{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Forward simulation the 1D Magnetotelluric (MT) problem\n",
    "\n",
    "In the [previous notebook](./MT1D_Simulation.ipynb), we walked through how to discretize and solve the 1D Magnetotelluric (MT) problem using a finite difference approach. In this notebook, we will use the numerical simulation to simulate MT data and explore concepts including\n",
    "- **Mesh Design**: we will compare our numerical result to an analytic and see what happens when cell sizes are too large, or the domain doesn't extend far enough\n",
    "- **Non-uniqueness**: prior to inverting geophysical data, it is important to set expectations on what we hope to recover from those data. Forward modelling is a powerful tool for getting a handle on this. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import scipy.sparse as sp\n",
    "import matplotlib.pyplot as plt\n",
    "from SimPEG import Mesh, Utils, Solver\n",
    "from scipy.constants import mu_0, epsilon_0\n",
    "import matplotlib\n",
    "matplotlib.rcParams[\"font.size\"] = 13\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the [previous notebook](./MT1D_Simulation), we generated the function `simulateMT` in the file `MTforward.py`, we will import that and use it in this notebook. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from MTforward import simulateMT"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Set up Model Parameters\n",
    "\n",
    "To define an MT simulation, we will set up a conductivity model a frequency range over which we wish to simulate. We will use:\n",
    "- a background resistivity of $\\rho = 100 \\Omega m$ ($10^{-2} Sm$)\n",
    "- 25 frequencies between $10^{-3}$ Hz and 100 Hz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "rho_half = 100.  # Resistivity of the halfspace in Ohm-m\n",
    "sigma_half = 1./rho_half  # Conductivity is the inverse of conductivity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "frequency = np.logspace(-3, 2, 25)  # frequencies at which to simulate the MT problem"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Skin depth and Mesh Design\n",
    "\n",
    "When setting up a mesh, we want to make sure our fine cells are fine enough to capture the behaviour at the highest frequencies and that the domain extends far enough so that the fields have sufficiently decayed by the time they reach the boundary. To gauge this, we will examine the [skin depth](http://em.geosci.xyz/content/maxwell1_fundamentals/plane_waves_in_homogeneous_media/frequency/analytic_solution.html#attenuation-and-skin-depth) at the highest and lowest frequencies. Skin depth ($\\delta$) is the distance at which the amplitude of an EM wave propagating through a homogeneous medium will have decayed by a factor of $1/e$\n",
    "\n",
    "**Skin Depth**\n",
    "$$\n",
    "\\delta = \\frac{500}{\\sqrt{\\sigma f}}\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def skin_depth(sigma, f):\n",
    "    \"\"\"\n",
    "    Depth at which the fields propagating through a homogeneous \n",
    "    medium have decayed by a factor of 1/e for a given \n",
    "    frequency, f and conductivity, sigma\n",
    "    \"\"\"\n",
    "    return 500./np.sqrt(sigma * f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The minimum skin depth is 500.00m\n",
      "The maximum skin depth is 1.58e+05m\n"
     ]
    }
   ],
   "source": [
    "skin_depth_min = skin_depth(sigma_half, frequency.max())\n",
    "skin_depth_max = skin_depth(sigma_half, frequency.min())\n",
    "\n",
    "print(\"The minimum skin depth is {:1.2f}m\".format(skin_depth_min))\n",
    "print(\"The maximum skin depth is {:1.2e}m\".format(skin_depth_max))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Mesh parameters\n",
    "\n",
    "We start by choosing a mesh with parameters as follows: \n",
    "- smallest cell size: \n",
    "$$\\Delta z_{\\rm core} = \\delta_{\\rm min} / 4$$\n",
    "\n",
    "- domain extent: \n",
    "$$z_{\\rm max} = 2 \\delta_{\\rm max} $$\n",
    "\n",
    "For this example, we will be exploring model variations within the top 5km, so we will extend the core region (the region of the having uniform cells with width $\\Delta z_{\\rm core}$) of the mesh to a depth of 5km. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The smallest cell size is 125.00m\n",
      "The core region of the mesh extends 5.00e+03m\n",
      "The mesh should extend at least 3.16e+05m\n"
     ]
    }
   ],
   "source": [
    "cs = skin_depth_min / 4.\n",
    "core_extent = 5000. \n",
    "domain_extent = 2 * skin_depth_max\n",
    "\n",
    "print(\"The smallest cell size is {:1.2f}m\".format(cs))\n",
    "print(\"The core region of the mesh extends {:1.2e}m\".format(core_extent))\n",
    "print(\"The mesh should extend at least {:1.2e}m\".format(domain_extent))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Padding\n",
    "\n",
    "We will use a tensor mesh, which means we can use non-uniform cells for the padding, that is, expanding the width of the cells with depth. We can get away with this because EM fields and fluxes are diffusive and high frequencies will be attenuated as they move through the conductive earth (eg. in seismic, you wouldn't want to do this as the seismic response is  dominated by wave propagaion). \n",
    "\n",
    "We expand by a factor of 1.3 until we are beyond the desired domain extent. Here, we write a small `while` loop to figure out how many padding cells we should use.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "25 padding cells extends 3.82e+05m > 3.16e+05m (2 skin depths)\n"
     ]
    }
   ],
   "source": [
    "npad = 1  # start with 1 cell\n",
    "padding_fact = 1.3  # the amount by which we will expand each cell of the padding\n",
    "\n",
    "def padding_extent(npad):\n",
    "    \"\"\"\n",
    "    given a number of padding cells, this computes how far \n",
    "    the padding extends\n",
    "    \"\"\"\n",
    "    padding_widths = cs*padding_fact**(np.arange(npad) + 1)\n",
    "    return padding_widths.sum()\n",
    "\n",
    "# keep adding padding until we are beyond the desired extent\n",
    "padding_z = padding_extent(npad)\n",
    "while padding_z < domain_extent:\n",
    "    npad+=1\n",
    "    padding_z = padding_extent(npad)\n",
    "    \n",
    "print(\n",
    "    \"{:1.0f} padding cells extends {:1.2e}m > {:1.2e}m \"\n",
    "    \"(2 skin depths)\".format(\n",
    "        npad, padding_extent(npad), domain_extent\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Construct the Tensor mesh\n",
    "\n",
    "Now that we have defined all of the mesh parameters, we use the [Mesh Class in SimPEG](http://docs.simpeg.xyz) to construct a mesh. This will define all of the geometries, provide the necessary differential operators, and some handy functions like plotting. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 40 cells in the mesh. The mest extends 3.87e+05m\n"
     ]
    }
   ],
   "source": [
    "ncz = np.ceil(core_extent / cs)  # number of cells in the core domain\n",
    "hz = [(cs, npad, -1.3), (cs, ncz)]  # define how to construct the cell widths\n",
    "mesh = Mesh.TensorMesh([hz], x0='N')  # construct a 1D Tensor Mesh\n",
    "\n",
    "print(\n",
    "    \"There are {:1.0f} cells in the mesh. The mest extends {:1.2e}m\".format(\n",
    "        ncz, mesh.hx.sum()\n",
    "    )\n",
    ") "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'z (m)')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd163b2f60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the mesh\n",
    "fig, ax = plt.subplots(1,1, figsize=(8, 3))\n",
    "mesh.plotGrid(centers=True, faces=True, ax=ax)\n",
    "ax.legend([\"centers\", \"faces\"])\n",
    "ax.grid(which=\"both\", linewidth=0.5)\n",
    "ax.invert_xaxis()  # so that the surface is on our left hand side\n",
    "ax.set_xlabel('z (m)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Set up a model\n",
    "\n",
    "In the [previous notebook](./MT1D_Simulation.ipynb), we showed that for a half-space, we expect the apparent resistivity computed from impedance data to be the same as the half-space resistivity, and the phase to by $45^\\circ$ across the entire frequency range. \n",
    "\n",
    "What happens when we include a conductive target in our model?\n",
    "\n",
    "Here we will use the following model parameters\n",
    "- Resistivity of the background: $\\rho_{\\text{halfspace}} = 100 \\Omega m$ (which is the same as $\\sigma_{\\text{halfspace}} = 10^{-2} S/m$)\n",
    "- Resistivity of the target: $\\rho_{\\text{target}} = 10 \\Omega m$ (which is the same as $\\sigma_{\\text{halfspace}} = 10^{-1} S/m$)\n",
    "- Thickness of the target layer: 1000m \n",
    "- Depth of the target layer: 2000m "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "rho_target = 10.  # resistivity in Ohm-m\n",
    "depth = 2000.  # depth to the top of the target in m \n",
    "thickness = 1000.  # thickness of the target in m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# put the model on the mesh\n",
    "sigma = 1./rho_half * np.ones(mesh.nC)\n",
    "\n",
    "# find the indices of the layer\n",
    "layer_inds = (\n",
    "    (mesh.vectorCCx<=-depth) & \n",
    "    (mesh.vectorCCx>-(depth+thickness))\n",
    ")\n",
    "sigma[layer_inds] = 1./rho_target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'Conductivity (S/m)')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd166f2eb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the model\n",
    "fig, ax = plt.subplots(1, 1, figsize=(8, 3))\n",
    "\n",
    "# trickery to plot from node to node rather than at cell centers\n",
    "z = np.repeat(mesh.vectorNx[1:-1], 2, axis=0)\n",
    "z = np.r_[mesh.vectorNx[0], z, mesh.vectorNx[-1]]\n",
    "sigma_plt = np.repeat(sigma, 2, axis=0)\n",
    "\n",
    "ax.semilogy(z, sigma_plt,\"C0\", lw=2)\n",
    "ax.grid(which=\"both\", linewidth=0.5)\n",
    "ax.set_xlim([-5000., 0.])\n",
    "ax.set_ylim([5e-3, 1])\n",
    "ax.invert_xaxis() # plot the surface on the left\n",
    "\n",
    "ax.set_xlabel(\"Elevation (m)\", fontsize=14)\n",
    "ax.set_ylabel(\"Conductivity (S/m)\", fontsize=14)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Compare with an analytic\n",
    "\n",
    "Prior to drawing conclusions from our simulations, we want to first make sure they are correct! \n",
    "\n",
    "So here, we compare the numerical results computed with our method `simulateMT` with an analytic for the MT response over a layered earth. A more complete description, including the derivation, is available on [EM GeoSci](http://em.geosci.xyz/content/maxwell3_fdem/natural_sources/MT_N_layered_Earth.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "from SimPEG.EM.Analytics import MT_LayeredEarth"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# the analytic takes the frequencies, layer thicknesses and layer conductivities\n",
    "sigma_layers = np.r_[\n",
    "    1./rho_half, \n",
    "    1./rho_target, \n",
    "    1./rho_half]\n",
    "h = np.r_[depth, thickness]  \n",
    "\n",
    "app_res_ana, app_phase_ana = MT_LayeredEarth(\n",
    "    frequency, h, sigma_layers, 'Res-Phase'\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # Uncomment to read the documentation on MT_LayeredEarth\n",
    "# MT_LayeredEarth??"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# numerically compute the response\n",
    "app_res, app_phase = simulateMT(mesh, sigma, frequency)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_with_analytic(frequency, app_res, app_phase, app_res_ana, app_phase_ana):\n",
    "    # Plot and compare the results\n",
    "    fig, ax = plt.subplots(2, 1, figsize=(8, 3*2))\n",
    "\n",
    "    # apparent resistivity\n",
    "    ax[0].loglog(frequency, app_res, label='Numeric')\n",
    "    ax[0].loglog(frequency, app_res_ana, 'k.', label='Analytic')\n",
    "    ax[0].set_ylabel(\"$\\\\rho_a \\ (\\Omega m)$\", fontsize=14)\n",
    "    ax[0].set_ylim([2e1, 3e2])\n",
    "\n",
    "    # phase\n",
    "    ax[1].semilogx(frequency, app_phase, label='Numeric')\n",
    "    ax[1].semilogx(frequency, app_phase_ana, 'k.', label='Analytic')\n",
    "    ax[1].set_ylabel(\"$\\phi \\ (^{\\circ})$\", fontsize=13)\n",
    "    ax[1].set_ylim([0., 90.])\n",
    "\n",
    "    for a in ax:\n",
    "        a.grid(True, which='both', linewidth=0.3)\n",
    "        a.set_xlim(frequency.max(), frequency.min())\n",
    "        a.set_xlabel(\"Frequency (Hz)\", fontsize=14)\n",
    "        a.legend(fontsize=11)\n",
    "\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd177ae710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_with_analytic(frequency, app_res, app_phase, app_res_ana, app_phase_ana)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Across the entire frequency band, the apparent resistivity and phase agree with the analytic. What happens if\n",
    "\n",
    "1. we use a coarse cell size?\n",
    "2. we reduce how far the padding extends?\n",
    "\n",
    "To answer those questions, we have a small widget. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "import ipywidgets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "def mesh_design_app(domain_extent, cs):\n",
    "    ncz = np.ceil(core_extent / cs)  # number of cells in the core domain\n",
    "    \n",
    "    # keep adding padding until we are beyond the desired extent\n",
    "    npad=0\n",
    "    padding_z = padding_extent(npad)\n",
    "    while padding_z < domain_extent*1e3:\n",
    "        npad+=1\n",
    "        padding_z = padding_extent(npad)\n",
    "    \n",
    "    hz = [(cs, npad, -1.3), (cs, ncz)]  # define how to construct the cell widths\n",
    "    mesh = Mesh.TensorMesh([hz], x0='N')  # construct a 1D Tensor Mesh\n",
    "\n",
    "    # put the model on the mesh\n",
    "    sigma = 1./rho_half * np.ones(mesh.nC)\n",
    "\n",
    "    # find the indices of the layer\n",
    "    layer_inds = (\n",
    "        (mesh.vectorCCx<=-depth) & \n",
    "        (mesh.vectorCCx>-(depth+thickness))\n",
    "    )\n",
    "    sigma[layer_inds] = 1./rho_target\n",
    "    \n",
    "    app_res, app_phase = simulateMT(mesh, sigma, frequency)\n",
    "    \n",
    "    plot_with_analytic(frequency, app_res, app_phase, app_res_ana, app_phase_ana)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "It is helpful to remember that \n",
      "the minimum skin depth is 500m \n",
      "and the maximum skin depth is 158km\n"
     ]
    }
   ],
   "source": [
    "print(\n",
    "    \"It is helpful to remember that \\n\"\n",
    "    \"the minimum skin depth is {:1.0f}m \\n\"\n",
    "    \"and the maximum skin depth is {:1.0f}km\".format(\n",
    "        skin_depth_min, skin_depth_max*1e-3\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- What happens if you make the domain smaller? Which frequencies are impacted first?\n",
    "- What happens if you use a larger cell size? (Pay attention to the phase at high frequencies)\n",
    "    - notice that there will be two regions impacted: high frequencies, and the frequencies impacted by the conductive layer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "500.0"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "skin_depth_min"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b9b794d0f1064239b66fb83a1d34e168",
       "version_major": 2,
       "version_minor": 0
      },
      "text/html": [
       "<p>Failed to display Jupyter Widget of type <code>interactive</code>.</p>\n",
       "<p>\n",
       "  If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n",
       "  that the widgets JavaScript is still loading. If this message persists, it\n",
       "  likely means that the widgets JavaScript library is either not installed or\n",
       "  not enabled. See the <a href=\"https://ipywidgets.readthedocs.io/en/stable/user_install.html\">Jupyter\n",
       "  Widgets Documentation</a> for setup instructions.\n",
       "</p>\n",
       "<p>\n",
       "  If you're reading this message in another frontend (for example, a static\n",
       "  rendering on GitHub or <a href=\"https://nbviewer.jupyter.org/\">NBViewer</a>),\n",
       "  it may mean that your frontend doesn't currently support widgets.\n",
       "</p>\n"
      ],
      "text/plain": [
       "interactive(children=(FloatSlider(value=300.0, description='domain extent (km)', max=400.0, step=25.0), FloatSlider(value=125.0, description='min cell size (m)', max=1000.0, min=25.0, step=25.0), Output()), _dom_classes=('widget-interact',))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<function __main__.mesh_design_app>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ipywidgets.interact(\n",
    "    mesh_design_app,\n",
    "    domain_extent=ipywidgets.FloatSlider(min=0, max=400, step=25, value=300, description=\"domain extent (km)\"),\n",
    "    cs=ipywidgets.FloatSlider(min=25, max=1000, step=25, value=125, description=\"min cell size (m)\")\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Considerations for the inversion\n",
    "\n",
    "Prior to considering an inversion, first making sure that a suitable mesh is designed is an important step - otherwise, you can introduce artifacts and structures simply because the mesh doesn't capture the physics! Comparing against analytics that model a simplified, but similar, scenario can be a powerful tool for mesh design. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Non-uniqueness\n",
    "\n",
    "The second concept we will explore with forward modelling is non-uniqueness: when models are different, but the data are similar.\n",
    "\n",
    "In the Magnetotelluric problem, a classic example that demonstrates non-uniqueness of the data is the non-uniquness associated with the conductivity-thickness product of a thin layer. If we start with a layer that has a conductivity of $\\sigma$, halve its thickness and double its conductivity, the resulting data will be similar... (but don't just take our word for it!)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "we consider layers having thicknesses (m) [ 300.  600.  900. 1200. 1500.]\n"
     ]
    }
   ],
   "source": [
    "# compute models with equivalent conductivity-thickness product\n",
    "conductivity_thickness = thickness * 1./rho_target\n",
    "layer_thicknesses = (np.arange(5)+1.)*300.\n",
    "print(\"we consider layers having thicknesses (m) {}\".format(layer_thicknesses))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "To preserve the conductivity thickness product,\n",
      "these layer have conductivities (S/m) of [0.33333333 0.16666667 0.11111111 0.08333333 0.06666667]\n",
      "This is the same as resistivities (Ohm m) of [ 3.  6.  9. 12. 15.]\n"
     ]
    }
   ],
   "source": [
    "sig_targets = conductivity_thickness / layer_thicknesses\n",
    "print(\n",
    "    \"To preserve the conductivity thickness product,\\n\"\n",
    "    \"these layer have conductivities (S/m) of {}\".format(sig_targets)\n",
    ")\n",
    "print(\"This is the same as resistivities (Ohm m) of {}\".format(1./sig_targets))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "# construct conductivity models on the mesh\n",
    "sigma_list = []\n",
    "\n",
    "# Compute the midpoint and make sure the layers we will compare with are all centered at the same depth \n",
    "depth_mid = depth + thickness / 2.\n",
    "\n",
    "for i in range(len(layer_thicknesses)):\n",
    "    layer_inds = (\n",
    "        (mesh.vectorCCx<-depth_mid+layer_thicknesses[i]*0.5) & \n",
    "        (mesh.vectorCCx>-depth_mid-layer_thicknesses[i]*0.5)\n",
    "    )\n",
    "    sigma_temp = np.ones(mesh.nC) * 1./rho_half\n",
    "    sigma_temp[layer_inds] = sig_targets[i]\n",
    "    sigma_list.append(sigma_temp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "# compute the apparent resistivity and phase for each model\n",
    "app_res_list = []\n",
    "phase_list = []\n",
    "for i in range(len(layer_thicknesses)):\n",
    "    app_res, phase = simulateMT(mesh, sigma_list[i], frequency)\n",
    "    app_res_list.append(app_res)\n",
    "    phase_list.append(phase)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_apparent_resistivities_and_phases(\n",
    "    frequency, sigma_list, layer_thicknesses, app_res_list, phase_list, app_res_uncert=0., phase_uncert=0.\n",
    "):\n",
    "    \"\"\"\n",
    "    Plot the apparent resistivity and phase for multiple models\n",
    "    \n",
    "    frequency: numpy array of frequencies\n",
    "    sigma_list: list of conductivity models to plot\n",
    "    layer_thicknesses: thickness of the ~equivalent layers\n",
    "    app_res_list: list of apparent resistivities computed from the conductivity models\n",
    "    phase_list: list of phases computed fromt the conductivity models \n",
    "    app_res_uncert: uncertainty (in percentage) of the apparent resistivity\n",
    "    phase_uncert: uncertainty (in degrees) of the phase  \n",
    "    \"\"\"\n",
    "    fig, ax = plt.subplots(3, 1, figsize=(8, 3*3), dpi=400)\n",
    "\n",
    "    for i in range(len(sigma_list)):\n",
    "        # trickery to plot from node to node rather than at cell centers\n",
    "        z = np.repeat(mesh.vectorNx[1:-1], 2, axis=0)\n",
    "        z = np.r_[mesh.vectorNx[0], z, mesh.vectorNx[-1]]\n",
    "        sigma_plt = np.repeat(sigma_list[i], 2, axis=0)\n",
    "\n",
    "        # noise models, apparent resistivity is a percent, phase in units of degrees\n",
    "        app_res_noise = (app_res_uncert/100.)*np.abs(app_res_list[i])*np.random.randn(len(app_res_list[i]))\n",
    "        phase_noise = phase_uncert*np.random.randn(len(app_res_list[i]))\n",
    "\n",
    "        ax[0].plot(z, sigma_plt, 'C{}'.format(i), lw=2, label=\"{:1.0f} m\".format(layer_thicknesses[i]))\n",
    "        ax[1].loglog(frequency, app_res_list[i]+app_res_noise, 'C{}-'.format(i), lw=1, label=\"{:1.0f} m\".format(layer_thicknesses[i]))\n",
    "        ax[2].semilogx(frequency, phase_list[i]+phase_noise, 'C{}-'.format(i), lw=1, label=\"{:1.0f} m\".format(layer_thicknesses[i]))   \n",
    "    # conductivity plot\n",
    "    ax[0].set_ylabel(\"Conductivity (S/m)\", fontsize=13)\n",
    "    ax[0].set_xlabel(\"Depth (m)\", fontsize=14)\n",
    "    ax[0].set_xlim([-5000., 0.])\n",
    "    ax[0].set_ylim([0, 0.4])\n",
    "    ax[0].legend(fontsize=10, bbox_to_anchor=(1.18, 1.01))\n",
    "\n",
    "    # apparent resistivity plot\n",
    "    ax[1].set_ylabel(\"Apparent Resistivity $(\\Omega m)$\", fontsize=13)\n",
    "    ax[1].set_ylim([2e1, 2e2])\n",
    "\n",
    "    # phase plot\n",
    "    ax[2].set_ylabel(\"Phase $(^{\\circ})$\", fontsize=13) \n",
    "    ax[2].set_ylim([0., 90.])\n",
    "\n",
    "    # apparent resistivity and phase plots\n",
    "    for a in ax[1:]:\n",
    "        a.set_xlabel(\"Frequency (Hz)\", fontsize=13)\n",
    "        a.set_xlim([frequency.min(), frequency.max()])\n",
    "\n",
    "    for a in ax:\n",
    "        a.grid(True, which='both', linewidth=0.3)\n",
    "        a.invert_xaxis()\n",
    "        \n",
    "\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
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      "text/plain": [
       "<matplotlib.figure.Figure at 0xd17927390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_apparent_resistivities_and_phases(frequency, sigma_list, layer_thicknesses, app_res_list, phase_list)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### What happens if we add noise??"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "65514ab2a9b54ca499e45a545b019ba7",
       "version_major": 2,
       "version_minor": 0
      },
      "text/html": [
       "<p>Failed to display Jupyter Widget of type <code>interactive</code>.</p>\n",
       "<p>\n",
       "  If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n",
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       "interactive(children=(FloatSlider(value=0.0, description='$\\\\delta \\\\rho_a (\\\\%)$', max=20.0, step=1.0), FloatSlider(value=0.0, description='$\\\\delta \\\\phi (^\\\\circ)$', max=10.0, step=0.5), Output()), _dom_classes=('widget-interact',))"
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    "ipywidgets.interact(\n",
    "    lambda app_res_uncert, phase_uncert: plot_apparent_resistivities_and_phases(\n",
    "        frequency, sigma_list, layer_thicknesses, \n",
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   "source": [
    "When setting expectations for what we can hope to get out of an inversion, it is important to keep non-uniquness in mind... Without additional information (eg. additional geophysical data, well logs, etc) that constrain the physical properties and geometries of our geologic setting, we cannot necessarily expect to nail down both the conductivity and geometry of a given geologic unit. "
   ]
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