{ "cells": [ { "cell_type": "markdown", "id": "23f1215b", "metadata": {}, "source": [ "# Surface area computation\n", "\n", "This notebook showcases various ways to compute specific surface areas and interfacial areas of labelled phases based on dummy and real-world examples." ] }, { "cell_type": "code", "execution_count": 1, "id": "8c4b8ded", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import taufactor.metrics as tau\n", "import tifffile\n", "from scipy.ndimage import rotate" ] }, { "cell_type": "markdown", "id": "791023ef", "metadata": {}, "source": [ "## Specific surface area validation\n", "\n", "- cube - perfectly grid-aligned\n", "- rotated cube (45° around z-axis)\n", "- multiple cubes\n", "- two {111}-planes in cube\n", "- sphere\n", "\n", "Let's start by creating the structures..." ] }, { "cell_type": "code", "execution_count": 2, "id": "2955ab3b", "metadata": {}, "outputs": [], "source": [ "nx, ny, nz = [20, 20, 20]\n", "\n", "cube = np.zeros((nx, ny, nz))\n", "cube[5:-5,5:-5,5:-5] = 1\n", "\n", "cube_rot = rotate(\n", " cube, angle=45.0, axes=(1, 0), # rotate in (y, x) -> about z\n", " reshape=False,\n", " order=0,\n", " mode='constant',\n", " cval=0\n", ").astype(np.uint8)\n", "\n", "cubes = np.zeros((nx, ny, nz))\n", "cubes[0:10, 0:10, 0:5] = 1\n", "cubes[5:-5, 5:-5, 5:-5] = 2\n", "cubes[0:10, 0:10, 15:] = 1\n", "cubes[10:, 5:, 15:] = 3\n", "\n", "diagonal = np.zeros((nx, ny, nz))\n", "x, y, z = np.ogrid[:nx, :ny, :nz]\n", "plane = (x+0.5)/nx + (y+0.5)/ny + (z+0.5)/nz\n", "mask = (plane <= 1.05) | (plane > 2.0)\n", "diagonal[mask] = 1\n", "\n", "sphere = np.zeros((nx, ny, nz))\n", "radius = np.min([nx,ny,nz])*0.5-3\n", "x, y, z = np.ogrid[:nx, :ny, :nz]\n", "distance_squared = (x - nx/2 + 0.5)**2 + (y - ny/2 + 0.5)**2 + (z - nz/2 + 0.5)**2\n", "mask = distance_squared <= radius**2\n", "sphere[mask] = 1\n", "\n", "structures = {'cube': cube,\n", " 'cube_rot': cube_rot,\n", " 'multicube': cubes,\n", " 'diagonal': diagonal,\n", " 'sphere': sphere}\n", "\n", "a_theo = {'cube': (2*(nx-10)*(ny-10)+2*(nx-10)*(nz-10)+2*(ny-10)*(nz-10))/(nx*ny*nz),\n", " 'cube_rot': (2*(nx-10)*(ny-10)+2*(nx-10)*(nz-10)+2*(ny-10)*(nz-10))/(nx*ny*nz),\n", " 'multicube': (2*(nx-10)*(ny-10)+(nx-10)*(nz-10)+(ny-10)*(nz-10))/(nx*ny*nz),\n", " 'diagonal': np.sqrt(3)*nx**2/(nx*ny*nz),\n", " 'sphere': 4*np.pi*radius**2/(nx*ny*nz)}\n", "\n", "labels = {'gray': 1}" ] }, { "cell_type": "markdown", "id": "5d9a0023", "metadata": {}, "source": [ "...and visualize the structures." ] }, { "cell_type": "code", "execution_count": 3, "id": "c2344bb2", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(nrows=1, ncols=5, figsize=(16, 4), dpi=100)\n", "\n", "i = 0\n", "for key, value in structures.items():\n", " axes[i].remove()\n", " axes[i] = fig.add_subplot(1, 5, i + 1, projection='3d')\n", "\n", " axes[i].voxels(value==1, facecolors='gray', edgecolor='black', alpha=1.0)\n", " axes[i].voxels(value==2, facecolors='blue', edgecolor='black', alpha=1.0)\n", " axes[i].voxels(value==3, facecolors='green', edgecolor='black', alpha=1.0)\n", " axes[i].set_aspect('equal')\n", " axes[i].set_title(key)\n", " axes[i].set_xlim(0, nx)\n", " axes[i].set_ylim(0, ny)\n", " axes[i].set_zlim(0, nz)\n", " i = i + 1\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "8b394bd3", "metadata": {}, "source": [ "The gray phase is labelled with `1` and will be used for the comparison of various surface areas computations. Note that already from the volume fractions we can see grid anisotropy i.e. the rotated cube now has 12% more voxels." ] }, { "cell_type": "code", "execution_count": 4, "id": "9090f1ca", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Volume fraction of cube: 0.1250\n", "Volume fraction of cube_rot: 0.1400\n", "Volume fraction of multicube: 0.1250\n", "Volume fraction of diagonal: 0.3587\n", "Volume fraction of sphere: 0.1840\n" ] } ], "source": [ "for key, struc in structures.items():\n", " print(\"Volume fraction of \"+key+f\": {tau.volume_fraction(struc, labels)['gray']:.4f}\")" ] }, { "cell_type": "code", "execution_count": 5, "id": "c917059e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Spec. surf. area: faces \t| gradient \t| marching\n", "cube: \t0.07500 (0.00 %)\t| 0.07085 (-5.53 %)\t| 0.07051 (-5.98 %)\n", "cube_rot: \t0.09800 (30.67 %)\t| 0.07657 (2.10 %)\t| 0.07624 (1.65 %)\n", "multicube: \t0.05000 (0.00 %)\t| 0.04823 (-3.54 %)\t| 0.04219 (-15.61 %)\n", "diagonal: \t0.14963 (72.77 %)\t| 0.09402 (8.57 %)\t| 0.07813 (-9.78 %)\n", "sphere: \t0.11700 (52.01 %)\t| 0.08378 (8.85 %)\t| 0.08344 (8.41 %)\n" ] } ], "source": [ "a_faces = {}\n", "a_marching = {}\n", "a_gradient = {}\n", "\n", "for key, struc in structures.items():\n", " a_faces[key] = tau.specific_surface_area(struc,\n", " method='face_counting',\n", " phases=labels)['gray']\n", " a_gradient[key] = tau.specific_surface_area(struc,\n", " method='gradient',\n", " phases=labels,\n", " smoothing=False)['gray']\n", " a_marching[key] = tau.specific_surface_area(struc,\n", " method='marching_cubes',\n", " phases=labels,\n", " smoothing=False,\n", " device='cpu')['gray']\n", "\n", "print(\"Spec. surf. area: faces \\t| gradient \\t| marching\")\n", "for key, struc in structures.items():\n", " print(key+f\": \\t{a_faces[key]:.5f} ({((a_faces[key]-a_theo[key])/a_theo[key]*100):.2f} %)\\t|\"\n", " f\" {a_gradient[key]:.5f} ({(a_gradient[key]-a_theo[key])/a_theo[key]*100:.2f} %)\\t|\"\n", " f\" {a_marching[key]:.5f} ({(a_marching[key]-a_theo[key])/a_theo[key]*100:.2f} %)\")" ] }, { "cell_type": "markdown", "id": "3b175f87", "metadata": {}, "source": [ "From the comparison of surface area computations we can see that face counting is exact for all cases where we have grid aligned structures (`cube` and `multicube`). The specific surface area of a sphere is overestimated by $50\\%$ even in the limit of high voxel resolution as discussed by [Daubner et. al.](https://iopscience.iop.org/article/10.1149/1945-7111/ad9a07) and, similarly, the diagonal planes are overestimated by $\\sqrt{3}-1 = 73.2\\%$.\n", "\n", "The `marching_cubes` algorithm and the `gradient` method introduce some errors for grid aligned cases (due to edge smoothing) but generally perform much better for curved surfaces as often encountered in porous microstructures. Especially in the context of battery electrodes, the spherical example is the most relevant comparison. Both the `marching_cubes` and the `gradient` method can be combined with a smoothing operation (convolution with a 3x3x3 Gaussian kernel) which further increases the accuracy for curved surfaces but leads to increased edge smoothing for all cuboid structures. Note that `smoothing=True` is the default option for the `specific_surface_area` function." ] }, { "cell_type": "code", "execution_count": 6, "id": "6e577b5e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Spec. surf. area: gradient \t| marching\n", "cube: \t0.06547 (-12.71 %)\t| 0.06368 (-15.10 %)\n", "cube_rot: \t0.07063 (-5.83 %)\t| 0.06941 (-7.45 %)\n", "multicube: \t0.04587 (-8.26 %)\t| 0.03958 (-20.83 %)\n", "diagonal: \t0.08502 (-1.83 %)\t| 0.07626 (-11.94 %)\n", "sphere: \t0.07770 (0.95 %)\t| 0.07634 (-0.82 %)\n" ] } ], "source": [ "for key, value in structures.items():\n", " a_gradient[key] = tau.specific_surface_area(value, method='gradient', phases=labels)['gray']\n", " a_marching[key] = tau.specific_surface_area(value, method='marching_cubes', phases=labels, device='cpu')['gray']\n", "\n", "print(\"Spec. surf. area: gradient \\t| marching\")\n", "for key, struc in structures.items():\n", " print(key+f\": \\t{a_gradient[key]:.5f} ({(a_gradient[key]-a_theo[key])/a_theo[key]*100:.2f} %)\\t|\"\n", " f\" {a_marching[key]:.5f} ({(a_marching[key]-a_theo[key])/a_theo[key]*100:.2f} %)\")" ] }, { "cell_type": "markdown", "id": "d5f7cae4", "metadata": {}, "source": [ "## Interfacial area validation\n", "\n", "Next, let's look at pairwise interfacial areas.\n", "For now, only `face_counting` is implemented.\n", "\n", "In the case of a binary structure, there will only be one interfacial area which must be equivalent to to respective specific surface areas. This can be easily shown:" ] }, { "cell_type": "code", "execution_count": 7, "id": "38766ca0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'0': 0.117, '1': 0.117}\n", "{(0, 1): 0.117}\n" ] } ], "source": [ "print(tau.specific_surface_area(sphere, method='face_counting'))\n", "print(tau.interfacial_areas(sphere, normalize=True))" ] }, { "cell_type": "markdown", "id": "c73a77cc", "metadata": {}, "source": [ "The multi-label cube is a good validation example for this function. Note that there is a `normalize = True` option to compute the specific interfacial areas in [1/m] while `normalize = False` returns the toal amount of counted faces." ] }, { "cell_type": "code", "execution_count": 8, "id": "1d215db2", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{(0, 1): 325.0,\n", " (0, 2): 500.0,\n", " (0, 3): 200.0,\n", " (1, 2): 50.0,\n", " (1, 3): 25.0,\n", " (2, 3): 50.0}" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tau.interfacial_areas(cubes, normalize = False)" ] }, { "cell_type": "markdown", "id": "d118731f", "metadata": {}, "source": [ "These results are correct which can be easily confirmed by looking at the multi-cube structure in the figure above." ] }, { "cell_type": "markdown", "id": "a015c2e7", "metadata": {}, "source": [ "## Battery electrode example" ] }, { "cell_type": "code", "execution_count": 9, "id": "8fa93aed", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Stack shape: (256, 256, 256)\n" ] } ], "source": [ "structure = tifffile.imread('electrode.tiff')\n", "print(\"Stack shape:\", structure.shape)\n", "labels = {\"pore\":0, \"NMC\":85, \"CBD\":170}" ] }, { "cell_type": "markdown", "id": "27ee82e8", "metadata": {}, "source": [ "Let's track the wall time of each method" ] }, { "cell_type": "code", "execution_count": 10, "id": "df9fd3eb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'pore': 0.30683690309524536, 'NMC': 0.14610451459884644, 'CBD': 0.34222638607025146}\n", "{'pore': 0.19837072491645813, 'NMC': 0.10425256937742233, 'CBD': 0.2104557752609253}\n", "{'pore': 0.1161952018737793, 'NMC': 0.09140095114707947, 'CBD': 0.109257273375988}\n", "{'pore': 0.22268114984035492, 'NMC': 0.10418400168418884, 'CBD': 0.25399911403656006}\n", "{'pore': 0.136002317070961, 'NMC': 0.09128409624099731, 'CBD': 0.13165849447250366}\n", "Face_counting: 0.2399 s\n", "Gradient w/o smoothing: 0.1088 s\n", "Gradient w smoothing: 0.1400 s\n", "Marching w/o smoothing: 7.5878 s\n", "Marching w smoothing: 6.1020 s\n" ] } ], "source": [ "import time\n", "timer = []\n", "timer.append(time.time())\n", "print(tau.specific_surface_area(structure, phases=labels, method='face_counting', device='cuda'))\n", "timer.append(time.time())\n", "print(tau.specific_surface_area(structure, phases=labels, method='gradient', smoothing=False, device='cuda'))\n", "timer.append(time.time())\n", "print(tau.specific_surface_area(structure, phases=labels, method='gradient', smoothing=True, device='cuda'))\n", "timer.append(time.time())\n", "print(tau.specific_surface_area(structure, phases=labels, method='marching_cubes', smoothing=False, device='cpu'))\n", "timer.append(time.time())\n", "print(tau.specific_surface_area(structure, phases=labels, method='marching_cubes', smoothing=True, device='cpu'))\n", "timer.append(time.time())\n", "\n", "print(f\"Face_counting: {timer[1]-timer[0]:.4f} s\\n\"\n", " f\"Gradient w/o smoothing: {timer[2]-timer[1]:.4f} s\\n\"\n", " f\"Gradient w smoothing: {timer[3]-timer[2]:.4f} s\\n\"\n", " f\"Marching w/o smoothing: {timer[4]-timer[3]:.4f} s\\n\"\n", " f\"Marching w smoothing: {timer[5]-timer[4]:.4f} s\"\n", " )" ] }, { "cell_type": "markdown", "id": "2b6acb20", "metadata": {}, "source": [ "From these results we can already see that the marching cubes method is more than an order of magnitude slower than the other methods.\n", "\n", "Next we use the SNOW segmentation to identify all individual NMC particles" ] }, { "cell_type": "code", "execution_count": 12, "id": "a9a76e27", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "5fb7cbbc3c1e486c95049797c772aace", "version_major": 2, "version_minor": 0 }, "text/plain": [ "0it [00:00, ?it/s]" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Identified 1363 individual particles.\n" ] } ], "source": [ "import porespy as ps\n", "\n", "snow_labels = (ps.filters.snow_partitioning(structure == labels[\"NMC\"])).regions\n", "print(f\"Identified {np.unique(snow_labels).size} individual particles.\")" ] }, { "cell_type": "code", "execution_count": 13, "id": "d28516dc", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Face_counting: 0.4330 s\n", "Gradient w/o smoothing: 3.3783 s\n", "Gradient w smoothing: 4.0257 s\n", "Marching w/o smoothing: 74.9045 s\n", "Marching w smoothing: 76.2564 s\n" ] } ], "source": [ "timer = []\n", "timer.append(time.time())\n", "surf = tau.specific_surface_area(snow_labels, method='face_counting', device='cuda')\n", "timer.append(time.time())\n", "surf = tau.specific_surface_area(snow_labels, method='gradient', smoothing=False, device='cuda')\n", "timer.append(time.time())\n", "surf = tau.specific_surface_area(snow_labels, method='gradient', smoothing=True, device='cuda')\n", "timer.append(time.time())\n", "surf = tau.specific_surface_area(snow_labels, method='marching_cubes', smoothing=False, device='cpu')\n", "timer.append(time.time())\n", "surf = tau.specific_surface_area(snow_labels, method='marching_cubes', smoothing=True, device='cpu')\n", "timer.append(time.time())\n", "\n", "print(f\"Face_counting: {timer[1]-timer[0]:.4f} s\\n\"\n", " f\"Gradient w/o smoothing: {timer[2]-timer[1]:.4f} s\\n\"\n", " f\"Gradient w smoothing: {timer[3]-timer[2]:.4f} s\\n\"\n", " f\"Marching w/o smoothing: {timer[4]-timer[3]:.4f} s\\n\"\n", " f\"Marching w smoothing: {timer[5]-timer[4]:.4f} s\"\n", " )" ] }, { "cell_type": "code", "execution_count": 14, "id": "7f0e6281", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Average interfacial area between particles is 111.51503957783642 voxel faces.\n" ] } ], "source": [ "interfaces = tau.interfacial_areas(snow_labels, normalize=False)\n", "count = 0\n", "av_interface_area = 0\n", "for pair, val in interfaces.items():\n", " if pair[0] != 0 and pair[1] != 0:\n", " count += 1\n", " av_interface_area += val\n", "av_interface_area = av_interface_area / count\n", "print(f\"Average interfacial area between particles is {av_interface_area} voxel faces.\")" ] } ], "metadata": { "kernelspec": { "display_name": "voxenv", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.11" } }, "nbformat": 4, "nbformat_minor": 5 }