(
-            state.pwr_regen_max >= uc::W * 0.,
+            state.pwr_regen_max >= si::Power::ZERO,
             "`{}` ({} W) must be greater than or equal to zero",
             stringify!(state.pwr_regen_max),
             state.pwr_regen_max.get::<si::watt>().format_eng(None)
         );
 
-        Ok((state.pwr_prop_max, state.pwr_regen_max))
+        Ok(())
     }
 
     fn soc_hi_ramp_start_default(&self) -> si::Ratio {
@@ -404,46 +409,6 @@ impl ReversibleEnergyStorage {
         self.min_soc + 0.05 * uc::R
     }
 
-    #[allow(clippy::too_many_arguments)]
-    pub fn new(
-        pwr_out_max_watts: f64,
-        energy_capacity_joules: f64,
-        min_soc: f64,
-        max_soc: f64,
-        initial_soc: f64,
-        initial_temperature_celcius: f64,
-        soc_hi_ramp_start: Option<f64>,
-        soc_lo_ramp_start: Option<f64>,
-        save_interval: Option<usize>,
-    ) -> anyhow::Result<Self> {
-        ensure!(
-            min_soc <= initial_soc || initial_soc <= max_soc,
-            format!(
-                "{}\ninitial soc must be between min and max soc, inclusive",
-                format_dbg!(min_soc <= initial_soc || initial_soc <= max_soc)
-            )
-        );
-
-        let initial_state = ReversibleEnergyStorageState {
-            soc: uc::R * initial_soc,
-            temperature_celsius: initial_temperature_celcius,
-            ..Default::default()
-        };
-        Ok(ReversibleEnergyStorage {
-            pwr_out_max: uc::W * pwr_out_max_watts,
-            energy_capacity: uc::J * energy_capacity_joules,
-            min_soc: uc::R * min_soc,
-            max_soc: uc::R * max_soc,
-            soc_hi_ramp_start: soc_hi_ramp_start.map(|val| val * uc::R),
-            soc_lo_ramp_start: soc_lo_ramp_start.map(|val| val * uc::R),
-            state: initial_state,
-            save_interval,
-            history: ReversibleEnergyStorageStateHistoryVec::new(),
-            mass: None,
-            specific_energy: None,
-        })
-    }
-
     /// Sets specific energy and either mass or energy capacity of battery
     /// # Arguments
     /// - `specific_energy`: specific energy of battery
@@ -494,6 +459,7 @@ impl ReversibleEnergyStorage {
         todo!("adapt from ALTRIOS");
     }
 }
+
 impl SetCumulative for ReversibleEnergyStorage {
     fn set_cumulative(&mut self, dt: si::Time) {
         self.state.set_cumulative(dt);
@@ -608,8 +574,8 @@ pub enum SpecificEnergySideEffect {
     Energy,
 }
 
-#[derive(Clone, Copy, Debug, Deserialize, Serialize, PartialEq, HistoryVec, SetCumulative)]
 #[fastsim_api]
+#[derive(Clone, Copy, Debug, Deserialize, Serialize, PartialEq, HistoryVec, SetCumulative)]
 // component limits
 /// ReversibleEnergyStorage state variables
 pub struct ReversibleEnergyStorageState {
@@ -637,7 +603,7 @@ pub struct ReversibleEnergyStorageState {
     pub soh: f64,
 
     // TODO: add `pwr_out_neg_electrical` and `pwr_out_pos_electrical` and corresponding energies
-    // powers
+    // powers to separately pin negative- and positive-power operation
     /// total electrical power; positive is discharging
     pub pwr_out_electrical: si::Power,
     /// electrical power going to propulsion
@@ -702,7 +668,3 @@ impl Default for ReversibleEnergyStorageState {
 
 impl Init for ReversibleEnergyStorageState {}
 impl SerdeAPI for ReversibleEnergyStorageState {}
-
-mod tests {
-    // TODO: put tests here
-}
diff --git a/fastsim-core/src/vehicle/powertrain/traits.rs b/fastsim-core/src/vehicle/powertrain/traits.rs
index b2b8f777..ef25447b 100644
--- a/fastsim-core/src/vehicle/powertrain/traits.rs
+++ b/fastsim-core/src/vehicle/powertrain/traits.rs
@@ -10,23 +10,22 @@ pub trait Powertrain {
     /// # Arguments
     /// - `pwr_aux`: aux-related power required from this component
     /// - `dt`: time step size
-    fn set_cur_pwr_prop_out_max(&mut self, pwr_aux: si::Power, dt: si::Time) -> anyhow::Result<()>;
+    fn set_curr_pwr_prop_out_max(&mut self, pwr_aux: si::Power, dt: si::Time)
+        -> anyhow::Result<()>;
 
     /// Returns maximum achievable positive and negative propulsion powers after
     /// [Powertrain::set_curr_pwr_prop_out_max] has been called.
-    fn get_cur_pwr_prop_out_max(&self) -> anyhow::Result<(si::Power, si::Power)>;
+    fn get_curr_pwr_prop_out_max(&self) -> anyhow::Result<(si::Power, si::Power)>;
 
     /// Solves for this powertrain system/component efficiency and sets/returns power output values.
     /// # Arguments
     /// - `pwr_out_req`: propulsion-related power output required
-    /// - `pwr_aux`: component-specific aux power demand (e.g. mechanical power if from engine/FC)
     /// - `veh_state`: state of vehicle
     /// - `enabled`: whether the component is active in current time step (e.g. engine idling v. shut off)
     /// - `dt`: time step size
     fn solve(
         &mut self,
         pwr_out_req: si::Power,
-        pwr_aux: si::Power,
         veh_state: &VehicleState,
         enabled: bool,
         dt: si::Time,
diff --git a/fastsim-core/src/vehicle/powertrain_type.rs b/fastsim-core/src/vehicle/powertrain_type.rs
index db3037f1..fccaf351 100644
--- a/fastsim-core/src/vehicle/powertrain_type.rs
+++ b/fastsim-core/src/vehicle/powertrain_type.rs
@@ -20,36 +20,37 @@ impl Init for PowertrainType {
 }
 
 impl Powertrain for PowertrainType {
-    fn set_cur_pwr_prop_out_max(&mut self, pwr_aux: si::Power, dt: si::Time) -> anyhow::Result<()> {
+    fn set_curr_pwr_prop_out_max(
+        &mut self,
+        pwr_aux: si::Power,
+        dt: si::Time,
+    ) -> anyhow::Result<()> {
         match self {
-            Self::ConventionalVehicle(v) => v.set_cur_pwr_prop_out_max(pwr_aux, dt),
-            Self::HybridElectricVehicle(v) => v.set_cur_pwr_prop_out_max(pwr_aux, dt),
-            Self::BatteryElectricVehicle(v) => v.set_cur_pwr_prop_out_max(pwr_aux, dt),
+            Self::ConventionalVehicle(v) => v.set_curr_pwr_prop_out_max(pwr_aux, dt),
+            Self::HybridElectricVehicle(v) => v.set_curr_pwr_prop_out_max(pwr_aux, dt),
+            Self::BatteryElectricVehicle(v) => v.set_curr_pwr_prop_out_max(pwr_aux, dt),
         }
     }
 
     fn solve(
         &mut self,
         pwr_out_req: si::Power,
-        pwr_aux: si::Power,
         veh_state: &VehicleState,
         enabled: bool,
         dt: si::Time,
     ) -> anyhow::Result<()> {
         match self {
-            Self::ConventionalVehicle(v) => v.solve(pwr_out_req, pwr_aux, veh_state, enabled, dt),
-            Self::HybridElectricVehicle(v) => v.solve(pwr_out_req, pwr_aux, veh_state, enabled, dt),
-            Self::BatteryElectricVehicle(v) => {
-                v.solve(pwr_out_req, pwr_aux, veh_state, enabled, dt)
-            }
+            Self::ConventionalVehicle(v) => v.solve(pwr_out_req, veh_state, enabled, dt),
+            Self::HybridElectricVehicle(v) => v.solve(pwr_out_req, veh_state, enabled, dt),
+            Self::BatteryElectricVehicle(v) => v.solve(pwr_out_req, veh_state, enabled, dt),
         }
     }
 
-    fn get_cur_pwr_prop_out_max(&self) -> anyhow::Result<(si::Power, si::Power)> {
+    fn get_curr_pwr_prop_out_max(&self) -> anyhow::Result<(si::Power, si::Power)> {
         match self {
-            Self::ConventionalVehicle(v) => v.get_cur_pwr_prop_out_max(),
-            Self::HybridElectricVehicle(v) => v.get_cur_pwr_prop_out_max(),
-            Self::BatteryElectricVehicle(v) => v.get_cur_pwr_prop_out_max(),
+            Self::ConventionalVehicle(v) => v.get_curr_pwr_prop_out_max(),
+            Self::HybridElectricVehicle(v) => v.get_curr_pwr_prop_out_max(),
+            Self::BatteryElectricVehicle(v) => v.get_curr_pwr_prop_out_max(),
         }
     }
 
diff --git a/fastsim-core/src/vehicle/tests.rs b/fastsim-core/src/vehicle/tests.rs
deleted file mode 100644
index a9dd165d..00000000
--- a/fastsim-core/src/vehicle/tests.rs
+++ /dev/null
@@ -1,4 +0,0 @@
-// use super::*;
-// use crate::si;
-
-// TODO: put tests here
diff --git a/fastsim-core/src/vehicle/vehicle_model.rs b/fastsim-core/src/vehicle/vehicle_model.rs
index 3eed35a9..8d67cd8a 100644
--- a/fastsim-core/src/vehicle/vehicle_model.rs
+++ b/fastsim-core/src/vehicle/vehicle_model.rs
@@ -1,6 +1,4 @@
-use utils::interp::{Extrapolate, *};
-
-use super::{hev::HEVControls, *};
+use super::{hev::HEVPowertrainControls, *};
 
 /// Possible aux load power sources
 #[derive(Clone, Debug, Serialize, Deserialize, PartialEq)]
@@ -296,13 +294,12 @@ impl TryFrom<&fastsim_2::vehicle::RustVehicle> for PowertrainType {
                         // assumes 1 s time step
                         pwr_out_max_init: f2veh.fc_max_kw * uc::KW / f2veh.fc_sec_to_peak_pwr,
                         pwr_ramp_lag: f2veh.fc_sec_to_peak_pwr * uc::S,
-                        eff_interp: InterpolatorWrapper(Interpolator::Interp1D(Interp1D::new(
+                        eff_interp_from_pwr_out: Interpolator::Interp1D(Interp1D::new(
                             f2veh.fc_pwr_out_perc.to_vec(),
                             f2veh.fc_eff_map.to_vec(),
                             Strategy::LeftNearest,
                             Extrapolate::Error,
-                        )?)),
-                        // TODO: verify this
+                        )?),
                         pwr_idle_fuel: f2veh.aux_kw
                             / f2veh
                                 .fc_eff_map
@@ -312,7 +309,9 @@ impl TryFrom<&fastsim_2::vehicle::RustVehicle> for PowertrainType {
                             * uc::KW,
                         save_interval: Some(1),
                         history: Default::default(),
+                        _phantom: PhantomData,
                     };
+                    fc.init()?;
                     fc.set_mass(None, MassSideEffect::None)
                         .with_context(|| anyhow!(format_dbg!()))?;
                     fc
@@ -344,13 +343,12 @@ impl TryFrom<&fastsim_2::vehicle::RustVehicle> for PowertrainType {
                         // assumes 1 s time step
                         pwr_out_max_init: f2veh.fc_max_kw * uc::KW / f2veh.fc_sec_to_peak_pwr,
                         pwr_ramp_lag: f2veh.fc_sec_to_peak_pwr * uc::S,
-                        eff_interp: InterpolatorWrapper(Interpolator::Interp1D(Interp1D::new(
+                        eff_interp_from_pwr_out: Interpolator::Interp1D(Interp1D::new(
                             f2veh.fc_pwr_out_perc.to_vec(),
                             f2veh.fc_eff_map.to_vec(),
                             Strategy::LeftNearest,
                             Extrapolate::Error,
-                        )?)),
-                        // TODO: verify this
+                        )?),
                         pwr_idle_fuel: f2veh.aux_kw
                             / f2veh
                                 .fc_eff_map
@@ -360,7 +358,9 @@ impl TryFrom<&fastsim_2::vehicle::RustVehicle> for PowertrainType {
                             * uc::KW,
                         save_interval: Some(1),
                         history: Default::default(),
+                        _phantom: PhantomData,
                     };
+                    fc.init()?;
                     fc.set_mass(None, MassSideEffect::None)
                         .with_context(|| anyhow!(format_dbg!()))?;
                     fc
@@ -371,6 +371,7 @@ impl TryFrom<&fastsim_2::vehicle::RustVehicle> for PowertrainType {
                     specific_energy: None,
                     pwr_out_max: f2veh.ess_max_kw * uc::KW,
                     energy_capacity: f2veh.ess_max_kwh * uc::KWH,
+                    eff_interp: Interpolator::Interp0D(f2veh.ess_round_trip_eff.sqrt()),
                     min_soc: f2veh.min_soc * uc::R,
                     max_soc: f2veh.max_soc * uc::R,
                     soc_hi_ramp_start: None,
@@ -380,17 +381,42 @@ impl TryFrom<&fastsim_2::vehicle::RustVehicle> for PowertrainType {
                 },
                 em: ElectricMachine {
                     state: Default::default(),
-                    pwr_out_frac_interp: f2veh.mc_pwr_out_perc.to_vec(),
-                    eff_interp: f2veh.mc_eff_array.to_vec(),
-                    pwr_in_frac_interp: Default::default(),
+                    eff_interp_fwd: (Interpolator::Interp1D(
+                        Interp1D::new(
+                            f2veh.mc_pwr_out_perc.to_vec(),
+                            f2veh.mc_eff_array.to_vec(),
+                            Strategy::LeftNearest,
+                            Extrapolate::Error,
+                        )
+                        .unwrap(),
+                    )),
+                    eff_interp_at_max_input: Some(Interpolator::Interp1D(
+                        Interp1D::new(
+                            // before adding the interpolator, pwr_in_frac_interp was set as Default::default(), can this
+                            // be transferred over as done here, or does a new defualt need to be defined?
+                            f2veh
+                                .mc_pwr_out_perc
+                                .to_vec()
+                                .iter()
+                                .zip(f2veh.mc_eff_array.to_vec().iter())
+                                .map(|(x, y)| x / y)
+                                .collect(),
+                            f2veh.mc_eff_array.to_vec(),
+                            Strategy::LeftNearest,
+                            Extrapolate::Error,
+                        )
+                        .unwrap(),
+                    )),
+                    // pwr_in_frac_interp: Default::default(),
                     pwr_out_max: f2veh.mc_max_kw * uc::KW,
                     specific_pwr: None,
                     mass: None,
                     save_interval: Some(1),
                     history: Default::default(),
                 },
-                hev_controls: HEVControls::RESGreedy,
+                pt_cntrl: HEVPowertrainControls::RESGreedy,
                 mass: None,
+                aux_cntrl: Default::default(),
             };
             Ok(PowertrainType::HybridElectricVehicle(Box::new(hev)))
         } else {
@@ -531,29 +557,28 @@ impl Vehicle {
         self.pt_type
             .solve(
                 self.state.pwr_tractive,
-                self.pwr_aux,
                 &self.state,
                 true, // `enabled` should always be true at the powertrain level
                 dt,
             )
             .with_context(|| anyhow!(format_dbg!()))?;
-        // TODO: this is wrong for anything with regen capability
-        self.state.pwr_brake = -self.state.pwr_tractive.max(uc::W * 0.) - self.pt_type.pwr_regen();
+        self.state.pwr_brake =
+            -self.state.pwr_tractive.max(si::Power::ZERO) - self.pt_type.pwr_regen();
         Ok(())
     }
 
-    pub fn set_cur_pwr_out_max(&mut self, dt: si::Time) -> anyhow::Result<()> {
+    pub fn set_curr_pwr_out_max(&mut self, dt: si::Time) -> anyhow::Result<()> {
         // TODO: when a fancier model for `pwr_aux` is implemented, put it here
         // TODO: make transmission field in vehicle and make it be able to produce an efficiency
         // TODO: account for traction limits here
 
         self.pt_type
-            .set_cur_pwr_prop_out_max(self.pwr_aux, dt)
+            .set_curr_pwr_prop_out_max(self.pwr_aux, dt)
             .with_context(|| anyhow!(format_dbg!()))?;
 
-        (self.state.pwr_prop_pos_max, self.state.pwr_prop_neg_max) = self
+        (self.state.pwr_prop_fwd_max, self.state.pwr_prop_bwd_max) = self
             .pt_type
-            .get_cur_pwr_prop_out_max()
+            .get_curr_pwr_prop_out_max()
             .with_context(|| anyhow!(format_dbg!()))?;
 
         Ok(())
@@ -622,9 +647,14 @@ impl Vehicle {
             fc_eff_array: Default::default(),
             fc_eff_map: self
                 .fc()
-                .map(|fc| match &fc.eff_interp.0 {
-                    utils::interp::Interpolator::Interp1D(interp) => Ok(interp.f_x.clone().into()),
-                    _ => bail!("Only 1-D interpolators can be converted to FASTSim 2"),
+                .map(|fc| match &fc.eff_interp_from_pwr_out {
+                    utils::interp::Interpolator::Interp1D(_interp1d) => {
+                        Ok(fc.eff_interp_from_pwr_out.f_x()?.clone().into())
+                    }
+                    _ => bail!(
+                        "{}\nOnly 1-D interpolators can be converted to FASTSim 2",
+                        format_dbg!()
+                    ),
                 })
                 .transpose()?
                 .unwrap_or_default(),
@@ -647,9 +677,14 @@ impl Vehicle {
             fc_perc_out_array: Default::default(),
             fc_pwr_out_perc: self
                 .fc()
-                .map(|fc| match &fc.eff_interp.0 {
-                    utils::interp::Interpolator::Interp1D(interp) => Ok(interp.x.clone().into()),
-                    _ => bail!("Only 1-D interpolators can be converted to FASTSim 2"),
+                .map(|fc| match &fc.eff_interp_from_pwr_out {
+                    utils::interp::Interpolator::Interp1D(_interp) => {
+                        Ok(fc.eff_interp_from_pwr_out.x()?.clone().into())
+                    }
+                    _ => bail!(
+                        "{}\nOnly 1-D interpolators can be converted to FASTSim 2",
+                        format_dbg!()
+                    ),
                 })
                 .transpose()?
                 .unwrap_or_default(),
@@ -825,18 +860,18 @@ impl Vehicle {
 }
 
 /// Vehicle state for current time step
-#[derive(Clone, Copy, Debug, Deserialize, Serialize, PartialEq, HistoryVec, SetCumulative)]
 #[fastsim_api]
+#[derive(Clone, Copy, Debug, Deserialize, Serialize, PartialEq, HistoryVec, SetCumulative)]
 pub struct VehicleState {
     /// time step index
     pub i: usize,
 
-    // power and fields
-    /// maximum positive propulsive power vehicle can produce
-    pub pwr_prop_pos_max: si::Power,
+    // power and energy fields
+    /// maximum forward propulsive power vehicle can produce
+    pub pwr_prop_fwd_max: si::Power,
     /// pwr exerted on wheels by powertrain
-    /// maximum negative propulsive power vehicle can produce
-    pub pwr_prop_neg_max: si::Power,
+    /// maximum backward propulsive power (e.g. regenerative braking) vehicle can produce
+    pub pwr_prop_bwd_max: si::Power,
     /// Tractive power required for achieved speed
     pub pwr_tractive: si::Power,
     /// integral of [Self::pwr_out]
@@ -892,8 +927,8 @@ impl Default for VehicleState {
     fn default() -> Self {
         Self {
             i: Default::default(),
-            pwr_prop_pos_max: si::Power::ZERO,
-            pwr_prop_neg_max: si::Power::ZERO,
+            pwr_prop_fwd_max: si::Power::ZERO,
+            pwr_prop_bwd_max: si::Power::ZERO,
             pwr_tractive: si::Power::ZERO,
             energy_tractive: si::Energy::ZERO,
             pwr_aux: si::Power::ZERO,
@@ -924,6 +959,7 @@ impl Default for VehicleState {
 pub(crate) mod tests {
     use super::*;
 
+    #[allow(dead_code)]
     fn vehicles_dir() -> PathBuf {
         PathBuf::from(env!("CARGO_MANIFEST_DIR")).join("resources/vehicles")
     }
@@ -938,8 +974,8 @@ pub(crate) mod tests {
             veh.unwrap()
         };
 
-        veh.to_file(vehicles_dir().join("2012_Ford_Fusion.yaml"))
-            .unwrap();
+        // veh.to_file(vehicles_dir().join("2012_Ford_Fusion.yaml"))
+        //     .unwrap();
         assert!(veh.pt_type.is_conventional_vehicle());
         veh
     }
@@ -954,8 +990,8 @@ pub(crate) mod tests {
             veh.unwrap()
         };
 
-        veh.to_file(vehicles_dir().join("2016_TOYOTA_Prius_Two.yaml"))
-            .unwrap();
+        // veh.to_file(vehicles_dir().join("2016_TOYOTA_Prius_Two.yaml"))
+        //     .unwrap();
         assert!(veh.pt_type.is_hybrid_electric_vehicle());
         veh
     }
diff --git a/fastsim-py/Cargo.toml b/fastsim-py/Cargo.toml
index 31b2e356..87bb3b5c 100644
--- a/fastsim-py/Cargo.toml
+++ b/fastsim-py/Cargo.toml
@@ -17,4 +17,5 @@ name = "fastsim"
 crate-type = ["cdylib"]
 
 [features]
+default = ["logging"]
 logging = ["fastsim-core/logging", "dep:pyo3-log"]
diff --git a/fastsim-py/src/lib.rs b/fastsim-py/src/lib.rs
index 86516255..61945762 100644
--- a/fastsim-py/src/lib.rs
+++ b/fastsim-py/src/lib.rs
@@ -3,7 +3,6 @@
 
 use fastsim_core::air_properties::get_density_air_py;
 use fastsim_core::prelude::*;
-use fastsim_core::utils::interp::{Extrapolate, InterpolatorWrapper, Strategy};
 pub use pyo3::exceptions::{
     PyAttributeError, PyFileNotFoundError, PyIndexError, PyNotImplementedError, PyRuntimeError,
 };
@@ -12,8 +11,6 @@ pub use pyo3::types::PyType;
 
 #[pymodule]
 fn fastsim(_py: Python, m: &PyModule) -> PyResult<()> {
-    #[cfg(feature = "logging")]
-    pyo3_log::init();
     m.add_class::<FuelConverter>()?;
     m.add_class::<FuelConverterState>()?;
     m.add_class::<FuelConverterStateHistoryVec>()?;
@@ -32,16 +29,20 @@ fn fastsim(_py: Python, m: &PyModule) -> PyResult<()> {
     m.add_class::<Pyo3Vec2Wrapper>()?;
     m.add_class::<Pyo3Vec3Wrapper>()?;
     m.add_class::<Pyo3VecBoolWrapper>()?;
-    m.add_class::<InterpolatorWrapper>()?;
-    m.add_class::<Strategy>()?;
-    m.add_class::<Extrapolate>()?;
     m.add_function(wrap_pyfunction!(get_density_air_py, m)?)?;
 
     // List enabled features
     m.add_function(wrap_pyfunction!(fastsim_core::enabled_features, m)?)?;
 
-    // List enabled features
-    m.add_function(wrap_pyfunction!(fastsim_core::enabled_features, m)?)?;
+    // initialize logging
+    #[cfg(feature = "logging")]
+    m.add_function(wrap_pyfunction!(pyo3_log_init, m)?)?;
 
     Ok(())
 }
+
+#[cfg_attr(feature = "logging", pyfunction)]
+fn pyo3_log_init() {
+    #[cfg(feature = "logging")]
+    pyo3_log::init();
+}
diff --git a/python/fastsim/__init__.py b/python/fastsim/__init__.py
index 2861a08a..b6ec213d 100644
--- a/python/fastsim/__init__.py
+++ b/python/fastsim/__init__.py
@@ -159,6 +159,7 @@ def variable_path_list_from_py_objs(
             else:
                 key_path = f"[{key}]" if pre_path is None else pre_path + f"[{key}]"
                 key_paths.append(key_path)
+                
     if element_as_list:
         re_for_elems = re.compile("\\[('(\\w+)'|(\\w+))\\]")
         for i, kp in enumerate(key_paths):
@@ -169,6 +170,16 @@ def variable_path_list_from_py_objs(
     
     return key_paths
 
+def cyc_keys() -> List[str]:
+    import json
+    cyc = Cycle.from_resource("udds.csv")
+    cyc_dict = json.loads(cyc.to_json())
+    cyc_keys = [key for key, val in cyc_dict.items() if isinstance(val, list)]
+
+    return cyc_keys
+    
+CYC_KEYS = cyc_keys()
+
 def history_path_list(self, element_as_list:bool=False) -> List[str]:
     """
     Returns a list of relative paths to all history variables (all variables
@@ -178,12 +189,15 @@ def history_path_list(self, element_as_list:bool=False) -> List[str]:
     # Arguments
     - `element_as_list`: if True, each element is itself a list of the path elements
     """
-    item_str = lambda item: item if not element_as_list else ".".join(item)
-    history_path_list = [
-        item for item in self.variable_path_list(
-            element_as_list=element_as_list) if "history" in item_str(item)
-    ]
-    return history_path_list
+    key_as_str = lambda key: key if isinstance(key, str) else ".".join(key)
+    is_cyc_key = lambda key: any(cyc_key for cyc_key in CYC_KEYS if cyc_key == key[-1]) and "cyc" in key
+    var_paths = self.variable_path_list(element_as_list=element_as_list)
+    history_paths = []
+    for key in var_paths:
+        if (("history" in key_as_str(key)) or is_cyc_key(key)):
+            history_paths.append(key)
+
+    return history_paths
             
 setattr(Pyo3VecWrapper, "__array__", __array__)  # noqa: F405
 
@@ -202,12 +216,13 @@ def from_pydict(cls, pydict: Dict) -> Self:
     import json
     return cls.from_json(json.dumps(pydict))
 
-def to_dataframe(self, pandas:bool=False) -> Union[pd.DataFrame, pl.DataFrame]:
+def to_dataframe(self, pandas:bool=False, allow_partial:bool=False) -> Union[pd.DataFrame, pl.DataFrame]:
     """
     Returns time series results from fastsim object as a Polars or Pandas dataframe.
 
     # Arguments
     - `pandas`: returns pandas dataframe if True; otherwise, returns polars dataframe by default
+    - `allow_partial`: returns dataframe of length equal to solved time steps if simulation fails early
     """
     obj_dict = self.to_pydict()
     history_paths = self.history_path_list(element_as_list=True)   
@@ -218,10 +233,17 @@ def to_dataframe(self, pandas:bool=False) -> Union[pd.DataFrame, pl.DataFrame]:
         for elem in hp:
             obj = obj[elem]
         vals.append(obj)
-    if not pandas:
-        df = pl.DataFrame({col: val for col, val in zip(cols, vals)})
+    if allow_partial:
+        cutoff = min([len(val) for val in vals])
+        if not pandas:
+            df = pl.DataFrame({col: val[:cutoff] for col, val in zip(cols, vals)})
+        else:
+            df = pd.DataFrame({col: val[:cutoff] for col, val in zip(cols, vals)})
     else:
-        df = pd.DataFrame({col: val for col, val in zip(cols, vals)})
+        if not pandas:
+            df = pl.DataFrame({col: val for col, val in zip(cols, vals)})
+        else:
+            df = pd.DataFrame({col: val for col, val in zip(cols, vals)})
     return df
 
 # adds variable_path_list() and history_path_list() as methods to all classes in
diff --git a/python/fastsim/demos/demo_hev.py b/python/fastsim/demos/demo_hev.py
index 29a3d8ba..ce432470 100644
--- a/python/fastsim/demos/demo_hev.py
+++ b/python/fastsim/demos/demo_hev.py
@@ -23,75 +23,14 @@
 # if environment var `SAVE_FIGS=true` is set, save plots
 SAVE_FIGS = os.environ.get("SAVE_FIGS", "false").lower() == "true"
 
-# `fastsim3` -- load vehicle and cycle, build simulation, and run 
-# %%
-
-# load 2016 Toyota Prius Two from file
-veh = fsim.Vehicle.from_resource("2016_TOYOTA_Prius_Two.yaml")
-
-veh_no_save = veh.copy()
-fsim.set_param_from_path(veh_no_save, "save_interval", None)
-
-# Set `save_interval` at vehicle level -- cascades to all sub-components with time-varying states
-fsim.set_param_from_path(veh, "save_interval", 1)
-
-# load cycle from file
-cyc = fsim.Cycle.from_resource("udds.csv")
-
-# instantiate `SimDrive` simulation object
-sd0 = fsim.SimDrive(veh, cyc)
-sd = sd0.copy()
-
-# simulation start time
-t0 = time.perf_counter()
-# run simulation
-if DEBUG_LOG:
-    with fsim.utils.with_logging():
-        sd.walk()
-else:
-    sd.walk()
-# simulation end time
-t1 = time.perf_counter()
-t_fsim3_si1 = t1 - t0
-print(f"fastsim-3 `sd.walk()` elapsed time with `save_interval` of 1:\n{t_fsim3_si1:.2e} s")
-
-# instantiate `SimDrive` simulation object
-sd_no_save = fsim.SimDrive(veh_no_save, cyc)
-
-# simulation start time
-t0 = time.perf_counter()
-# run simulation
-sd_no_save.walk()
-# simulation end time
-t1 = time.perf_counter()
-t_fsim3_si_none = t1 - t0
-print(f"fastsim-3 `sd.walk()` elapsed time with `save_interval` of None:\n{t_fsim3_si_none:.2e} s")
-
-# `fastsim-2` benchmarking
-# %%
-
-sd2 = sd0.to_fastsim2()
-t0 = time.perf_counter()
-with fsim.utils.without_logging(): # suppresses known warning
-    sd2.sim_drive()
-t1 = time.perf_counter()
-t_fsim2 = t1 - t0
-print(f"fastsim-2 `sd.walk()` elapsed time: {t_fsim2:.2e} s")
-print("`fastsim-3` speedup relative to `fastsim-2` (should be greater than 1) for `save_interval` of 1:")
-print(f"{t_fsim2/t_fsim3_si1:.3g}x")
-print("`fastsim-3` speedup relative to `fastsim-2` (should be greater than 1) for `save_interval` of `None`:")
-print(f"{t_fsim2/t_fsim3_si_none:.3g}x")
-# Visualize results
-
-# %%
 def plot_road_loads() -> Tuple[Figure, Axes]: 
     fig, ax = plt.subplots(3, 1, sharex=True, figsize=figsize_3_stacked)
     plt.suptitle("Road Loads")
 
     ax[0].set_prop_cycle(get_paired_cycler())
     ax[0].plot(
-        np.array(sd.cyc.time_seconds)[::veh.save_interval],
-        np.array(sd.veh.history.pwr_drag_watts) / 1e3,
+        df["cyc.time_seconds"],
+        df["veh.history.pwr_drag_watts"] / 1e3,
         label="f3 drag",
     )
     ax[0].plot(
@@ -100,8 +39,8 @@ def plot_road_loads() -> Tuple[Figure, Axes]:
         label="f2 drag",
     )
     ax[0].plot(
-        np.array(sd.cyc.time_seconds)[::veh.save_interval],
-        np.array(sd.veh.history.pwr_rr_watts) / 1e3,
+        df["cyc.time_seconds"],
+        df["veh.history.pwr_rr_watts"] / 1e3,
         label="f3 rr",
     )
     ax[0].plot(
@@ -114,16 +53,15 @@ def plot_road_loads() -> Tuple[Figure, Axes]:
 
     ax[1].set_prop_cycle(get_uni_cycler())
     ax[1].plot(
-        np.array(sd.cyc.time_seconds)[::veh.save_interval],
-        np.array(sd.veh.history.pwr_drag_watts) /
-        1e3 - np.array(sd2.drag_kw.tolist()),
+        df["cyc.time_seconds"],
+        df["veh.history.pwr_drag_watts"] / 1e3 - np.array(sd2.drag_kw.tolist())[:len(df)],
         label="drag",
         linestyle=baselinestyles[0],
     )
     ax[1].plot(
-        np.array(sd.cyc.time_seconds)[::veh.save_interval],
-        np.array(sd.veh.history.pwr_rr_watts) /
-        1e3 - np.array(sd2.rr_kw.tolist()),
+        df["cyc.time_seconds"],
+        df["veh.history.pwr_rr_watts"] /
+        1e3 - np.array(sd2.rr_kw.tolist())[:len(df)],
         label="rr",
         linestyle=baselinestyles[1],
     )
@@ -134,8 +72,8 @@ def plot_road_loads() -> Tuple[Figure, Axes]:
 
     ax[-1].set_prop_cycle(get_paired_cycler())
     ax[-1].plot(
-        np.array(sd.cyc.time_seconds)[::veh.save_interval],
-        np.array(sd.veh.history.speed_ach_meters_per_second),
+        df["cyc.time_seconds"],
+        df["veh.history.speed_ach_meters_per_second"],
         label="f3",
     )
     ax[-1].plot(
@@ -160,9 +98,9 @@ def plot_fc_pwr() -> Tuple[Figure, Axes]:
 
     ax[0].set_prop_cycle(get_paired_cycler())
     ax[0].plot(
-        np.array(sd.cyc.time_seconds)[::veh.save_interval],
-        (np.array(sd.veh.fc.history.pwr_propulsion_watts) +
-            np.array(sd.veh.fc.history.pwr_aux_watts)) / 1e3,
+        df["cyc.time_seconds"],
+        (df["veh.pt_type.HybridElectricVehicle.fc.history.pwr_propulsion_watts"] +
+            df["veh.pt_type.HybridElectricVehicle.fc.history.pwr_aux_watts"]) / 1e3,
         label="f3 shaft",
     )
     ax[0].plot(
@@ -171,8 +109,8 @@ def plot_fc_pwr() -> Tuple[Figure, Axes]:
         label="f2 shaft",
     )
     ax[0].plot(
-        np.array(sd.cyc.time_seconds)[::veh.save_interval],
-        np.array(sd.veh.fc.history.pwr_fuel_watts) / 1e3,
+        df["cyc.time_seconds"],
+        df["veh.pt_type.HybridElectricVehicle.fc.history.pwr_fuel_watts"] / 1e3,
         label="f3 fuel",
     )
     ax[0].plot(
@@ -185,16 +123,16 @@ def plot_fc_pwr() -> Tuple[Figure, Axes]:
 
     ax[1].set_prop_cycle(get_uni_cycler())
     ax[1].plot(
-        np.array(sd.cyc.time_seconds)[::veh.save_interval],
-        (np.array(sd.veh.fc.history.pwr_propulsion_watts) +
-            np.array(sd.veh.fc.history.pwr_aux_watts)) / 1e3 - np.array(sd2.fc_kw_out_ach.tolist()),
+        df["cyc.time_seconds"],
+        (df["veh.pt_type.HybridElectricVehicle.fc.history.pwr_propulsion_watts"] +
+            df["veh.pt_type.HybridElectricVehicle.fc.history.pwr_aux_watts"]) / 1e3 - np.array(sd2.fc_kw_out_ach.tolist())[:len(df)],
         label="shaft",
         linestyle=baselinestyles[0]
     )
     ax[1].plot(
-        np.array(sd.cyc.time_seconds)[::veh.save_interval],
-        (np.array(sd.veh.fc.history.pwr_propulsion_watts) +
-            np.array(sd.veh.fc.history.pwr_aux_watts)) / 1e3 - np.array(sd2.fc_kw_out_ach.tolist()),
+        df["cyc.time_seconds"],
+        (df["veh.pt_type.HybridElectricVehicle.fc.history.pwr_propulsion_watts"] +
+            df["veh.pt_type.HybridElectricVehicle.fc.history.pwr_aux_watts"]) / 1e3 - np.array(sd2.fc_kw_out_ach.tolist())[:len(df)],
         label="fuel",
         linestyle=baselinestyles[1]
     )
@@ -203,8 +141,8 @@ def plot_fc_pwr() -> Tuple[Figure, Axes]:
     
     ax[-1].set_prop_cycle(get_paired_cycler())
     ax[-1].plot(
-        np.array(sd.cyc.time_seconds)[::veh.save_interval],
-        np.array(sd.veh.history.speed_ach_meters_per_second),
+        df["cyc.time_seconds"],
+        df["veh.history.speed_ach_meters_per_second"],
         label="f3",
     )
     ax[-1].plot(
@@ -229,9 +167,9 @@ def plot_fc_energy() -> Tuple[Figure, Axes]:
 
     ax[0].set_prop_cycle(get_paired_cycler())
     ax[0].plot(
-        np.array(sd.cyc.time_seconds)[::veh.save_interval],
-        (np.array(sd.veh.fc.history.energy_propulsion_joules) +
-            np.array(sd.veh.fc.history.energy_aux_joules)) / 1e6,
+        df["cyc.time_seconds"],
+        (df["veh.pt_type.HybridElectricVehicle.fc.history.energy_propulsion_joules"] +
+            df["veh.pt_type.HybridElectricVehicle.fc.history.energy_aux_joules"]) / 1e6,
         label="f3 shaft",
     )
     ax[0].plot(
@@ -240,8 +178,8 @@ def plot_fc_energy() -> Tuple[Figure, Axes]:
         label="f2 shaft",
     )
     ax[0].plot(
-        np.array(sd.cyc.time_seconds)[::veh.save_interval],
-        np.array(sd.veh.fc.history.energy_fuel_joules) / 1e6,
+        df["cyc.time_seconds"],
+        df["veh.pt_type.HybridElectricVehicle.fc.history.energy_fuel_joules"] / 1e6,
         label="f3 fuel",
     )
     ax[0].plot(
@@ -254,16 +192,16 @@ def plot_fc_energy() -> Tuple[Figure, Axes]:
 
     ax[1].set_prop_cycle(get_uni_cycler())
     ax[1].plot(
-        np.array(sd.cyc.time_seconds)[::veh.save_interval],
-        (np.array(sd.veh.fc.history.energy_propulsion_joules) +
-            np.array(sd.veh.fc.history.energy_aux_joules)) / 1e6 - np.array(sd2.fc_cumu_mj_out_ach.tolist()),
+        df["cyc.time_seconds"],
+        (df["veh.pt_type.HybridElectricVehicle.fc.history.energy_propulsion_joules"] +
+            df["veh.pt_type.HybridElectricVehicle.fc.history.energy_aux_joules"]) / 1e6 - np.array(sd2.fc_cumu_mj_out_ach.tolist())[:len(df)],
         label="shaft",
         linestyle=baselinestyles[0]
     )
     ax[1].plot(
-        np.array(sd.cyc.time_seconds)[::veh.save_interval],
-        (np.array(sd.veh.fc.history.energy_propulsion_joules) +
-            np.array(sd.veh.fc.history.energy_aux_joules)) / 1e6 - np.array(sd2.fc_cumu_mj_out_ach.tolist()),
+        df["cyc.time_seconds"],
+        (df["veh.pt_type.HybridElectricVehicle.fc.history.energy_propulsion_joules"] +
+            df["veh.pt_type.HybridElectricVehicle.fc.history.energy_aux_joules"]) / 1e6 - np.array(sd2.fc_cumu_mj_out_ach.tolist())[:len(df)],
         label="fuel",
         linestyle=baselinestyles[1]
     )
@@ -272,8 +210,8 @@ def plot_fc_energy() -> Tuple[Figure, Axes]:
 
     ax[-1].set_prop_cycle(get_paired_cycler())
     ax[-1].plot(
-        np.array(sd.cyc.time_seconds)[::veh.save_interval],
-        np.array(sd.veh.history.speed_ach_meters_per_second),
+        df["cyc.time_seconds"],
+        df["veh.history.speed_ach_meters_per_second"],
         label="f3",
     )
     ax[-1].plot(
@@ -298,8 +236,8 @@ def plot_res_pwr() -> Tuple[Figure, Axes]:
 
     ax[0].set_prop_cycle(get_paired_cycler())
     ax[0].plot(
-        np.array(sd.cyc.time_seconds)[::veh.save_interval],
-        np.array(sd.veh.res.history.pwr_out_electrical_watts) / 1e3,
+        df["cyc.time_seconds"],
+        df["veh.pt_type.HybridElectricVehicle.res.history.pwr_out_electrical_watts"] / 1e3,
         label="f3 batt elec",
     )
     ax[0].plot(
@@ -308,8 +246,8 @@ def plot_res_pwr() -> Tuple[Figure, Axes]:
         label="f2 batt elec",
     )
     ax[0].plot(
-        np.array(sd.cyc.time_seconds)[::veh.save_interval],
-        np.array(sd.veh.res.history.pwr_out_chemical_watts) / 1e3,
+        df["cyc.time_seconds"],
+        df["veh.pt_type.HybridElectricVehicle.res.history.pwr_out_chemical_watts"] / 1e3,
         label="f3 batt chem",
     )
     ax[0].set_ylabel("RES (battery) Power [kW]")
@@ -317,8 +255,9 @@ def plot_res_pwr() -> Tuple[Figure, Axes]:
 
     ax[1].set_prop_cycle(get_uni_cycler())
     ax[1].plot(
-        np.array(sd.cyc.time_seconds)[::veh.save_interval],
-        np.array(sd.veh.res.history.pwr_out_electrical_watts) / 1e3 - np.array(sd2.ess_kw_out_ach.tolist()),
+        df["cyc.time_seconds"],
+        df["veh.pt_type.HybridElectricVehicle.res.history.pwr_out_electrical_watts"] / 1e3 
+            - np.array(sd2.ess_kw_out_ach.tolist())[:len(df)],
         label="batt elec",
         linestyle=baselinestyles[0]
     )
@@ -327,8 +266,8 @@ def plot_res_pwr() -> Tuple[Figure, Axes]:
 
     ax[-1].set_prop_cycle(get_paired_cycler())
     ax[-1].plot(
-        np.array(sd.cyc.time_seconds)[::veh.save_interval],
-        np.array(sd.veh.history.speed_ach_meters_per_second),
+        df["cyc.time_seconds"],
+        df["veh.history.speed_ach_meters_per_second"],
         label="f3",
     )
     ax[-1].plot(
@@ -352,8 +291,8 @@ def plot_res_energy() -> Tuple[Figure, Axes]:
     plt.suptitle("Battery Energy")
 
     ax[0].plot(
-        np.array(sd.cyc.time_seconds)[::veh.save_interval],
-        np.array(sd.veh.res.history.energy_out_electrical_joules) / 1e6,
+        df["cyc.time_seconds"],
+        df["veh.pt_type.HybridElectricVehicle.res.history.energy_out_electrical_joules"] / 1e6,
         label="f3 batt elec",
     )
     ax[0].plot(
@@ -362,16 +301,16 @@ def plot_res_energy() -> Tuple[Figure, Axes]:
         label="f2 batt elec",
     )
     ax[0].plot(
-        np.array(sd.cyc.time_seconds)[::veh.save_interval],
-        np.array(sd.veh.res.history.energy_out_chemical_joules) / 1e6,
+        df["cyc.time_seconds"],
+        df["veh.pt_type.HybridElectricVehicle.res.history.energy_out_chemical_joules"] / 1e6,
         label="f3 batt chem",
     )
     ax[0].set_ylabel("RES (battery) Energy [MJ]")
     ax[0].legend()
 
     ax[1].plot(
-        np.array(sd.cyc.time_seconds)[::veh.save_interval],
-        np.array(sd.veh.res.history.energy_out_electrical_joules) / 1e6 - np.array(sd2.ess_kw_out_ach.tolist()),
+        df["cyc.time_seconds"],
+        df["veh.pt_type.HybridElectricVehicle.res.history.energy_out_electrical_joules"] / 1e6 - np.array(sd2.ess_kw_out_ach.tolist()),
         label="batt elec",
         linestyle=baselinestyles[0]
     )
@@ -379,8 +318,8 @@ def plot_res_energy() -> Tuple[Figure, Axes]:
     ax[1].legend()
 
     ax[-1].plot(
-        np.array(sd.cyc.time_seconds)[::veh.save_interval],
-        np.array(sd.veh.history.speed_ach_meters_per_second),
+        df["cyc.time_seconds"],
+        df["veh.history.speed_ach_meters_per_second"],
         label="f3",
     )
     ax[-1].plot(
@@ -428,15 +367,74 @@ def get_uni_cycler():
     )
     return uni_cycler
 
+# `fastsim3` -- load vehicle and cycle, build simulation, and run 
+# %%
+
+# load 2016 Toyota Prius Two from file
+veh = fsim.Vehicle.from_resource("2016_TOYOTA_Prius_Two.yaml")
+
+veh_no_save = veh.copy()
+fsim.set_param_from_path(veh_no_save, "save_interval", None)
+
+# Set `save_interval` at vehicle level -- cascades to all sub-components with time-varying states
+fsim.set_param_from_path(veh, "save_interval", 1)
+
+# load cycle from file
+# TODO make it so that the cycles in resources have `name` populated
+cyc = fsim.Cycle.from_resource("udds.csv")
+
+# instantiate `SimDrive` simulation object
+sd0 = fsim.SimDrive(veh, cyc)
+sd = sd0.copy()
+
+# simulation start time
+t0 = time.perf_counter()
+# run simulation
+if DEBUG_LOG:
+    with fsim.utils.with_logging():
+        sd.walk()
+else:
+    sd.walk()
+# simulation end time
+t1 = time.perf_counter()
+t_fsim3_si1 = t1 - t0
+print(f"fastsim-3 `sd.walk()` elapsed time with `save_interval` of 1:\n{t_fsim3_si1:.2e} s")
+
+# TODO: change arg to default
+df = sd.to_dataframe(allow_partial=True)
+
+# instantiate `SimDrive` simulation object
+sd_no_save = fsim.SimDrive(veh_no_save, cyc)
+
+# simulation start time
+t0 = time.perf_counter()
+# run simulation
+sd_no_save.walk()
+# simulation end time
+t1 = time.perf_counter()
+t_fsim3_si_none = t1 - t0
+print(f"fastsim-3 `sd.walk()` elapsed time with `save_interval` of None:\n{t_fsim3_si_none:.2e} s")
+
+# `fastsim-2` benchmarking
+# %%
+
+sd2 = sd0.to_fastsim2()
+t0 = time.perf_counter()
+with fsim.utils.without_logging(): # suppresses known warning
+    sd2.sim_drive()
+t1 = time.perf_counter()
+t_fsim2 = t1 - t0
+print(f"fastsim-2 `sd.walk()` elapsed time: {t_fsim2:.2e} s")
+print("`fastsim-3` speedup relative to `fastsim-2` (should be greater than 1) for `save_interval` of 1:")
+print(f"{t_fsim2/t_fsim3_si1:.3g}x")
+print("`fastsim-3` speedup relative to `fastsim-2` (should be greater than 1) for `save_interval` of `None`:")
+print(f"{t_fsim2/t_fsim3_si_none:.3g}x")
+# Visualize results
+
+# %%
 if SHOW_PLOTS:
     fig, ax = plot_road_loads()
     fig, ax = plot_fc_pwr()
     fig, ax = plot_fc_energy()
     fig, ax = plot_res_pwr()
     fig, ax = plot_res_energy()
-    
-
-
-
-
-# %%
diff --git a/python/fastsim/demos/demo_variable_paths.py b/python/fastsim/demos/demo_variable_paths.py
index bba00e18..583f1488 100644
--- a/python/fastsim/demos/demo_variable_paths.py
+++ b/python/fastsim/demos/demo_variable_paths.py
@@ -7,7 +7,7 @@
 import polars as pl
 
 # load 2012 Ford Fusion from file
-veh = fsim.Vehicle.from_resource("2016_TOYOTA_Prius_Two.yaml")
+veh = fsim.Vehicle.from_resource("2012_Ford_Fusion.yaml")
 
 # Set `save_interval` at vehicle level -- cascades to all sub-components with time-varying states
 fsim.set_param_from_path(veh, "save_interval", 1)
diff --git a/python/fastsim/demos/test_demos.py b/python/fastsim/demos/test_demos.py
index 4da5b4ac..794a1252 100644
--- a/python/fastsim/demos/test_demos.py
+++ b/python/fastsim/demos/test_demos.py
@@ -12,4 +12,11 @@ def demo_paths():
     "demo_path", demo_paths(), ids=[dp.name for dp in demo_paths()])
 def test_demo(demo_path: Path):
     os.environ['SHOW_PLOTS'] = "false"
-    exec(open(demo_path).read())
+    rslt = subprocess.run(
+        ["python", demo_path],
+        stdout=subprocess.PIPE,
+        stderr=subprocess.PIPE,
+        text=True
+    )
+
+    assert rslt.returncode == 0, rslt.stderr
diff --git a/python/fastsim/resources/demos/demo_variable_paths/to_dataframe_expected.csv b/python/fastsim/resources/demos/demo_variable_paths/to_dataframe_expected.csv
index 6471ffac..dc3dff82 100644
--- a/python/fastsim/resources/demos/demo_variable_paths/to_dataframe_expected.csv
+++ b/python/fastsim/resources/demos/demo_variable_paths/to_dataframe_expected.csv
@@ -1,1371 +1,1371 @@
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+1361,22450.0,21750.0,0.12,0.0,5307030.08122548,700.0,952700.0,6999.999999999999,27226709.15590994,6999.999999999999,21919679.074684486,true,1361,21750.0,0.0,-4366.572779078231,2703855.591685033,700.0,952700.0,182.93630428863926,1313384.2241808276,-5257.758376254,39474.264050407124,0.0,0.0,806.9375518510693,1350256.1705097072,-98.68825896393952,740.9329440872982,-0.0,-5307030.08122548,true,true,6.92923242,11972.23836553195,0.0,1.2,1361.0,6.92923242,11972.23836553195,0.0,121.92,0.0
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+1363,22450.0,21750.0,0.12,0.0,5307030.08122548,700.0,954100.0,6999.999999999999,27240709.15590994,6999.999999999999,21933679.074684486,true,1363,21750.0,0.0,-11836.521011797915,2685499.3279124014,700.0,954100.0,87.2308274772259,1313614.778049232,-12322.871194724332,19880.89885629375,0.0,0.0,630.419962403038,1351630.486027738,-231.3006069538478,373.1649791338838,-0.0,-5307030.08122548,true,true,4.917519782,11983.41454685495,0.0,1.2,1363.0,4.917519782,11983.41454685495,0.0,121.92,0.0
+1364,22450.0,21750.0,0.12,0.0,5307030.08122548,700.0,954800.0,6999.999999999999,27247709.15590994,6999.999999999999,21940679.074684486,true,1364,21750.0,0.0,-9023.759157620849,2676475.5687547806,700.0,954800.0,38.29223971615087,1313653.070288948,-9365.382107461242,10515.516748832506,0.0,0.0,479.1191713992332,1352109.6051991372,-175.78846127499014,197.37651785889364,-0.0,-5307030.08122548,true,true,3.576378023,11986.990924877951,0.0,1.2,1364.0,3.576378023,11986.990924877951,0.0,121.92,0.0
+1365,22450.0,21750.0,0.12,0.0,5307030.08122548,700.0,955500.0,6999.999999999999,27254709.15590994,6999.999999999999,21947679.074684486,true,1365,21750.0,0.0,-5840.993922049188,2670634.5748327314,700.0,955500.0,12.840199152361858,1313665.9104881005,-6072.710922259745,4442.805826572761,0.0,0.0,332.8617401181184,1352442.4669392554,-113.98493905992348,83.39157879897016,-0.0,-5307030.08122548,true,true,2.324645715,11989.315570592951,0.0,1.2,1365.0,2.324645715,11989.315570592951,0.0,121.92,0.0
+1366,22450.0,21750.0,0.12,0.0,5307030.08122548,700.0,956200.0,6999.999999999999,27261709.15590994,6999.999999999999,21954679.074684486,true,1366,21750.0,0.0,-3283.2983541687277,2667351.2764785625,700.0,956200.0,2.548720086007173,1313668.4592081865,-3415.8998944142895,1026.9059321584718,0.0,0.0,194.16934839283448,1352636.6362876482,-64.11652823327952,19.275050565690634,-0.0,-5307030.08122548,true,true,1.117618132,11990.433188724952,0.0,1.2,1366.0,1.117618132,11990.433188724952,0.0,121.92,0.0
+1367,22450.0,21750.0,0.12,0.0,5307030.08122548,700.0,956900.0,6999.999999999999,27268709.15590994,6999.999999999999,21961679.074684486,true,1367,21750.0,0.0,-983.0517556735282,2666368.224722889,700.0,956900.0,0.08723082740698028,1313668.546439014,-1026.9059321586267,-1.5484147297684103e-10,0.0,0.0,63.04199622338156,1352699.6782838716,-19.275050565690066,5.684341886080801e-13,-0.0,-5307030.08122548,true,true,0.0,11990.433188724952,0.0,1.2,1367.0,0.0,11990.433188724952,0.0,121.92,0.0
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diff --git a/python/fastsim/resources/demos/demo_variable_paths/variable_path_list_expected.txt b/python/fastsim/resources/demos/demo_variable_paths/variable_path_list_expected.txt
index d83991ec..a3e861fc 100644
--- a/python/fastsim/resources/demos/demo_variable_paths/variable_path_list_expected.txt
+++ b/python/fastsim/resources/demos/demo_variable_paths/variable_path_list_expected.txt
@@ -1,134 +1,44 @@
 ['veh']['year']
-['veh']['pt_type']['HybridElectricVehicle']['res']['state']['pwr_cat_max']
-['veh']['pt_type']['HybridElectricVehicle']['res']['state']['pwr_prop_max']
-['veh']['pt_type']['HybridElectricVehicle']['res']['state']['pwr_regen_max']
-['veh']['pt_type']['HybridElectricVehicle']['res']['state']['pwr_disch_max']
-['veh']['pt_type']['HybridElectricVehicle']['res']['state']['pwr_charge_max']
-['veh']['pt_type']['HybridElectricVehicle']['res']['state']['i']
-['veh']['pt_type']['HybridElectricVehicle']['res']['state']['soc']
-['veh']['pt_type']['HybridElectricVehicle']['res']['state']['eff']
-['veh']['pt_type']['HybridElectricVehicle']['res']['state']['soh']
-['veh']['pt_type']['HybridElectricVehicle']['res']['state']['pwr_out_electrical']
-['veh']['pt_type']['HybridElectricVehicle']['res']['state']['pwr_out_propulsion']
-['veh']['pt_type']['HybridElectricVehicle']['res']['state']['pwr_aux']
-['veh']['pt_type']['HybridElectricVehicle']['res']['state']['pwr_loss']
-['veh']['pt_type']['HybridElectricVehicle']['res']['state']['pwr_out_chemical']
-['veh']['pt_type']['HybridElectricVehicle']['res']['state']['energy_out_electrical']
-['veh']['pt_type']['HybridElectricVehicle']['res']['state']['energy_out_propulsion']
-['veh']['pt_type']['HybridElectricVehicle']['res']['state']['energy_aux']
-['veh']['pt_type']['HybridElectricVehicle']['res']['state']['energy_loss']
-['veh']['pt_type']['HybridElectricVehicle']['res']['state']['energy_out_chemical']
-['veh']['pt_type']['HybridElectricVehicle']['res']['state']['max_soc']
-['veh']['pt_type']['HybridElectricVehicle']['res']['state']['min_soc']
-['veh']['pt_type']['HybridElectricVehicle']['res']['state']['temperature_celsius']
-['veh']['pt_type']['HybridElectricVehicle']['res']['mass_kilograms']
-['veh']['pt_type']['HybridElectricVehicle']['res']['specific_energy_joules_per_kilogram']
-['veh']['pt_type']['HybridElectricVehicle']['res']['pwr_out_max_watts']
-['veh']['pt_type']['HybridElectricVehicle']['res']['energy_capacity_joules']
-['veh']['pt_type']['HybridElectricVehicle']['res']['min_soc']
-['veh']['pt_type']['HybridElectricVehicle']['res']['max_soc']
-['veh']['pt_type']['HybridElectricVehicle']['res']['soc_hi_ramp_start']
-['veh']['pt_type']['HybridElectricVehicle']['res']['soc_lo_ramp_start']
-['veh']['pt_type']['HybridElectricVehicle']['res']['save_interval']
-['veh']['pt_type']['HybridElectricVehicle']['res']['history']['pwr_cat_max']
-['veh']['pt_type']['HybridElectricVehicle']['res']['history']['pwr_prop_max']
-['veh']['pt_type']['HybridElectricVehicle']['res']['history']['pwr_regen_max']
-['veh']['pt_type']['HybridElectricVehicle']['res']['history']['pwr_disch_max']
-['veh']['pt_type']['HybridElectricVehicle']['res']['history']['pwr_charge_max']
-['veh']['pt_type']['HybridElectricVehicle']['res']['history']['i']
-['veh']['pt_type']['HybridElectricVehicle']['res']['history']['soc']
-['veh']['pt_type']['HybridElectricVehicle']['res']['history']['eff']
-['veh']['pt_type']['HybridElectricVehicle']['res']['history']['soh']
-['veh']['pt_type']['HybridElectricVehicle']['res']['history']['pwr_out_electrical']
-['veh']['pt_type']['HybridElectricVehicle']['res']['history']['pwr_out_propulsion']
-['veh']['pt_type']['HybridElectricVehicle']['res']['history']['pwr_aux']
-['veh']['pt_type']['HybridElectricVehicle']['res']['history']['pwr_loss']
-['veh']['pt_type']['HybridElectricVehicle']['res']['history']['pwr_out_chemical']
-['veh']['pt_type']['HybridElectricVehicle']['res']['history']['energy_out_electrical']
-['veh']['pt_type']['HybridElectricVehicle']['res']['history']['energy_out_propulsion']
-['veh']['pt_type']['HybridElectricVehicle']['res']['history']['energy_aux']
-['veh']['pt_type']['HybridElectricVehicle']['res']['history']['energy_loss']
-['veh']['pt_type']['HybridElectricVehicle']['res']['history']['energy_out_chemical']
-['veh']['pt_type']['HybridElectricVehicle']['res']['history']['max_soc']
-['veh']['pt_type']['HybridElectricVehicle']['res']['history']['min_soc']
-['veh']['pt_type']['HybridElectricVehicle']['res']['history']['temperature_celsius']
-['veh']['pt_type']['HybridElectricVehicle']['fs']['pwr_out_max_watts']
-['veh']['pt_type']['HybridElectricVehicle']['fs']['pwr_ramp_lag_seconds']
-['veh']['pt_type']['HybridElectricVehicle']['fs']['energy_capacity_joules']
-['veh']['pt_type']['HybridElectricVehicle']['fc']['state']['i']
-['veh']['pt_type']['HybridElectricVehicle']['fc']['state']['pwr_prop_max']
-['veh']['pt_type']['HybridElectricVehicle']['fc']['state']['eff']
-['veh']['pt_type']['HybridElectricVehicle']['fc']['state']['pwr_propulsion']
-['veh']['pt_type']['HybridElectricVehicle']['fc']['state']['energy_propulsion']
-['veh']['pt_type']['HybridElectricVehicle']['fc']['state']['pwr_aux']
-['veh']['pt_type']['HybridElectricVehicle']['fc']['state']['energy_aux']
-['veh']['pt_type']['HybridElectricVehicle']['fc']['state']['pwr_fuel']
-['veh']['pt_type']['HybridElectricVehicle']['fc']['state']['energy_fuel']
-['veh']['pt_type']['HybridElectricVehicle']['fc']['state']['pwr_loss']
-['veh']['pt_type']['HybridElectricVehicle']['fc']['state']['energy_loss']
-['veh']['pt_type']['HybridElectricVehicle']['fc']['state']['fc_on']
-['veh']['pt_type']['HybridElectricVehicle']['fc']['mass_kilograms']
-['veh']['pt_type']['HybridElectricVehicle']['fc']['specific_pwr_watts_per_kilogram']
-['veh']['pt_type']['HybridElectricVehicle']['fc']['pwr_out_max_watts']
-['veh']['pt_type']['HybridElectricVehicle']['fc']['pwr_out_max_init_watts']
-['veh']['pt_type']['HybridElectricVehicle']['fc']['pwr_ramp_lag_seconds']
-['veh']['pt_type']['HybridElectricVehicle']['fc']['eff_interp']['Interp1D']['x']
-['veh']['pt_type']['HybridElectricVehicle']['fc']['eff_interp']['Interp1D']['f_x']
-['veh']['pt_type']['HybridElectricVehicle']['fc']['pwr_idle_fuel_watts']
-['veh']['pt_type']['HybridElectricVehicle']['fc']['save_interval']
-['veh']['pt_type']['HybridElectricVehicle']['fc']['history']['i']
-['veh']['pt_type']['HybridElectricVehicle']['fc']['history']['pwr_prop_max']
-['veh']['pt_type']['HybridElectricVehicle']['fc']['history']['eff']
-['veh']['pt_type']['HybridElectricVehicle']['fc']['history']['pwr_propulsion']
-['veh']['pt_type']['HybridElectricVehicle']['fc']['history']['energy_propulsion']
-['veh']['pt_type']['HybridElectricVehicle']['fc']['history']['pwr_aux']
-['veh']['pt_type']['HybridElectricVehicle']['fc']['history']['energy_aux']
-['veh']['pt_type']['HybridElectricVehicle']['fc']['history']['pwr_fuel']
-['veh']['pt_type']['HybridElectricVehicle']['fc']['history']['energy_fuel']
-['veh']['pt_type']['HybridElectricVehicle']['fc']['history']['pwr_loss']
-['veh']['pt_type']['HybridElectricVehicle']['fc']['history']['energy_loss']
-['veh']['pt_type']['HybridElectricVehicle']['fc']['history']['fc_on']
-['veh']['pt_type']['HybridElectricVehicle']['em']['state']['i']
-['veh']['pt_type']['HybridElectricVehicle']['em']['state']['eff']
-['veh']['pt_type']['HybridElectricVehicle']['em']['state']['pwr_mech_fwd_out_max']
-['veh']['pt_type']['HybridElectricVehicle']['em']['state']['pwr_mech_bwd_out_max']
-['veh']['pt_type']['HybridElectricVehicle']['em']['state']['pwr_rate_out_max']
-['veh']['pt_type']['HybridElectricVehicle']['em']['state']['pwr_out_req']
-['veh']['pt_type']['HybridElectricVehicle']['em']['state']['energy_out_req']
-['veh']['pt_type']['HybridElectricVehicle']['em']['state']['pwr_elec_prop_in']
-['veh']['pt_type']['HybridElectricVehicle']['em']['state']['energy_elec_prop_in']
-['veh']['pt_type']['HybridElectricVehicle']['em']['state']['pwr_mech_prop_out']
-['veh']['pt_type']['HybridElectricVehicle']['em']['state']['energy_mech_prop_out']
-['veh']['pt_type']['HybridElectricVehicle']['em']['state']['pwr_mech_dyn_brake']
-['veh']['pt_type']['HybridElectricVehicle']['em']['state']['energy_mech_dyn_brake']
-['veh']['pt_type']['HybridElectricVehicle']['em']['state']['pwr_elec_dyn_brake']
-['veh']['pt_type']['HybridElectricVehicle']['em']['state']['energy_elec_dyn_brake']
-['veh']['pt_type']['HybridElectricVehicle']['em']['state']['pwr_loss']
-['veh']['pt_type']['HybridElectricVehicle']['em']['state']['energy_loss']
-['veh']['pt_type']['HybridElectricVehicle']['em']['pwr_out_frac_interp']
-['veh']['pt_type']['HybridElectricVehicle']['em']['eff_interp']
-['veh']['pt_type']['HybridElectricVehicle']['em']['pwr_out_max_watts']
-['veh']['pt_type']['HybridElectricVehicle']['em']['specific_pwr_watts_per_kilogram']
-['veh']['pt_type']['HybridElectricVehicle']['em']['mass_kilograms']
-['veh']['pt_type']['HybridElectricVehicle']['em']['save_interval']
-['veh']['pt_type']['HybridElectricVehicle']['em']['history']['i']
-['veh']['pt_type']['HybridElectricVehicle']['em']['history']['eff']
-['veh']['pt_type']['HybridElectricVehicle']['em']['history']['pwr_mech_fwd_out_max']
-['veh']['pt_type']['HybridElectricVehicle']['em']['history']['pwr_mech_bwd_out_max']
-['veh']['pt_type']['HybridElectricVehicle']['em']['history']['pwr_rate_out_max']
-['veh']['pt_type']['HybridElectricVehicle']['em']['history']['pwr_out_req']
-['veh']['pt_type']['HybridElectricVehicle']['em']['history']['energy_out_req']
-['veh']['pt_type']['HybridElectricVehicle']['em']['history']['pwr_elec_prop_in']
-['veh']['pt_type']['HybridElectricVehicle']['em']['history']['energy_elec_prop_in']
-['veh']['pt_type']['HybridElectricVehicle']['em']['history']['pwr_mech_prop_out']
-['veh']['pt_type']['HybridElectricVehicle']['em']['history']['energy_mech_prop_out']
-['veh']['pt_type']['HybridElectricVehicle']['em']['history']['pwr_mech_dyn_brake']
-['veh']['pt_type']['HybridElectricVehicle']['em']['history']['energy_mech_dyn_brake']
-['veh']['pt_type']['HybridElectricVehicle']['em']['history']['pwr_elec_dyn_brake']
-['veh']['pt_type']['HybridElectricVehicle']['em']['history']['energy_elec_dyn_brake']
-['veh']['pt_type']['HybridElectricVehicle']['em']['history']['pwr_loss']
-['veh']['pt_type']['HybridElectricVehicle']['em']['history']['energy_loss']
-['veh']['pt_type']['HybridElectricVehicle']['mass']
+['veh']['pt_type']['ConventionalVehicle']['fs']['pwr_out_max_watts']
+['veh']['pt_type']['ConventionalVehicle']['fs']['pwr_ramp_lag_seconds']
+['veh']['pt_type']['ConventionalVehicle']['fs']['energy_capacity_joules']
+['veh']['pt_type']['ConventionalVehicle']['fc']['mass_kilograms']
+['veh']['pt_type']['ConventionalVehicle']['fc']['specific_pwr_watts_per_kilogram']
+['veh']['pt_type']['ConventionalVehicle']['fc']['pwr_out_max_watts']
+['veh']['pt_type']['ConventionalVehicle']['fc']['pwr_out_max_init_watts']
+['veh']['pt_type']['ConventionalVehicle']['fc']['pwr_ramp_lag_seconds']
+['veh']['pt_type']['ConventionalVehicle']['fc']['eff_interp_from_pwr_out']['Interp1D']['x']
+['veh']['pt_type']['ConventionalVehicle']['fc']['eff_interp_from_pwr_out']['Interp1D']['f_x']
+['veh']['pt_type']['ConventionalVehicle']['fc']['pwr_idle_fuel_watts']
+['veh']['pt_type']['ConventionalVehicle']['fc']['save_interval']
+['veh']['pt_type']['ConventionalVehicle']['fc']['state']['i']
+['veh']['pt_type']['ConventionalVehicle']['fc']['state']['pwr_out_max_watts']
+['veh']['pt_type']['ConventionalVehicle']['fc']['state']['pwr_prop_max_watts']
+['veh']['pt_type']['ConventionalVehicle']['fc']['state']['eff']
+['veh']['pt_type']['ConventionalVehicle']['fc']['state']['pwr_propulsion_watts']
+['veh']['pt_type']['ConventionalVehicle']['fc']['state']['energy_propulsion_joules']
+['veh']['pt_type']['ConventionalVehicle']['fc']['state']['pwr_aux_watts']
+['veh']['pt_type']['ConventionalVehicle']['fc']['state']['energy_aux_joules']
+['veh']['pt_type']['ConventionalVehicle']['fc']['state']['pwr_fuel_watts']
+['veh']['pt_type']['ConventionalVehicle']['fc']['state']['energy_fuel_joules']
+['veh']['pt_type']['ConventionalVehicle']['fc']['state']['pwr_loss_watts']
+['veh']['pt_type']['ConventionalVehicle']['fc']['state']['energy_loss_joules']
+['veh']['pt_type']['ConventionalVehicle']['fc']['state']['fc_on']
+['veh']['pt_type']['ConventionalVehicle']['fc']['history']['i']
+['veh']['pt_type']['ConventionalVehicle']['fc']['history']['pwr_out_max_watts']
+['veh']['pt_type']['ConventionalVehicle']['fc']['history']['pwr_prop_max_watts']
+['veh']['pt_type']['ConventionalVehicle']['fc']['history']['eff']
+['veh']['pt_type']['ConventionalVehicle']['fc']['history']['pwr_propulsion_watts']
+['veh']['pt_type']['ConventionalVehicle']['fc']['history']['energy_propulsion_joules']
+['veh']['pt_type']['ConventionalVehicle']['fc']['history']['pwr_aux_watts']
+['veh']['pt_type']['ConventionalVehicle']['fc']['history']['energy_aux_joules']
+['veh']['pt_type']['ConventionalVehicle']['fc']['history']['pwr_fuel_watts']
+['veh']['pt_type']['ConventionalVehicle']['fc']['history']['energy_fuel_joules']
+['veh']['pt_type']['ConventionalVehicle']['fc']['history']['pwr_loss_watts']
+['veh']['pt_type']['ConventionalVehicle']['fc']['history']['energy_loss_joules']
+['veh']['pt_type']['ConventionalVehicle']['fc']['history']['fc_on']
+['veh']['pt_type']['ConventionalVehicle']['mass']
+['veh']['pt_type']['ConventionalVehicle']['alt_eff']
 ['veh']['chassis']['drag_coef']
 ['veh']['chassis']['frontal_area_square_meters']
 ['veh']['chassis']['wheel_rr_coef']
@@ -144,55 +54,55 @@
 ['veh']['trans_eff']
 ['veh']['save_interval']
 ['veh']['state']['i']
-['veh']['state']['pwr_prop_pos_max']
-['veh']['state']['pwr_prop_neg_max']
-['veh']['state']['pwr_tractive']
-['veh']['state']['energy_tractive']
-['veh']['state']['pwr_aux']
-['veh']['state']['energy_aux']
-['veh']['state']['pwr_drag']
-['veh']['state']['energy_drag']
-['veh']['state']['pwr_accel']
-['veh']['state']['energy_accel']
-['veh']['state']['pwr_ascent']
-['veh']['state']['energy_ascent']
-['veh']['state']['pwr_rr']
-['veh']['state']['energy_rr']
-['veh']['state']['pwr_whl_inertia']
-['veh']['state']['energy_whl_inertia']
-['veh']['state']['pwr_brake']
-['veh']['state']['energy_brake']
+['veh']['state']['pwr_prop_fwd_max_watts']
+['veh']['state']['pwr_prop_bwd_max_watts']
+['veh']['state']['pwr_tractive_watts']
+['veh']['state']['energy_tractive_joules']
+['veh']['state']['pwr_aux_watts']
+['veh']['state']['energy_aux_joules']
+['veh']['state']['pwr_drag_watts']
+['veh']['state']['energy_drag_joules']
+['veh']['state']['pwr_accel_watts']
+['veh']['state']['energy_accel_joules']
+['veh']['state']['pwr_ascent_watts']
+['veh']['state']['energy_ascent_joules']
+['veh']['state']['pwr_rr_watts']
+['veh']['state']['energy_rr_joules']
+['veh']['state']['pwr_whl_inertia_watts']
+['veh']['state']['energy_whl_inertia_joules']
+['veh']['state']['pwr_brake_watts']
+['veh']['state']['energy_brake_joules']
 ['veh']['state']['curr_pwr_met']
 ['veh']['state']['all_curr_pwr_met']
-['veh']['state']['speed_ach']
-['veh']['state']['dist']
+['veh']['state']['speed_ach_meters_per_second']
+['veh']['state']['dist_meters']
 ['veh']['state']['grade_curr']
-['veh']['state']['air_density']
+['veh']['state']['air_density_kilograms_per_cubic_meter']
 ['veh']['history']['i']
-['veh']['history']['pwr_prop_pos_max']
-['veh']['history']['pwr_prop_neg_max']
-['veh']['history']['pwr_tractive']
-['veh']['history']['energy_tractive']
-['veh']['history']['pwr_aux']
-['veh']['history']['energy_aux']
-['veh']['history']['pwr_drag']
-['veh']['history']['energy_drag']
-['veh']['history']['pwr_accel']
-['veh']['history']['energy_accel']
-['veh']['history']['pwr_ascent']
-['veh']['history']['energy_ascent']
-['veh']['history']['pwr_rr']
-['veh']['history']['energy_rr']
-['veh']['history']['pwr_whl_inertia']
-['veh']['history']['energy_whl_inertia']
-['veh']['history']['pwr_brake']
-['veh']['history']['energy_brake']
+['veh']['history']['pwr_prop_fwd_max_watts']
+['veh']['history']['pwr_prop_bwd_max_watts']
+['veh']['history']['pwr_tractive_watts']
+['veh']['history']['energy_tractive_joules']
+['veh']['history']['pwr_aux_watts']
+['veh']['history']['energy_aux_joules']
+['veh']['history']['pwr_drag_watts']
+['veh']['history']['energy_drag_joules']
+['veh']['history']['pwr_accel_watts']
+['veh']['history']['energy_accel_joules']
+['veh']['history']['pwr_ascent_watts']
+['veh']['history']['energy_ascent_joules']
+['veh']['history']['pwr_rr_watts']
+['veh']['history']['energy_rr_joules']
+['veh']['history']['pwr_whl_inertia_watts']
+['veh']['history']['energy_whl_inertia_joules']
+['veh']['history']['pwr_brake_watts']
+['veh']['history']['energy_brake_joules']
 ['veh']['history']['curr_pwr_met']
 ['veh']['history']['all_curr_pwr_met']
-['veh']['history']['speed_ach']
-['veh']['history']['dist']
+['veh']['history']['speed_ach_meters_per_second']
+['veh']['history']['dist_meters']
 ['veh']['history']['grade_curr']
-['veh']['history']['air_density']
+['veh']['history']['air_density_kilograms_per_cubic_meter']
 ['cyc']['init_elev_meters']
 ['cyc']['time_seconds']
 ['cyc']['speed_meters_per_second']
@@ -200,6 +110,8 @@
 ['cyc']['grade']
 ['cyc']['elev_meters']
 ['cyc']['pwr_max_chrg_watts']
+['cyc']['grade_interp']['Interp1D']['x']
+['cyc']['grade_interp']['Interp1D']['f_x']
 ['sim_params']['ach_speed_max_iter']
 ['sim_params']['ach_speed_tol']
 ['sim_params']['ach_speed_solver_gain']
diff --git a/python/fastsim/tests/test_speedup.py b/python/fastsim/tests/test_speedup.py
index 3ab9eefd..ac37561a 100644
--- a/python/fastsim/tests/test_speedup.py
+++ b/python/fastsim/tests/test_speedup.py
@@ -52,8 +52,8 @@ def test_conv_speedup():
     # minimum allowed f3 / f2 speed ratio
     # there is some wiggle room on these but we're trying to get 10x speedup
     # relative to fastsim-2 with `save_interval` of `None`
-    min_speed_ratio_si_none = 7.
-    min_speed_ratio_si_1 = 2.5
+    min_speed_ratio_si_none = 7.0
+    min_speed_ratio_si_1 = 3.
     
     # load 2016 Toyota Prius Two from file
     veh = fsim.Vehicle.from_resource("2012_Ford_Fusion.yaml")