-
Notifications
You must be signed in to change notification settings - Fork 3
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
- Loading branch information
Showing
1 changed file
with
41 additions
and
2 deletions.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -1,7 +1,46 @@ | ||
[![codecov](https://codecov.io/github/enigne/PINNICLE/graph/badge.svg?token=S7REK0IKJH)](https://codecov.io/github/enigne/PINNICLE) | ||
[![Documentation Status](https://readthedocs.org/projects/pinnicle/badge/?version=latest)](https://pinnicle.readthedocs.io/en/latest/?badge=latest) | ||
|
||
# PINNICLE | ||
Physics Informed Neural Networks for Ice and CLimatE | ||
|
||
[![codecov](https://codecov.io/github/enigne/PINNICLE/graph/badge.svg?token=S7REK0IKJH)](https://codecov.io/github/enigne/PINNICLE) | ||
[![Documentation Status](https://readthedocs.org/projects/pinnicle/badge/?version=latest)](https://pinnicle.readthedocs.io/en/latest/?badge=latest) | ||
|
||
A Python library for solving ice sheet modeling problems using a unified framework with Physics Informed Neural Networks | ||
|
||
|
||
--- | ||
**NOTE** | ||
|
||
This project is under active development. | ||
|
||
--- | ||
**Documentation**: [pinnicle.readthedocs.io](https://pinnicle.readthedocs.io) | ||
|
||
![](docs/images/pinn.png) | ||
|
||
## Physics | ||
|
||
- Momentum Conservation (stress balance): | ||
- Shelfy Stream Approximation (SSA) | ||
- MOno-Layer Higher-Order (MOLHO) ice flow model | ||
|
||
- Mass Conservation (mass balance): | ||
- Thickness evolution | ||
|
||
- Coupuling: | ||
- stress balance + mass balance | ||
|
||
|
||
## Data format | ||
|
||
- `ISSM <https://issm.jpl.nasa.gov>`_ ``model()`` type, directly saved from ISSM by ``saveasstruct(md, filename)`` | ||
- Scattered data | ||
|
||
|
||
## More | ||
|
||
- [Install and Setup](https://pinnicle.readthedocs.io/en/latest/installation.html#installation) | ||
- [An example of stress balance](https://pinnicle.readthedocs.io/en/latest/examples/pinn.ssa.html) | ||
- [An example of mass balance](https://pinnicle.readthedocs.io/en/latest/examples/pinn.mc.html) | ||
- [An example of coupling stress balance with mass balance](https://pinnicle.readthedocs.io/en/latest/examples/pinn.mcssa.html) | ||
|