{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "23f1215b",
   "metadata": {},
   "source": [
    "# Appendix: $\\tau(x)$ validation for test geometries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8da852c0",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import taufactor as tau"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c06485db",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4800x2400 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nx = 250\n",
    "fields = {}\n",
    "\n",
    "structures = [\"diagonals\", \"diag-pillars\", \"large-small\", \"small-large\", \"smooth-rough\", \"wedge\"]\n",
    "\n",
    "cube_size = 25\n",
    "x, y, z = np.ogrid[:nx, :nx, :1]\n",
    "\n",
    "pattern = (((x + y + z) // cube_size) % 2)\n",
    "fields[\"diagonals\"] = pattern\n",
    "\n",
    "pillars = x - x + ((y // cube_size) + (z // cube_size)) % 2\n",
    "pattern = np.zeros((nx, nx, 1))\n",
    "pattern[:125,:] = pillars[:125,:]\n",
    "pattern[125:,:] = fields[\"diagonals\"][:125,:]\n",
    "fields[\"diag-pillars\"] = np.roll(pattern[::-1,:,:], shift=10, axis=1)\n",
    "\n",
    "pattern = np.zeros((nx, nx, 1))\n",
    "pattern[:125,0:40] = 1\n",
    "pattern[125:,15:25] = 1\n",
    "pattern[:,50:100] = pattern[:,:50]\n",
    "pattern[:,100:200] = pattern[:,:100]\n",
    "pattern[:,200:250] = pattern[:,:50]\n",
    "pattern = np.roll(pattern, shift=5, axis=1)\n",
    "fields[\"large-small\"] = pattern\n",
    "fields[\"small-large\"] = pattern[::-1,:,:].copy()\n",
    "\n",
    "pattern = pillars.copy()\n",
    "pattern[0::2, :, :] = np.roll(pattern[0::2, :, :], shift=1, axis=1)\n",
    "pattern[:125,:] = pillars[:125,:]\n",
    "fields[\"smooth-rough\"] = np.roll(pattern, shift=10, axis=1)\n",
    "\n",
    "pattern = np.zeros((nx, nx, 1))\n",
    "mask = ((x+0.5)/nx + 4*(y+0.5)/nx < 2) & ((x+0.5)/nx - 4*(y+0.5)/nx < 0)\n",
    "pattern[mask] = 1\n",
    "pattern[:,125:] = pattern[:,:125][:,::-1]\n",
    "pattern[-1,:] = 0\n",
    "fields[\"wedge\"] = pattern\n",
    "\n",
    "fig, axes = plt.subplots(nrows=1, ncols=6, figsize=(16, 8), dpi=300)\n",
    "for i, structure in enumerate(structures):\n",
    "    data2d = fields[structure][:, :, 0].T\n",
    "    axes[i].imshow(data2d, cmap='gray', interpolation='none')\n",
    "    axes[i].set_aspect('equal')\n",
    "    axes[i].set_title(structure)\n",
    "    axes[i].set_xlim(0, nx)\n",
    "    axes[i].set_ylim(0, nx)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4e747411",
   "metadata": {},
   "source": [
    "## Compute $\\tau(x)$ from transport-reaction simulation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4d3d6cb5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(6, 250, 250, 1)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "batch = np.stack([fields[structure] for structure in structures], axis=0)\n",
    "batch.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "977ed262",
   "metadata": {},
   "source": [
    "We set the convergence criterion really low to ensure convergence on the order of single precision"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1614a89f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iter: 300000, conv error: 5.960E-06, tau: 2.35384 (batch element 3)\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Warning: not converged\n",
      "unconverged value of tau: [2.00813608 1.48497561 0.8637244  2.35384388 1.28432978 0.75808579] after: 300000 iterations in: 103.5589s (0.0003 s/iter)\n",
      "GPU-RAM currently 8.09 MB (max allocated 11.09 MB; 23.07 MB reserved)\n"
     ]
    }
   ],
   "source": [
    "s = tau.PeriodicElectrodeSolver(batch, device='cuda')\n",
    "tau_electrode = s.solve(iter_limit=300000, conv_crit=1e-6, plot_interval=100, verbose='debug')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "016b2a4f",
   "metadata": {},
   "source": [
    "Save results to dictionaries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d1b920cc",
   "metadata": {},
   "outputs": [],
   "source": [
    "vol_x = {}\n",
    "a_x = {}\n",
    "tau_x = {}\n",
    "c_x = {}\n",
    "for i, structure in enumerate(structures):\n",
    "    vol_x[structure] = s.vol_x[i]\n",
    "    a_x[structure] = s.a_x[i]\n",
    "    tau_x[structure] = s.tau_x[i]\n",
    "    name = structure + \"_c\"\n",
    "    c_x[name] = s.c_x[i]\n",
    "    fields[name] = s.field[i,1:-1,1:-1,1:-1].cpu().numpy()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ab573384",
   "metadata": {},
   "source": [
    "## Classic $\\tau_c$ reference"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "28a34c83",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iter: 300000, conv error: 1.606E-03, tau: 1.59586 (batch element 2)\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Warning: not converged\n",
      "unconverged value of tau: [2.0364084 1.5033146 1.5958596 1.5958687 1.0209299 0.       ] after: 300000 iterations in: 110.5198s (0.0004 s/iter)\n",
      "GPU-RAM currently 14.67 MB (max allocated 19.24 MB; 44.04 MB reserved)\n"
     ]
    }
   ],
   "source": [
    "t = tau.PeriodicSolver(batch, device='cuda')\n",
    "tau_classic = t.solve(iter_limit=300000, conv_crit=1e-6, verbose='debug', plot_interval=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c7a2b6ee",
   "metadata": {},
   "outputs": [],
   "source": [
    "tau_x_classic = {}\n",
    "for i, structure in enumerate(structures):\n",
    "    tau_x_classic[structure] = t.tau_x[i]\n",
    "    name = structure + \"_c_classic\"\n",
    "    c_x[name] = 0.5-t.c_x[i]\n",
    "    fields[name] = 0.5-t.field[i,1:-1,1:-1,1:-1].cpu().numpy()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "46c7ab7a",
   "metadata": {},
   "source": [
    "## Result evaluation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0e4e4078",
   "metadata": {},
   "source": [
    "We use the recursive TLM formula to compute the impedance resulting from the microstructural parameters $\\epsilon(x)$, $a(x)$ and $\\tau(x)$ and save them to dictionaries."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "920ddb90",
   "metadata": {},
   "outputs": [],
   "source": [
    "from taufactor.utils import compute_impedance\n",
    "\n",
    "frequency_tau_x = {}\n",
    "Z_TLM_tau_x = {}\n",
    "Z_TLM_tau_mean = {}\n",
    "for i, structure in enumerate(structures):\n",
    "    # Compute impedance for heterogeneous distribution\n",
    "    R = tau_x[structure] / vol_x[structure]\n",
    "    R[vol_x[structure] == 0] = 1e30\n",
    "    R[np.isnan(tau_x[structure])] = 1e30\n",
    "    C = a_x[structure]\n",
    "\n",
    "    freq_0 = np.mean(vol_x[structure]) / np.mean(C) / nx**2\n",
    "    freq_range = freq_0 * 2 ** np.arange(-3, 10, 0.5)\n",
    "    freq = freq_range[::-1].copy()\n",
    "    frequency_tau_x[structure] = freq\n",
    "    Z_TLM_tau_x[structure] = compute_impedance(R, C, freq)\n",
    "\n",
    "    # Compute impedance for homogenized case\n",
    "    R_mean = np.full(nx, 1/np.mean(vol_x[structure]))\n",
    "    C_mean = np.full(nx, np.mean(C))\n",
    "    Z_TLM_tau_mean[structure] = compute_impedance(R_mean, C_mean, freq)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "97c9bbc1",
   "metadata": {},
   "source": [
    "(Optionally:) Load EIS simulation results (see more details at the end of this notebook)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "6900d520",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "\n",
    "Z_EIS = {}\n",
    "for structure in structures:\n",
    "    filename = \"impedance_solve_\" + structure + \".pkl\"\n",
    "    with open(filename, \"rb\") as f:\n",
    "        data = pickle.load(f)\n",
    "        Z_EIS[structure] = data.impedance"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fa90b049",
   "metadata": {},
   "source": [
    "Create master plot of results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "f1defa53",
   "metadata": {},
   "outputs": [],
   "source": [
    "a_x['wedge'][1:-1] = np.mean(a_x['wedge'][1:-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "07b93779",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_540654/2035934709.py:76: UserWarning: The figure layout has changed to tight\n",
      "  plt.tight_layout()\n"
     ]
    },
    {
     "data": {
      "image/png": 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2srIyOfvss5MPP/wws05NTU1y1VVXJWuuuWbWultuuWVSV1eX87Egzcz3dDe5yHWSZrKRbATmfLqbbOQ6SSu5SC4C8z35IBu5VtJKNpKNwHxPd5OLXCdpJRfJRWC+Jx9kI9dKWslGslFP0chH6s2fPz8ZNGhQ1mRxwQUXtLn+nDlzkjFjxmStf8455/RgxaTBJyFy0KBByc4775ycfvrpyQ033JDMnj07uffee7stRJ555plZ+xo7dmxWqGvu/PPPz1p/8ODBWW+gbXGdlI+tt946GTNmTHL55Zcny5Yt63D9urq65Ktf/WqLcNc8BLbliCOOyNpu8uTJbT4auqGhocWxNthgg6S2trbD47z44ost7opy7bXXtrn+zJkzkyFDhmStf+WVV+b0M0Game/JB7nIdZJmslEj2YhyZc4nH2Qj10layUWN5CLKlfmefJGNXCtpJRs1ko0oV+Z78kEucp2klVzUSC6iXJnvyRfZyLWSVrJRI9ko/zTykXrf/e53syaJHXfcscNH3d59991Z2wwaNCiZP39+D1VMGrz22mvJ888/n9TX17d4rbtC5Lx581rcWeLuu+9ud5uGhoZkxx13zNrm+9//fofHcp2Uj9tuuy2pqanp1DZ1dXXJNttsk/X/+8gjj+xwu5kzZ2Y9zrlPnz7JCy+80O42y5cvTzbaaKOsY/3hD3/o8FiHHnpo1jZHH310h9tcfvnlLa7VlStXdrgdpJn5nnyQi1wnaSYbNZGNKEfmfPJBNnKdpJVc1EQuohyZ78kX2ci1klayURPZiHJkvicf5CLXSVrJRU3kIsqR+Z58kY1cK2klGzWRjfJLIx+pVl9fn6y99tpZk0SuHczNH2V66aWX5rlaSkV3hchLLrmkRbDLxb/+9a+s7dZdd912A6HrhFxcf/31Wf+v11prrQ63+fa3v521zZe//OWcjnXFFVdkbbftttu2u/6HH36Y9O7dO7N+RUVFMmvWrA6PU19fn4wePTrrWHfccUdONUIame8pBLmIUiUbQfqZ8ykE2YhSJBdB+pnvKRTZiFIkG0H6me8pBLmIUiQXQfqZ7ykU2YhSJBvRWZUBKfbwww/HBx98kBmPGzcudt5555y2/cpXvpI1vummm7qxMujYzTffnDVufk62ZZdddomxY8dmxu+991488sgjba7vOiEXO+ywQ9Z4wYIFsWzZsna3ueWWW7LGuZ7Dhx12WFRXV2fGjz/+eLzzzjttrn/77bdHXV1dZrzzzjvHuHHjOjxOZWVlHHfccVnLnMOUMvM9aSYXUWxkI0g/cz5pJhtRTOQiSD/zPWknG1FMZCNIP/M9aSYXUUzkIkg/8z1pJxtRTGQjOksjH6l2++23Z4332GOPqKioyGnbPfbYI2t83333xdKlS7utNmjPkiVL4v77789atueee+a0bUVFRey+++5Zy2677bY213edkIs111yzxbKPP/64zfVffvnleO211zLj6urqmDp1ak7Har5ukiQtztNVNX8t12slouU53N61Amlnviet5CKKkWwE6WfOJ61kI4qNXATpZ74nzWQjio1sBOlnviet5CKKjVwE6We+J81kI4qNbERnaeQj1Z555pmsca4TWETE8OHDY8yYMZnxypUr44UXXuimyqB9zz//fNTW1mbGY8eOjXXXXTfn7bfffvuscfNrob3XXCe0Zu7cuS2WrbXWWm2u3/y82nbbbaN37945H6+nzuGtt946+vbtmxm/8847WXdHgVJiviet5CKKkWwE6WfOJ61kI4qNXATpZ74nzWQjio1sBOlnviet5CKKjVwE6We+J81kI4qNbERnaeQj1V588cWs8YQJEzq1ffP1m+8P8qUnz13XCbl44IEHssajR4+OPn36tLl+T51XtbW1WXed6Oyx+vbtGxtssEFOx4K0M9+TVnIRxUg2gvQz55NWshHFRi6C9DPfk2ayEcVGNoL0M9+TVnIRxUYugvQz35NmshHFRjaiszTykVrLly+Pt956K2vZqFGjOrWP5uu//PLLq10X5KL5uba65+6bb74ZK1asaLGe64RcXXnllVnjfffdt931u/scbuu8ev3116Ouri4z7t+/fwwdOjQvx4I0M9+TZnIRxUg2gnQz55NmshHFRi6CdDPfk3ayEcVGNoJ0M9+TZnIRxUYugnQz35N2shHFRjaiszTykVrz58+PJEky46qqqlhnnXU6tY8RI0ZkjefNm9cttUFHmp9rI0eO7NT2w4YNy3qEbkNDQyxYsKDFeq4TcnHHHXfE/fffn7Xs2GOPbXeb1T2Hm59XbT1quflxmm/XlWM5hylF5nvSTC6i2MhGkH7mfNJMNqKYyEWQfuZ70k42opjIRpB+5nvSTC6imMhFkH7me9JONqKYyEZ0hUY+UmvJkiVZ4wEDBkRFRUWn9lFdXd3uPiFfmp9rzc/FjlRUVET//v3b3Wdry1wnNPfhhx/GiSeemLXsgAMOiG233bbd7Vb3HG6+fm1tbdTU1HT7cVrbxjlMKTLfk2ZyEcVENoLSYM4nzWQjioVcBKXBfE/ayUYUC9kISoP5njSTiygWchGUBvM9aScbUSxkI7pKIx+p1XwS6NevX6f3kcubMORDT52/rhPa09DQEEcddVTMmTMns2zw4MFxySWXdLjt6p5bzc+r1vbZHcdp7VjOYUqRa4U0k4soFrIRlA7XCmkmG1EM5CIoHa4V0k42ohjIRlA6XCukmVxEMZCLoHS4Vkg72YhiIBuxOjTykVorVqzIGvfp06fT++jbt2/WePny5atVE+Sqp85f1wntOf300+Pvf/971rLf//73MWrUqA63Xd1zq/l5FeEchtXhWiHN5CKKhWwEpcO1QprJRhQDuQhKh2uFtJONKAayEZQO1wppJhdRDOQiKB2uFdJONqIYyEasDo18pFbzjuCVK1d2eh/NHyHalS5j6IqeOn9dJ7TlkksuiV//+tdZy7773e/GYYcdltP2q3tutfYIZ+cwdJ1rhTSTiygGshGUFtcKaSYbUWhyEZQW1wppJxtRaLIRlBbXCmkmF1FochGUFtcKaScbUWiyEatLIx+pNXDgwKxx847hXDTvCG6+T8iXnjp/XSe05tprr41TTjkla9mxxx4bP/vZz3Lex+qeW63dkcE5DF3nWiHN5CIKTTZyHlN6XCukmWxEIclFzmFKj2uFtJONKCTZyDlM6XGtkGZyEYUkFzmHKT2uFdJONqKQZCPncHfQyEdqNZ8Eli1bFkmSdGofS5cubXefkC/Nz7Xm52JHkiTpUoh0nXDbbbfFMccck3UeHHTQQXH55ZdHRUVFzvtZ3XO4+fq9e/du9S4Nq3uc1rZxDlOKzPekmVxEIclGzmNKkzmfNJONKBS5yDlMaTLfk3ayEYUiGzmHKU3me9JMLqJQ5CLnMKXJfE/ayUYUimzkHO4uGvlIraFDh2ZNeLW1tTFv3rxO7WPu3LlZ43XWWadbaoOOND/X5syZ06nt33///airq8uMKysrY+jQoS3Wc52wqnvvvTcOOeSQrHNnjz32iP/5n/+JXr16dWpfq3sONz+v1l577ZyO03y7rhzLOUwpMt+TZnIRhSIbtb5PKAXmfNJMNqIQ5KLW9wmlwHxP2slGFIJs1Po+oRSY70kzuYhCkIta3yeUAvM9aScbUQiyUev7pGs08pFa/fv3j/XXXz9r2VtvvdWpfTRff9NNN13tuiAXm2yySdZ4dc/d0aNHt9pJ7zrhE48++mjst99+WY9Fnjp1avztb3+LPn36dHp/3X0Ot3VejRs3Lnr37p0ZL1++PD744IO8HAvSzHxPmslFFIJs1PGxIM3M+aSZbERPk4s6PhakmfmetJON6GmyUcfHgjQz35NmchE9TS7q+FiQZuZ70k42oqfJRh0fi87RyEeqNZ8IXnjhhU5t/+KLL7a7P8iXnjx3XSc899xzsc8++8SSJUsyy7bccsu44447orq6ukv77KnzqqqqKjbYYIMuH6umpiZef/31nI4FaWe+J63kInqabCQbUR7M+aSVbERPkovkIsqD+Z40k43oSbKRbER5MN+TVnIRPUkukosoD+Z70kw2oifJRrJRPmjkI9UmTZqUNX744Ydz3vbdd9+N2bNnZ8ZVVVUxYcKEbqoM2rfZZptFVVVVZjx79ux49913c97+oYceyho3vxbae811Ul5efvnl2GOPPeKjjz7KLBs/fnz885//jMGDB3d5v83Pq8cffzzrcdEd6alz+Mknn4yamprMeL311vNYZ0qW+Z60kovoSbKRbET5MOeTVrIRPUUukosoH+Z70kw2oqfIRrIR5cN8T1rJRfQUuUguonyY70kz2YieIhvJRvmikY9U+/znP581vvvuuyNJkpy2vfPOO7PGu+yySwwcOLDbaoP2DBo0KHbcccesZXfddVdO2yZJEnfffXfWsi984Qttru86KV9vvvlm7L777jFv3rzMsrFjx8Zdd90Va6+99mrte9NNN826S8PSpUtzDndLly6N//znP5lxRUVFi/N0Vc1fy/VaaW3d9q4VSDvzPWklF9FTZCPZiPJizietZCN6glwkF1FezPekmWxET5CNZCPKi/metJKL6AlykVxEeTHfk2ayET1BNpKN8kkjH6k2derUGDp0aGb8+uuvx3333ZfTtldccUXWeP/99+/O0qBD++23X9a4+TnZlnvvvTfeeOONzHjYsGExZcqUNtd3nZSnd999N3bbbbeYM2dOZtmIESPiX//6V4wYMaJbjtHVc/i6667LesT0NttsE8OHD29z/X333Td69+6dGd93330tHtXcmiRJ4uqrr85a5hymlJnvSTO5iHyTjWQjyo85nzSTjcgnuUguovyY70k72Yh8ko1kI8qP+Z40k4vIJ7lILqL8mO9JO9mIfJKNZKO8SyDlTjvttCQiMl877bRT0tDQ0O42d999d9Y2gwYNSj744IMeqpi0u/fee7POn9GjR3dpP++//35SXV2dta9//etf7W7T0NCQ7Ljjjln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",
      "text/plain": [
       "<Figure size 3600x2820 with 30 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib.ticker import FormatStrFormatter\n",
    "fig, axes = plt.subplots(nrows=5, ncols=6, figsize=(12, 9.4), dpi=300,\n",
    "                         constrained_layout=True,\n",
    "                         gridspec_kw={'height_ratios': [1.0, 0.4, 0.4, 1, 2]})\n",
    "for i, structure in enumerate(structures):\n",
    "    lw = 2\n",
    "    name = structure + \"_c\"\n",
    "    data1 = fields[name][:, :, 0].T\n",
    "    data2 = fields[structure][:, :, 0].T\n",
    "    alpha = np.clip(data2==0, 0, 1).astype(float)\n",
    "    axes[0, i].imshow(data1, cmap='turbo_r', interpolation='none', vmin=0.3, vmax=1)\n",
    "    axes[0, i].imshow(data2, cmap='gray', interpolation='none', alpha=alpha)\n",
    "    axes[0, i].set_aspect('equal')\n",
    "    axes[0, i].set_title(structure)\n",
    "    axes[0, i].set_xlim(0, nx)\n",
    "    axes[0, i].set_ylim(0, nx)\n",
    "    axes[0, i].set_xticks([])\n",
    "    axes[0, i].set_yticks([])\n",
    "\n",
    "    ax_line = axes[1, i]\n",
    "    vx = np.asarray(vol_x[structure]).squeeze()\n",
    "    xv = np.linspace(0, nx, num=vx.size, endpoint=False)\n",
    "    ax_line.plot(xv, vx, color='blue', linewidth=lw)\n",
    "    ax_line.set_xlim(0, nx)\n",
    "    ax_line.set_ylim(0, 1)\n",
    "    axes[1, i].set_xticks([])\n",
    "    ax_line.grid(True, alpha=0.3)\n",
    "\n",
    "    ax_line = axes[2, i]\n",
    "    vx = np.asarray(a_x[structure]).squeeze()\n",
    "    xv = np.linspace(0, nx, num=vx.size, endpoint=False)\n",
    "    ax_line.plot(xv, vx, color='red', linewidth=lw)\n",
    "    ax_line.set_xlim(0, nx)\n",
    "    ax_line.set_ylim(0, 0.15)\n",
    "    ax_line.set_yticks([0,0.1])\n",
    "    ax_line.yaxis.set_major_formatter(FormatStrFormatter('%.1f'))\n",
    "    axes[2, i].set_xticks([])\n",
    "    ax_line.grid(True, alpha=0.3)\n",
    "\n",
    "    ax_line = axes[3, i]\n",
    "    vx = np.asarray(tau_x[structure]).squeeze()\n",
    "    xv = np.linspace(0, nx, num=vx.size, endpoint=False)\n",
    "    ax_line.plot(xv, vx, color='green', label='$\\\\tau(x)$', linewidth=lw)\n",
    "    vx = np.asarray(tau_x_classic[structure]).squeeze()\n",
    "    if vx[0] != 0:\n",
    "        ax_line.plot(xv[1:], vx, color='black', linestyle=':', label='$\\\\tau_\\\\text{through}(x)$', linewidth=lw)\n",
    "    ax_line.set_xlim(0, nx)\n",
    "    ax_line.set_ylim(0, 2.5)\n",
    "    ax_line.yaxis.set_major_formatter(FormatStrFormatter('%.1f'))\n",
    "    ax_line.grid(True, alpha=0.3, axis='y')\n",
    "    ax_line.legend(loc='lower center')\n",
    "\n",
    "    axes[1, 0].set_ylabel('$\\\\epsilon(x)$')\n",
    "    axes[2, 0].set_ylabel('$a_\\\\text{act}(x)$')\n",
    "    axes[3, 0].set_ylabel('$\\\\tau(x)$')\n",
    "    ax_line.set_xlabel('voxels')\n",
    "\n",
    "    ax_line = axes[4, i]\n",
    "    Z = Z_TLM_tau_x[structure]\n",
    "    Z_mean = Z_TLM_tau_mean[structure]\n",
    "    scale = Z_mean[-1].real\n",
    "    ax_lim = 1.2*np.max([Z.real, Z_mean.real])/scale\n",
    "\n",
    "    ax_line.plot(Z.real/scale, -Z.imag/scale, color='red', linestyle='-', marker='o', label='$\\\\tau(x)$', linewidth=lw)\n",
    "    Z = Z_EIS[structure]\n",
    "    ax_line.plot(np.real(Z)/scale, -np.imag(Z)/scale, color='blue', linestyle=':', marker='x', label='EIS', linewidth=lw)\n",
    "\n",
    "    ax_line.set_xlim(0, 2.5)\n",
    "    ax_line.set_ylim(0, 4)\n",
    "    ax_line.set_aspect('equal')\n",
    "    ax_line.set_xlabel(\"$Z'$ / $R_\\\\text{ref}$\")\n",
    "    axes[4,0].set_ylabel(\"-$Z''$ / $R_\\\\text{ref}$\")\n",
    "    ax_line.legend(loc='lower right')\n",
    "    ax_line.grid(True, alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dc5a71e4",
   "metadata": {},
   "source": [
    "Calculate the averaged classical tortuosity factor $\\tau_c$\n",
    "\n",
    "... for the through-transport simulation $\\tau_\\text{through}(x)$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "60edc46d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2.0405836 1.5054078 1.5963418 1.5963416 1.0210164 0.       ]\n"
     ]
    }
   ],
   "source": [
    "t_ref = t.tau_x\n",
    "eps = 0.5*(t.vol_x[:,1:] + t.vol_x[:,:-1])\n",
    "tau_c = np.mean(t_ref/eps, axis=1) * np.mean(eps, axis=1)\n",
    "print(tau_c)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aeb4efb9",
   "metadata": {},
   "source": [
    "## Detailed comparison of $\\tau(x)$ vs scalar metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "799863f9",
   "metadata": {},
   "outputs": [],
   "source": [
    "def mean_staggered_x_grid(field):\n",
    "    average = np.sum(field[1:-1]) \\\n",
    "                     + 0.5*np.sum(field[ 0]) \\\n",
    "                     + 0.5*np.sum(field[-1])\n",
    "    average /= (field.shape[0] - 1)\n",
    "    return average"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "26349136",
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.linalg import solve_banded\n",
    "\n",
    "def solve_tridiagonal_system(N, D_mid, c_left, c_right):\n",
    "    # Prepare tridiagonal matrix coefficients\n",
    "    lower = -D_mid[:-1] # sub-diagonal (a_i)\n",
    "    main  = (D_mid[:-1] + D_mid[1:]) # main diagonal (b_i)\n",
    "    upper = -D_mid[1:] # super-diagonal (c_i)\n",
    "\n",
    "    # Build banded matrix (required by solve_banded)\n",
    "    ab = np.zeros((3, N-2))\n",
    "    ab[0, 1:] = upper[:-1]   # upper diagonal\n",
    "    ab[1, :]  = main         # main diagonal\n",
    "    ab[2, :-1] = lower[1:]   # lower diagonal\n",
    "\n",
    "    # RHS vector\n",
    "    b = np.zeros(N-2)\n",
    "    b[0] += D_mid[0] * c_left\n",
    "    b[-1] += D_mid[-1] * c_right # usually zero\n",
    "\n",
    "    # Solve the linear system\n",
    "    c_internal = solve_banded((1,1), ab, b)\n",
    "\n",
    "    # Construct full concentration array\n",
    "    c = np.zeros(N)\n",
    "    c[0] = c_left\n",
    "    c[1:-1] = c_internal\n",
    "    c[-1] = c_right\n",
    "    return c\n",
    "\n",
    "def solve_steady_state_c(D_mid, c_left=1, c_right=0):\n",
    "    N = len(D_mid) + 1\n",
    "    if np.any(D_mid==0):\n",
    "        return c_left*np.zeros(N)\n",
    "    else:\n",
    "        c = solve_tridiagonal_system(N, D_mid, c_left, c_right)\n",
    "        return c\n",
    "\n",
    "def solve_tridiagonal_reactive_zero_flux(N, D_mid, a_mid, c_left, c0):\n",
    "    dx = 1 / (N - 1)  # adjust if physical length L is different\n",
    "\n",
    "    # Prepare tridiagonal matrix coefficients\n",
    "    lower = -D_mid[:-1] / dx**2  # sub-diagonal\n",
    "    main  = (D_mid[:-1] + D_mid[1:]) / dx**2 + a_mid  # main diagonal with reaction term\n",
    "    upper = -D_mid[1:] / dx**2  # super-diagonal\n",
    "\n",
    "    # Adjust coefficients for zero-flux boundary at right boundary\n",
    "    main[-1] = D_mid[-2] / dx**2 + a_mid[-1]  # modify the last diagonal entry\n",
    "\n",
    "    # Build banded matrix for solve_banded\n",
    "    ab = np.zeros((3, N-2))\n",
    "    ab[0, 1:] = upper[:-1]     # upper diagonal\n",
    "    ab[1, :]  = main           # main diagonal\n",
    "    ab[2, :-1] = lower[1:]     # lower diagonal\n",
    "\n",
    "    # RHS vector with reaction/source term\n",
    "    b = a_mid * c0\n",
    "    b[0] += D_mid[0] * c_left / dx**2\n",
    "\n",
    "    # Solve the linear system\n",
    "    c_internal = solve_banded((1,1), ab, b)\n",
    "\n",
    "    # Construct full concentration array\n",
    "    c = np.zeros(N)\n",
    "    c[0] = c_left\n",
    "    c[1:-1] = c_internal\n",
    "    c[-1] = c[-2]  # Enforce zero-flux by setting last concentration equal to the second-to-last\n",
    "\n",
    "    return c\n",
    "\n",
    "def solve_steady_state_reactive_zero_flux(D_mid, a, c_left=1, c0=0):\n",
    "    N = len(D_mid) + 1\n",
    "    a_mid = 0.5*(a[1:]+a[:-1])\n",
    "    c = solve_tridiagonal_reactive_zero_flux(N, D_mid, a_mid, c_left, c0)\n",
    "    return c"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "03f7b99c",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_540654/3708062810.py:53: UserWarning: The figure layout has changed to tight\n",
      "  plt.tight_layout()\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 2100x1800 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "structure = 'diag-pillars'\n",
    "fig, ax = plt.subplots(nrows=3, ncols=2, figsize=(7, 6), dpi=300,\n",
    "                       constrained_layout=True,\n",
    "                       gridspec_kw={'height_ratios': [1.0, 0.5, 0.5]})\n",
    "\n",
    "for i, suffix in enumerate(['_c_classic', '_c']):\n",
    "    data1 = fields[structure+suffix][:, :150, 0].T\n",
    "    data2 = fields[structure][:, :150, 0].T\n",
    "    alpha = np.clip(data2==0, 0, 1).astype(float)\n",
    "    ax[0, i].imshow(data1, cmap='turbo_r', interpolation='none', vmin=0, vmax=1)\n",
    "    ax[0, i].imshow(data2, cmap='gray', interpolation='none', alpha=alpha)\n",
    "    ax[0, i].set_aspect('equal')\n",
    "    ax[0, i].set_xlim(0, nx)\n",
    "    ax[0, i].set_ylim(0, 150)\n",
    "    ax[0, i].set_xticks([])\n",
    "    ax[0, i].set_yticks([])\n",
    "\n",
    "dx = 1 / nx\n",
    "x = np.arange(0, nx)+0.5\n",
    "ax[1,0].plot(np.arange(1, nx), tau_x_classic[structure], label='$\\\\tau(x)$', color='green', linestyle='-')\n",
    "ax[1,0].plot(np.arange(0, nx), 1.5*np.ones(nx), label='$\\\\tau_c$', color='limegreen', linestyle='--')\n",
    "ax[1,1].plot(np.arange(0, nx), tau_x[structure], label='$\\\\tau(x)$', color='green', linestyle='-')\n",
    "ax[1,1].plot(np.arange(0, nx), 1.5*np.ones(nx), label='$\\\\tau_\\\\text{EIS}$', color='limegreen', linestyle='--')\n",
    "\n",
    "for i, suffix in enumerate(['_c_classic', '_c']):\n",
    "    ax[2,i].plot(np.arange(0, 250), c_x[structure+suffix], label='$\\\\bar{c}(x)$', color='blue', linestyle='-')\n",
    "\n",
    "c_tau = solve_steady_state_c(0.5*(vol_x[structure][:-1]+vol_x[structure][1:])/tau_x_classic[structure])\n",
    "ax[2,0].plot(x, c_tau, label='$c^*(\\\\tau(x))$', color='cornflowerblue', linestyle='--')\n",
    "c_tau = solve_steady_state_c(0.5/1.5*np.ones(nx-1))\n",
    "ax[2,0].plot(x, c_tau, label='$c^*(\\\\tau_c)$', color='black', linestyle='--')\n",
    "k0 = np.mean(vol_x[structure]) / np.mean(a_x[structure]) #/ nx**2\n",
    "c_tau = solve_steady_state_reactive_zero_flux(vol_x[structure]/tau_x[structure], k0*a_x[structure])\n",
    "ax[2,1].plot(np.arange(0, 251), c_tau, label='$c^*(\\\\tau(x))$', color='cornflowerblue', linestyle='--')\n",
    "c_tau = solve_steady_state_reactive_zero_flux(0.5/1.5*np.ones(nx), k0*a_x[structure])\n",
    "ax[2,1].plot(np.arange(0, 251), c_tau, label='$c^*(\\\\tau_\\\\text{EIS})$', color='black', linestyle='--')\n",
    "\n",
    "for i, suffix in enumerate(['_c_classic', '_c']):\n",
    "    ax[1,i].set_xlim(0, 250)\n",
    "    ax[2,i].set_xlim(0, 250)\n",
    "    ax[1, i].set_xticks([])\n",
    "    ax[2, i].set_xticks([])\n",
    "    ax[1,i].set_ylim(0.9, 2.2)\n",
    "    ax[1,i].legend(loc='upper right')\n",
    "    ax[2,i].legend(loc='upper right')\n",
    "    ax[1,i].grid()\n",
    "    ax[2,i].grid()\n",
    "    ax[2,i].set_yticks([0,0.5, 1])\n",
    "ax[2,0].set_ylim(0, 1)\n",
    "ax[2,1].set_ylim(0.4, 1)\n",
    "\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f592d970",
   "metadata": {},
   "source": [
    "## Simulated electrochemical impedance $\\tau_{EIS}$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "beab78ea",
   "metadata": {},
   "source": [
    "Save option as these simulations take ages (double precision necessary, solve for every frequency and currently not parallelised by batching...)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9a2b860a",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pathlib import Path\n",
    "def save_solver_object(s, path_base):\n",
    "    path_base = Path(path_base)\n",
    "    path_base.parent.mkdir(parents=True, exist_ok=True)\n",
    "    pkl_path = path_base.with_suffix(\".pkl\")\n",
    "\n",
    "    try:\n",
    "        import dill as _pickle\n",
    "    except ImportError:  # fallback\n",
    "        import pickle as _pickle\n",
    "\n",
    "    with open(pkl_path, \"wb\") as f:\n",
    "        # Use highest protocol available (pickle>=5 handles big numpy arrays efficiently)\n",
    "        _pickle.dump(s, f, protocol=getattr(_pickle, \"HIGHEST_PROTOCOL\", 4))\n",
    "    return pkl_path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "05f9885e",
   "metadata": {},
   "outputs": [],
   "source": [
    "a = tau.PeriodicImpedanceSolver(fields['diagonals'], mode='nyquist')\n",
    "a.solve(iter_limit=500000, conv_crit=-1, verbose='plot', plot_interval=100)\n",
    "pkl_path = save_solver_object(a, \"impedance_solve_diagonals\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "36e86f39",
   "metadata": {},
   "outputs": [],
   "source": [
    "b = tau.PeriodicImpedanceSolver(fields[\"diag-pillars\"], mode='nyquist')\n",
    "b.solve(iter_limit=500000, conv_crit=-1, verbose='plot', plot_interval=100)\n",
    "pkl_path = save_solver_object(b, \"impedance_solve_diag-pillars\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9e5c8557",
   "metadata": {},
   "outputs": [],
   "source": [
    "c = tau.PeriodicImpedanceSolver(fields[\"large-small\"], mode='nyquist')\n",
    "c.solve(iter_limit=1000000, conv_crit=-1, verbose='plot', plot_interval=100)\n",
    "pkl_path = save_solver_object(c, \"impedance_solve_large-small\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "235de63b",
   "metadata": {},
   "outputs": [],
   "source": [
    "d = tau.PeriodicImpedanceSolver(fields[\"small-large\"], mode='nyquist')\n",
    "d.solve(iter_limit=1000000, conv_crit=-1, verbose='plot', plot_interval=100)\n",
    "pkl_path = save_solver_object(d, \"impedance_solve_small-large\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "547b158b",
   "metadata": {},
   "outputs": [],
   "source": [
    "e = tau.PeriodicImpedanceSolver(fields[\"smooth-rough\"], mode='nyquist')\n",
    "e.solve(iter_limit=500000, conv_crit=-1, verbose='plot', plot_interval=100)\n",
    "pkl_path = save_solver_object(e, \"impedance_solve_smooth-rough\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5e180aa4",
   "metadata": {},
   "outputs": [],
   "source": [
    "f = tau.PeriodicImpedanceSolver(fields[\"wedge\"], mode='nyquist')\n",
    "f.solve(iter_limit=1000000, conv_crit=-1, verbose='plot', plot_interval=100)\n",
    "pkl_path = save_solver_object(f, \"impedance_solve_wedge\")"
   ]
  }
 ],
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