90_Geoana_Check_revised.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "92ce73184c4b530c",
   "metadata": {},
   "source": [
    "## Basic library to import"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "initial_id",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-04-02T16:47:37.726874200Z",
     "start_time": "2024-04-02T16:47:33.432339200Z"
    },
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.colors as mcolors\n",
    "from matplotlib.ticker import LogLocator, NullFormatter\n",
    "import pandas as pd\n",
    "from scipy import optimize\n",
    "from scipy import special\n",
    "\n",
    "from scipy.linalg import lu_factor, lu_solve\n",
    "from scipy import optimize\n",
    "from scipy.constants import mu_0, epsilon_0\n",
    "from scipy.special import roots_legendre\n",
    "from scipy.interpolate import InterpolatedUnivariateSpline as iuSpline"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "20273204104884e4",
   "metadata": {},
   "source": [
    "## Specific library to import"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b690c97f181549be",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-04-02T16:47:38.573718200Z",
     "start_time": "2024-04-02T16:47:37.725861700Z"
    },
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "import empymod\n",
    "from geoana.em.tdem import ElectricDipoleWholeSpace\n",
    "from geoana.utils import ndgrid\n",
    "# from geoana_rev.em.tdem import ElectricDipoleWholeSpace as ElectricDipoleWholeSpaceRev\n",
    "# from geoana_rev.utils import ndgrid as ndgridRev\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2001a3b1e11b4d7f",
   "metadata": {},
   "source": [
    "## Forward modelling test: Comparison between empymod, geoana and analytic solution"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "75bae62c",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "75a28f7e-a375-4839-ad7a-3826e94322ce",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-04-02T16:47:38.613294300Z",
     "start_time": "2024-04-02T16:47:38.574730Z"
    }
   },
   "outputs": [],
   "source": [
    "def tem_edp_whl(sigma,t,mu,rec):\n",
    "    \"\"\"\n",
    "    # whole space, transient, E-dipole. \n",
    "    # E-dipole is in x direction\n",
    "    \"\"\"\n",
    "    θ = np.sqrt((mu*sigma)/(4*t))\n",
    "    r = np.linalg.norm(rec,2)\n",
    "\n",
    "    h= np.zeros((np.shape(t)[0],3))\n",
    "    hamp = 2/np.sqrt(np.pi)*θ*r*np.exp(-(r**2)*(θ**2)) + special.erfc(θ*r)\n",
    "    hamp = 1-hamp\n",
    "    hamp /= (4*np.pi*(r**2))\n",
    "    h[:,1] = -rec[2]/r*hamp\n",
    "    h[:,2] = -rec[1]/r*hamp\n",
    "    \n",
    "    dhdt= np.zeros((np.shape(t)[0],3))\n",
    "    dhamp = (θ**3)*r/(2*t*np.pi**1.5)*np.exp(-(θ**2)*(r**2))\n",
    "    dhdt[:,1] = -rec[2]/r*dhamp\n",
    "    dhdt[:,2] = -rec[1]/r*dhamp\n",
    "    return h,dhdt\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "792309ea-475a-4ffb-9d27-d5e7f190a017",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-04-02T16:47:52.244119800Z",
     "start_time": "2024-04-02T16:47:52.215231900Z"
    }
   },
   "outputs": [],
   "source": [
    "res_air = 1e-14\n",
    "res_sea = 1/3\n",
    "depth = np.r_[0]\n",
    "res = np.r_[res_air,res_sea]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d13b1cc4-74d7-4843-b003-6feb47ece5a2",
   "metadata": {},
   "source": [
    "Use 1.75 m as distance between receiver and dipole  \n",
    "3.5m rectangular loop which is inspired by JOGMEC survey  \n",
    "K.Nakayama(2019)  \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f9cf9612-0d11-4e03-92e0-959378709dd1",
   "metadata": {},
   "outputs": [],
   "source": [
    "src1 = np.r_[0. , 0. ,1000]\n",
    "rec1 = np.r_[1.75 , 0., 1000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "4b2a515b-e044-4807-acba-2cdc8c5ffdf2",
   "metadata": {},
   "outputs": [],
   "source": [
    "t = np.logspace(-7,-2,51)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c52cd988-47ac-4130-8b5f-38ec6737f492",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "model_base = {\n",
    "    'src':  src1,\n",
    "    'rec':   rec1,\n",
    "    'depth': depth,\n",
    "    'res': res,\n",
    "    'freqtime': t,\n",
    "    'signal': -1,\n",
    "    'verb': 0,\n",
    "    'ab': 62\n",
    "}\n",
    "\n",
    "empymod_b= -mu_0*empymod.dipole(**model_base)\n",
    "\n",
    "model_base = {\n",
    "    'src':  src1,\n",
    "    'rec':   rec1,\n",
    "    'depth': depth,\n",
    "    'res': res,\n",
    "    'freqtime': t,\n",
    "    'signal': 0,\n",
    "    'verb': 0,\n",
    "    'ab': 62\n",
    "}\n",
    "\n",
    "empymod_dbdt= -mu_0*empymod.dipole(**model_base)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "7da9067c-1739-4305-86cd-48e1889373d4",
   "metadata": {},
   "outputs": [],
   "source": [
    "location = np.r_[0.,0.,0.]\n",
    "orientation = np.r_[1., 0., 0.]\n",
    "current = 1.\n",
    "sigma = 1/res_sea\n",
    "sim = ElectricDipoleWholeSpace(\n",
    "    time=t, location=location, orientation=orientation,\n",
    "    current=current, sigma=sigma,mu=mu_0\n",
    ")\n",
    "xyz = ndgrid(np.r_[0.0], np.r_[-1.75], np.r_[0.0])\n",
    "#xyz = ndgrid(np.linspace(-10, 10, 20), np.linspace(-10, 10, 20), np.array([0]))\n",
    "geoana_b    = -sim.magnetic_flux_density(xyz)[:,2]\n",
    "geoana_dbdt = -sim.magnetic_flux_density_time_deriv(xyz)[:,2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "1a20094a",
   "metadata": {},
   "outputs": [],
   "source": [
    "rec2 = np.r_[0, -1.75, 0.]\n",
    "sigma = 1/res_sea\n",
    "hohmann_b_tmp, hohmann_dbdt_tmp = tem_edp_whl(sigma,t,mu_0, rec2)\n",
    "hohmann_b = mu_0*hohmann_b_tmp[:,2]\n",
    "hohmann_dbdt  = mu_0*hohmann_dbdt_tmp[:,2]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2e21e3b0",
   "metadata": {},
   "source": [
    "import results of original geoana data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "f99b6c35",
   "metadata": {},
   "outputs": [],
   "source": [
    "time_org =  np.load('90_t.npy')\n",
    "geoana_b_org =  np.load('90_geoana_b.npy')\n",
    "geoana_dbdt_org =  np.load('90_geoana_dbdt.npy')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "2454834a-a086-43b0-af58-05d32f7a40ee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x900 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig ,ax = plt.subplots(2,1,figsize=(10,9))\n",
    "ax[0].loglog(time_org, geoana_b_org,\"k-\",label=\"geoana original\")\n",
    "ax[0].loglog(t, geoana_b,\"r-\",linewidth=2.,label=\"geoana corrected\")\n",
    "ax[0].loglog(t, hohmann_b,\"g*\",markersize=4.,label=\"Hohmann\")\n",
    "ax[0].loglog(t ,empymod_b,\"b+\",markersize=4.,label=\"empymod\")\n",
    "ax[0].set_title(\"b field \")\n",
    "ax[1].loglog(time_org, geoana_dbdt_org,\"k-\",label=\"geoana original\")\n",
    "ax[1].loglog(t, geoana_dbdt,\"r-\",label=\"geoana\")\n",
    "#ax[1].loglog(t, -geoana_dbdt_rev,\"r\",markersize=2.,label=\"geoana corrected\")\n",
    "ax[1].loglog(t, hohmann_dbdt,\"g*\",markersize=4.,label=\"Hohmann\")\n",
    "ax[1].loglog(t, empymod_dbdt,\"b+\",markersize=4., label=\"empymod\")\n",
    "ax[1].set_title(\"dbdt field\")\n",
    "\n",
    "for a in ax :\n",
    "    a.grid()\n",
    "    a.legend()\n",
    "    a.set_xlabel(\"time(sec)\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1ae6521b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "6ee294f0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "location [0. 0. 0.]\n",
      "orientation [1. 0. 0.]\n",
      "current 1.0\n",
      "length1.0\n",
      "sigma3.0\n",
      "mu1.25663706212e-06\n",
      "distance[1.75]\n",
      "vector distance[[ 0.   -1.75  0.  ]]\n"
     ]
    }
   ],
   "source": [
    "print(f'location {sim.location}')\n",
    "print(f'orientation {sim.orientation}')\n",
    "print(f'current {sim.current}')\n",
    "print(f'length{sim.length}')\n",
    "print(f'sigma{sim.sigma}')\n",
    "print(f'mu{sim.mu}')\n",
    "print(f'distance{sim.distance(xyz)}')\n",
    "print(f'vector distance{sim.vector_distance(xyz)}')\n",
    "#print(sim.diffusion_distance)\n",
    "#print(sim.theta)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "0c13c108",
   "metadata": {},
   "outputs": [],
   "source": [
    "dxyz = sim.vector_distance(xyz)\n",
    "r = sim.distance(dxyz)\n",
    "\n",
    "n_loc = len(r)\n",
    "n_time = len(sim.time)\n",
    "\n",
    "theta_r = np.outer(sim.theta, r)\n",
    "tile_r = np.outer(np.ones(n_time), r)\n",
    "\n",
    "term_1 = (\n",
    "    sim.current * sim.length / (4 * np.pi * tile_r**2) * (\n",
    "        -  2 / np.sqrt(np.pi) * theta_r * np.exp(-theta_r**2) + special.erf(theta_r)\n",
    "    )\n",
    ").reshape((n_time, n_loc, 1))\n",
    "#r = sim repeat_scalar(r)\n",
    "term_2 = (sim.cross_orientation(xyz) / r).reshape((1, n_loc, 3))\n",
    "\n",
    "geoana_b_tst= - (np.tile(term_1, (1, 1, 3)) * np.tile(term_2, (n_time, 1, 1))).squeeze()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "30c47f09",
   "metadata": {},
   "outputs": [],
   "source": [
    "theta3_r = np.outer(sim.theta**3, r)\n",
    "tile_t = np.outer(sim.time, np.ones(n_loc))\n",
    "\n",
    "term_1 = (\n",
    "sim.current * sim.length * theta3_r /\n",
    "(2 * np.sqrt(np.pi)**3 * tile_t)  * \n",
    "np.exp(-theta_r**2)\n",
    ").reshape((n_time, n_loc, 1))\n",
    "\n",
    "#r = repeat_scalar(r)\n",
    "term_2 = (sim.cross_orientation(xyz) / r).reshape((1, n_loc, 3))\n",
    "\n",
    "geoana_dbdt_tmp= - (np.tile(term_1, (1, 1, 3)) * np.tile(term_2, (n_time, 1, 1))).squeeze()\n"
   ]
  }
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