{ "cells": [ { "cell_type": "markdown", "id": "7d65e01e-1def-42d3-b0fa-51327ff53d49", "metadata": {}, "source": [ "# Grain-by-grain workflow\n", "\n", "While texture-tomography was first suggested as a way to reconstruct XRD-CT data from very small grained materials, where each reconstruction voxel contains a large number of grains, it has turned out that it performs well on deformed large grained materials as well.\n", "\n", "The standard RBF workflow can sometimes give acceptable grain maps for difficult samples where even state-of-the-art [scanning-3D-XRD](https://doi.org/10.1038/s41598-024-71006-0) algorithms are not thought to perform well. However, the orientation resolution is limited by the grid nearest neighbor spacing which is hard to get much lower than about $5^\\circ$ before running into computational problems due to the size of the ODF expansion.\n", "\n", "Inspired by [6D-DCT](https://doi.org/10.1038/srep20618), I have implemented a separate workflow which reconstructs grains one at a time, where the voxel-by-voxel ODF is modeled by a finely spaced grid of orientations centered on the average orientation of the grain.\n", "\n", "This workflow enables reconstructions with better orientation resolution than the normal texture-tomography workflow and maintains better ability to handle deformed materials than s3DXRD. This comes at the cost of a slow reconstruction with a lot of tunable parameters.\n", "\n", "This jupyter notebook documents the complicated workflow in the following steps:\n", "\n", "1. Simulating a dataset\n", "2. Normal RBF reconstruction\n", "3. Grain segmentation\n", "4. Single grain basis funcitons\n", "5. Grain-by-grain reconstruction\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "8a6022bc-0c73-4406-8385-3f4cff7e0021", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "INFO:Setting the number of threads to 4. If your physical cores are fewer than this number, you may want to use numba.set_num_threads(n), and os.environ[\"OPENBLAS_NUM_THREADS\"] = f\"{n}\" to set the number of threads to the number of physical cores n.\n", "INFO:Setting numba log level to WARNING.\n" ] } ], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib as mpl\n", "\n", "import numpy as np\n", "from scipy.spatial.transform import Rotation as R\n", "from scipy.ndimage import find_objects\n", "from tqdm import tqdm\n", "\n", "from odftomo.io.make_2d_geometry import make_2D_mumott_geometry\n", "from odftomo.io.mumott_fileformat_loader import get_probed_coordinates\n", "from odftomo.texture import grids, point_groups, odfs\n", "from odftomo.tomography_models import FromArrayModel, OnTheFlyModel\n", "from odftomo.crystallography import cubic\n", "from odftomo.optimization import FISTA\n", "from odftomo.analysis.segmentation import find_texture_components, grain_segmentation\n", "from odftomo import plot_tools\n", "from mumott.methods.projectors import SAXSProjector as Projector\n" ] }, { "cell_type": "markdown", "id": "6943922f-5ec3-42cb-bcb7-cd50278f622d", "metadata": {}, "source": [ "## 1. Simulating a dataset\n", "\n", "The grain-by-grain reconstruction only does well with quite fine sampling in the tomographic rotation. (I have been working with $0.5^\\circ$ experimentally and $1^\\circ$ in this simulation.)\n", "\n", "This unfortunately means that the datasets I have published so far cannot be used so this demonstration uses simulated data. You unfortunately just have to trust me for now that it also works well with real data. I will try to upload something better soon!\n", "\n", "The data is simulated with a model consisting of spatially varying orientation field with a symmetric Gaussian texture in each voxel with a $\\sigma = 0.02\\mathrm{rad}$ orientation spread." ] }, { "cell_type": "code", "execution_count": 2, "id": "395d6cd2-115f-4938-84b3-4562d22bbd53", "metadata": {}, "outputs": [], "source": [ "# Create a 2D geometry object\n", "rotation_angles = np.linspace(0, 180, 180, endpoint = False)\n", "azimuthal_angles = np.linspace(0, 360, 360, endpoint = False)\n", "geometry = make_2D_mumott_geometry(50, rotation_angles, azimuthal_angles)\n", "\n", "A, B = cubic()\n", "hkl_list = [(1, 1, 1), (2, 0, 0), (2, 2, 0), (3, 1, 1)]\n", "two_theta_list = [2 * np.arcsin(np.sqrt(hkl[0]**2+hkl[1]**2+hkl[2]**2)/20) * 180 / np.pi for hkl in hkl_list]\n", "h_vectors = [(B @ hkl)/np.linalg.norm(B @ hkl) for hkl in hkl_list]\n", "\n", "coordinates = []\n", "for hkl_index in range(len(hkl_list)):\n", " geometry.two_theta = two_theta_list[hkl_index] * np.pi / 180\n", " coordinates.append(get_probed_coordinates(geometry)[:, :, 0, :])\n", "\n", "coordinates = np.stack(coordinates, axis=-1)\n", "coordinates = coordinates.transpose((0, 1, 3, 2))[:, np.newaxis, np.newaxis, :, :]\n" ] }, { "cell_type": "code", "execution_count": 3, "id": "879ec1a9-d0db-4501-bbfe-72c584b5e15c", "metadata": {}, "outputs": [], "source": [ "# Make a sample consisting of 4 grains in a simple geometric configuration\n", "x = np.arange(geometry.volume_shape[0])\n", "z = np.arange(geometry.volume_shape[2])\n", "x, z = np.meshgrid(x, z, indexing='ij')\n", "\n", "disc = ((x-24.5)**2 + (z-24.5)**2) < 24**2 \n", "phi = np.arctan2(z-24.5, x-24.5)\n", "grain_label = np.floor((phi+np.pi/4) % (2*np.pi) / (np.pi/2)).astype(int)\n", "grain_label[~disc] = -1\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "5ec2bb72-ff96-4abe-9307-f23780990b26", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Make an orientation_field\n", "grain_mean_orientations = R.from_rotvec([[ 0.3, 0.1, 0.2],\n", " [-0.5, -0.45,-0.50],\n", " [-0.6, 0.5, 0.3],\n", " [ 0.3, -0.05, -0.2],])\n", "\n", "\n", "shape_2d = (geometry.volume_shape[0], geometry.volume_shape[2])\n", "low_frequency_noise = np.zeros((*shape_2d, 3), dtype=complex)\n", "noise_bl = 2\n", "low_frequency_noise[:noise_bl, :noise_bl, :] = np.random.rand(noise_bl,noise_bl,3) + 1j * np.random.rand(noise_bl,noise_bl,3) - 0.5 - 0.5j\n", "low_frequency_noise[:noise_bl, -noise_bl:, :] = np.random.rand(noise_bl,noise_bl,3) + 1j * np.random.rand(noise_bl,noise_bl,3) - 0.5 - 0.5j\n", "low_frequency_noise[-noise_bl:, -noise_bl:, :] = np.random.rand(noise_bl,noise_bl,3) + 1j * np.random.rand(noise_bl,noise_bl,3) - 0.5 - 0.5j\n", "low_frequency_noise[-noise_bl:, :noise_bl, :] = np.random.rand(noise_bl,noise_bl,3)+ 1j * np.random.rand(noise_bl,noise_bl,3) - 0.5 - 0.5j\n", "low_frequency_noise = np.real(np.fft.fftn(low_frequency_noise, axes = (0,1)))\n", "\n", "gt_orientation_field = np.zeros((*shape_2d, 3))\n", "for grain_index in range(4):\n", " grain_mask = grain_label==grain_index\n", " ori = grain_mean_orientations[grain_index] * R.from_rotvec(low_frequency_noise[grain_mask]*5e-2)\n", " gt_orientation_field[grain_mask, :] = ori.as_rotvec()\n", "\n", "# PLot simulation ground truth\n", "ipf_direction = np.array([0,1,0,])\n", "ipf_color_gt = plot_tools.IPF_color(gt_orientation_field, ipf_direction, 'cubic')\n", "ipf_color_gt[~disc,:]=1\n", "\n", "fig = plt.figure(figsize = (9,3))\n", "plt.subplot(1,3,1)\n", "plt.imshow(grain_label)\n", "plt.title('Grain label')\n", "plt.subplot(1,3,2)\n", "plt.imshow(ipf_color_gt)\n", "plt.title('Ground truth orientation field')\n", "ax = plt.subplot(1,3,3,projection='3d')\n", "for grain_ori in grain_mean_orientations:\n", " plt.plot(*grain_ori.as_rotvec(), 'x')\n", "plt.title('Grain mean orientations')\n", "plot_tools.plot_asym_zone_outline(ax, 'cubic')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 5, "id": "389e6bab-776c-47fa-9c16-ebbd2ce7b89a", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 180/180 [17:23<00:00, 5.80s/it]\n" ] } ], "source": [ "# Make simulated data\n", "projector = Projector(geometry) # Stand-alone radon transform\n", "simulation_sigma = 0.02\n", "\n", "sim_data_array = np.zeros((len(geometry), *geometry.projection_shape, len(azimuthal_angles), len(hkl_list)))\n", "gt_orientations = R.from_rotvec(gt_orientation_field.reshape((-1,3)))\n", "for rotation_index in tqdm(range(len(geometry))):\n", " for symmetry_element in point_groups.cubic:\n", " for hkl_index in range(len(hkl_list)):\n", " exact_direction = (gt_orientations * symmetry_element).apply(h_vectors[hkl_index]).reshape((*shape_2d, 3))\n", " cos_distance = np.abs(np.einsum('pi,xzi->xzp', coordinates[rotation_index, 0, 0, :, hkl_index,:], exact_direction))\n", " voxel_scattering = np.exp(4*(cos_distance-1)/2/simulation_sigma**2)\n", " voxel_scattering[~disc, :] = 0\n", " sim_data_array[rotation_index, :, 0, :, hkl_index] += projector.forward(voxel_scattering[:,np.newaxis,:,:], [rotation_index])[0,:,0,:]\n" ] }, { "cell_type": "code", "execution_count": 6, "id": "2a9f60f2-9317-401b-b0de-6a529298c557", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_1479728/353676136.py:18: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed in 3.11. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap()`` or ``pyplot.get_cmap()`` instead.\n", " cmap = mpl.cm.get_cmap('jet')\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# PLot simulated data\n", "hkl_index = 2\n", "azim_index = 35\n", "\n", "fig = plt.figure(figsize = (9,9))\n", "gs = mpl.gridspec.GridSpec(2, 1, figure=fig, height_ratios=(1, 3.5))\n", "\n", "ax = fig.add_subplot(gs[0, 0])\n", "plt.imshow(sim_data_array[:,:,0,azim_index,hkl_index].T, cmap='jet')\n", "plt.ylabel('scan y')\n", "plt.xlabel(r'$\\omega$')\n", "ax.set_xticks(np.arange(0, 180, 30))\n", "ax.set_xticklabels([f'{v:.0f}°' for v in rotation_angles[np.arange(0, 180, 30)]])\n", "plt.title('Single azim. channel sinogram')\n", "\n", "ax = fig.add_subplot(gs[1, 0])\n", "scatt_data = sim_data_array[0, 15, 0, :, :]\n", "cmap = mpl.cm.get_cmap('jet')\n", "plot_tools.plot_simulated_diffraction_pattern(geometry, np.array(two_theta_list)*np.pi/180,\n", " scatt_data=scatt_data, ax = ax, cmap=cmap, bg_color=cmap(0)[:3])\n", "ax.set_xlim(-0.38, 0.38)\n", "ax.set_ylim(-0.38, 0.38)\n", "plt.ylabel('Detector y (directional tangent)')\n", "plt.xlabel('Detector z (directional tangent)')\n", "plt.title('Simulated diffraction pattern')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "d59de16e-5de1-4880-b423-ace2ca77d0e2", "metadata": {}, "source": [ "## 2. Normal RBF reconstruction\n", "\n", "The grain-by-grain reconstruction needs as input a bounding box and a mean orientation of each grain. This amounts to a solution of the indexing problem, which is to assign a grain ID to each diffraction peak in the dataset.\n", "\n", "This is probably possible by with existing 3D-XRD algorithms, but here we run a normal RBF texture tomography reconstruction to get the orientation field and do grain segmentation.\n", "\n", "The RBF workflow is documented elsewhere, so here we just run through it quickly." ] }, { "cell_type": "code", "execution_count": 7, "id": "3e3db2eb-3caf-4e26-b937-3694fdbb3644", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting parallel computation of polefiugres.\n", "\n" ] } ], "source": [ "# Define a model of the ODF\n", "grid_resolution_parameter = 31\n", "recon_sigma = 0.05\n", "grid = grids.hopf_grid(grid_resolution_parameter, point_groups.cubic)\n", "odf = odfs.GaussianRBF(grid, point_groups.cubic, recon_sigma)\n", "basis_function_arrays = odf.compute_polefigure_matrices_parallel(coordinates, h_vectors, num_processes=4) \n", "RBF_model = FromArrayModel(basis_function_arrays, geometry)" ] }, { "cell_type": "code", "execution_count": 8, "id": "01e84b2b-a72b-486e-9b26-3c3931c639c6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Estimating largest safe step size\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Matrix norm estimate = 6.42E+10: 30%|███ | 3/10 [00:26<01:02, 8.96s/it]\n", "Loss = 1.12E+07: 100%|██████████| 100/100 [11:30<00:00, 6.91s/it]\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Run RBF reconstruction\n", "solidangle_factor = np.abs(np.cos(np.deg2rad(azimuthal_angles)))[np.newaxis, np.newaxis, np.newaxis, :, np.newaxis] * np.ones(sim_data_array.shape)\n", "optimizer = FISTA(RBF_model, sim_data_array, weights=solidangle_factor, maxiter=100, volume_mask=disc[:, np.newaxis, :])\n", "RBF_coefficients, convergence_curve = optimizer.optimize()\n", "\n", "plt.figure()\n", "plt.loglog(convergence_curve)\n", "plt.xlabel('Iteration number.')\n", "plt.ylabel('Cost function value')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "id": "98dee841-5a3b-41c6-9136-af27f2208690", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Pick a threshold value to determine what pixels to plot.\n", "mask_threshold = 0.003\n", "\n", "plt.figure(figsize = (9, 4))\n", "dens = np.sum(RBF_coefficients, axis = -1)\n", "mask = dens > mask_threshold\n", "\n", "plt.subplot(1,2,1)\n", "plt.imshow(dens[:,0,:])\n", "plt.contour(mask[:,0,:], levels = [0.5], colors=[(1,1,1)],linestyles='dashed')\n", "plt.xlabel('Recon z (pixels)'); plt.ylabel('Recon x (pixels)');\n", "\n", "plt.subplot(1,2,2)\n", "freq = plt.hist(dens.flatten(), bins = 20)[0]\n", "plt.ylim(0, np.max(freq)*1.2)\n", "plt.plot([mask_threshold]*2, [0, np.max(freq[5:])*1.2], 'k--')\n", "plt.xlabel('Density (arb. units)')\n", "plt.ylabel('Frequency')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 21, "id": "2ada0f5b-6470-443e-a788-6f90d1c1fb39", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_1479728/81798759.py:24: RuntimeWarning: invalid value encountered in divide\n", " J = np.sqrt(np.var(coeffs_2d, axis = -1)) / np.mean(coeffs_2d, axis = -1)\n" ] } ], "source": [ "# Compute some quantities for plotting\n", "pole_figure_hkl = np.array([0, 0, 1])\n", "coeffs_2d = RBF_coefficients[:,0,:,:]\n", "example_voxel = (10, 0, 30)\n", "stepsize = 1\n", "pcolor_opts = {'edgecolors':'face', 'vmin':0, 'rasterized':True}\n", "imshow_opts = {'extent':(0,coeffs_2d.shape[1]*stepsize,coeffs_2d.shape[0]*stepsize,0)}\n", "\n", "def tomogram_set_axes(ax):\n", " ax.set_xlabel('z (pixels)')\n", " ax.set_ylabel('x (pixels)')\n", " ax.grid()\n", "\n", "# Compute the plotted quantities\n", "mask_2d = np.sum(coeffs_2d, axis = -1) > mask_threshold\n", "\n", "# Compute max direction IVP colormap\n", "main_orientation_tomogram = odf.main_orientation(RBF_coefficients)\n", "ivp_map_rgb = plot_tools.IPF_color(main_orientation_tomogram, ipf_direction, 'cubic')[:, 0, :]\n", "ivp_map_rgb[~mask_2d, :] = 1\n", "\n", "# Compute approximate texture index\n", "J = np.sqrt(np.var(coeffs_2d, axis = -1)) / np.mean(coeffs_2d, axis = -1)\n", "J[~mask_2d] = np.nan\n", "# Compute a pole-figure of a single voxel\n", "voxel_coeffs = RBF_coefficients[example_voxel[0], example_voxel[1], example_voxel[2],:]\n", "polefigure, theta_grid, phi_grid = odf.make_polefigure_map(voxel_coeffs, B @ pole_figure_hkl)\n" ] }, { "cell_type": "code", "execution_count": 22, "id": "29f020e4-f02c-44ad-b891-bd7c92cad90c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Build the plot\n", "fig = plt.figure(figsize = (9, 10))\n", "\n", "# PLot IVP-map\n", "ax = plt.subplot(2,2,2)\n", "ax.imshow(ivp_map_rgb, **imshow_opts)\n", "ax.plot((example_voxel[2]+0.5)*stepsize, (example_voxel[0]+0.5)*stepsize, 'kx')\n", "ax.text((example_voxel[2]+0.5)*stepsize - 0.2, (example_voxel[0]+0.5)*stepsize - 0.1, 'example voxel', color = 'k')\n", "tomogram_set_axes(ax)\n", "ax.set_title('Max coeff. orientation')\n", "ax = fig.add_subplot([0.85, 0.5, 0.15, 0.15], polar = True)\n", "plot_tools.make_color_legend(ax, 'cubic')\n", "\n", "# Plot texture index\n", "ax = plt.subplot(2,2,1)\n", "img = ax.imshow(J, **imshow_opts)\n", "tomogram_set_axes(ax)\n", "ax.set_title('Texture index')\n", "\n", "# PLot pole figure\n", "ax = plt.subplot(2,2,3, polar=True) \n", "img = ax.pcolormesh(phi_grid, np.tan(theta_grid/2), polefigure, **pcolor_opts)\n", "ax.set_yticks([np.tan(ii*np.pi/8) for ii in range(1,2)])\n", "ax.set_yticklabels(['45°'])\n", "ax.yaxis.label.set_color('w')\n", "ax.set_title('Pole figure')\n", "if ipf_direction[2] < 0.0:\n", " ipf_direction = -ipf_direction\n", "IVP_map_theta = np.arctan2(np.sqrt(ipf_direction[0]**2+ipf_direction[1]**2), ipf_direction[2])\n", "IVP_map_phi = np.arctan2(ipf_direction[1], ipf_direction[0])\n", "ax.plot(IVP_map_phi, np.tan(IVP_map_theta/2), 'wx')\n", "ax.text(IVP_map_phi+0.3, np.tan(IVP_map_theta/2), 'IVP direction',color = 'w')\n", "\n", "# PLot ODF modes in Rodriguez-vector representation\n", "ax = plt.subplot(2,2,4, projection='3d')\n", "plot_tools.plot_orientation_coeffs(voxel_coeffs, odf.grid, ax, point_group_string='cubic')\n", "ax.set_title('ODF coefficients')\n", "fig.show()\n" ] }, { "cell_type": "markdown", "id": "a65fd5a8-4e39-4d4f-8c39-eddf19957fc2", "metadata": {}, "source": [ "## 3 - Grain segmentation\n", "\n", "To get the grain positions and orientation, we run through the usual grain-segmentation workflow for RBF reconstructions.\n", "\n", "First we perform pixel-by-pixel ODF clustering:" ] }, { "cell_type": "code", "execution_count": null, "id": "e636ab12-1974-4c8c-9d4f-ff311137c1b4", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/das/home/carlse_m/grids_in_so3/odftt/analysis/grid_tools.py:112: RuntimeWarning: invalid value encountered in arccos\n", " dist_this = np.arccos(2*np.abs(np.einsum('ik,k->i',\n", " 44%|████▎ | 1088/2500 [00:30<00:41, 33.93it/s]" ] } ], "source": [ "# Find texture components in each voxel\n", "texture_component_tomogram = find_texture_components(\n", " RBF_coefficients,\n", " odf,\n", " density_threshold = mask_threshold,\n", " texture_component_radius = 20.0,\n", ")\n", "\n", "print(f'In total {np.sum(texture_component_tomogram!=0)} texture components were found')\n", "print(f'with a maximum of {np.max(np.sum(texture_component_tomogram!=0, axis = -1))} texture components in a single voxel.')" ] }, { "cell_type": "markdown", "id": "ce1328dd-5de7-4166-86da-d245d3cc7f72", "metadata": {}, "source": [ "Then texture components in neighboring pixels and with similar orientations are grouped into grains." ] }, { "cell_type": "code", "execution_count": 25, "id": "44f7f1ee-161c-42cf-9ae5-3fab88e4bb0c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The texture components were segmented into 6 grains.\n" ] } ], "source": [ "sorted_grains_list = grain_segmentation(\n", " texture_component_tomogram,\n", " distance_threshold=5.0,\n", " point_group=odf.point_group,\n", ")\n", "\n", "print(f'The texture components were segmented into {len(sorted_grains_list)} grains.')\n" ] }, { "cell_type": "code", "execution_count": 26, "id": "926ed1e8-7d6e-4204-b11a-7903b08b64e4", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Make a map of grain-indexes of grain with highest density\n", "grain_number = 0\n", "grain_index = np.zeros(geometry.volume_shape)\n", "main_grain_dens = np.zeros(geometry.volume_shape)\n", "for index, grain in enumerate(sorted_grains_list[:30]):\n", " where = grain.density > main_grain_dens\n", " grain_index[where] = index\n", " main_grain_dens[where] = grain.density[where]\n", "grain_index[main_grain_dens==0] = np.nan\n", "\n", "fig = plt.figure(figsize = (8, 8))\n", "ax = plt.subplot(3,3,1)\n", "plt.imshow(grain_index[:,0,:]%10,**imshow_opts, cmap = 'Set1', interpolation = 'nearest')\n", "plt.title('Grain index')\n", "ax.grid()\n", "\n", "for grain in sorted_grains_list[:8]:\n", " ax = plt.subplot(3,3,grain_number+2)\n", " ax.imshow(np.sum(grain.density, axis=1))\n", " ax.set_title(f'Grain #{grain_number}')\n", " ax.grid()\n", " bbox = grain.bbox_voxel\n", " ax.plot(np.array([bbox[4], bbox[4], bbox[5], bbox[5], bbox[4]])-0.5,\n", " np.array([bbox[0], bbox[1], bbox[1], bbox[0], bbox[0]])-0.5, '--w')\n", " grain_number+=1\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "2ec3ba91-62be-4136-ab83-b562e041a155", "metadata": {}, "source": [ "## 4. Single grain basis functions\n", "\n", "Before we move on to the reconstuctions, we introduce the basis-functions in a bit more detail.\n", "\n", "When we want to model a small part of orientation space, we can sometimes simplify things by linearizing rotations. A sketch of a derivation starts with the aproximation of rotation matrixes of small rotation by skew-symmetric matrixes of the shape:\n", "\n", "$$\n", "g\\approx R_{\\mathbf{r}} = \\begin{bmatrix}\n", "1 & -r_z & r_y \\\\\n", "r_z & 1 & -r_x \\\\\n", "-r_y & r_x & 1 \n", "\\end{bmatrix},\n", "$$\n", "\n", "where $\\mathbf{r} = [r_x, r_y, r_z]^{\\mathrm{T}}$ is a 3-vector (equal to the Rodriguez vector to first order) that parametrizes the rotations. In this aproximation, rotation of a vector $\\mathbf{v}$ is replaced by a cross product:\n", "\n", "$$\n", "R_{\\mathbf{r}}\\mathbf{v}= \\mathbf{v} + \\mathbf{r}\\times\\mathbf{v},\n", "$$\n", "\n", "where $\\times$ is the vector cross product. And composition of rotation matrixes aproximatelty becomes vector-addition:\n", "\n", "$$\n", "R_{\\mathbf{r}_1}R_{\\mathbf{r}_2} \\approx R_{\\mathbf{r}_1+\\mathbf{r}_2},\n", "$$\n", "\n", "The idea we will make use of is that the integral used to compute the pole-figure transform can be approximated by a straight line in $\\mathbf{r}$-space.\n", "\n", "$$\n", "\\langle \\mathbf{y}, \\mathbf{h} \\rangle \\approx \\left\\{R_{\\mathbf{r}}:\\,\\mathbf{r}= \\frac{\\mathbf{h}\\times\\mathbf{y}}{\\mathbf{h}\\cdot\\mathbf{y}} + s \\mathbf{h},\\, s\\in[-\\pi, \\pi]\\right\\},\n", "$$\n", "\n", "where we are using [Bunge](https://www.sciencedirect.com/book/9780408106429/texture-analysis-in-materials-science)'s notation with lattice-space unit vectors $\\mathbf{h}$, sample-space vectors $\\mathbf{y}$ and $\\langle \\mathbf{h}, \\mathbf{y} \\rangle = \\{g\\in\\mathrm{SO}(3):\\,\\mathbf{y}=g\\mathbf{h} \\}$.\n", "\n", "The range for $s$ is not important if we are considering functions in $\\mathrm{SO}(3)$ that are only non-zero for small rotations.\n", "\n", "Because the foward model is now a line-integral, we can use efficient algorithms from CT instead of pre-computed matrixes.\n", "\n", "The last detail is to generalize our approximation for small rotations (a small region around $g=e$) to an approximation for a small region around an arbitrary orientation $g= g_0$. This is done by a right-sided shift of the definitions above:\n", "\n", "$$\n", "g \\approx R_{\\mathbf{r}}g_0\n", "$$\n", "\n", "which means all $\\mathbf{h}$ vectors in the above equations should be replaced by $g_0\\mathbf{h}$.\n", "\n", "Let's set up such a model for one of the grains in the simulated sample. Aside from the real-space bounding box and the mean orientation which we get from the RBF reconstruction, there are two additional parameters: an orientation space range in radians and a number of steps along the box edge." ] }, { "cell_type": "code", "execution_count": 27, "id": "cc9d8a78-133b-456a-915d-b4feb2df7356", "metadata": {}, "outputs": [], "source": [ "# Choose which plot to reconstruct\n", "grain_index = 3\n", "# For the comparison plots below, you also need to tell which ground-truth grain\n", "# label this coresponds to.\n", "gt_grain_label = 1\n", "\n", "# Make the single-grain ODF model\n", "grain = sorted_grains_list[grain_index]\n", "grid_range = 0.15 # Half range of box in radians (approx. largest misorientation in grain)\n", "grid_scale = 15 # Number of steps in each direction\n", "grain_odf = odfs.SingleGrain(grain.COM_ori, grid_range, grid_scale, point_groups.cubic)" ] }, { "cell_type": "code", "execution_count": 28, "id": "2db94bc5-f3e4-455b-b5ab-381a203839d0", "metadata": {}, "outputs": [], "source": [ "# Make a geometry object corresponding to single grain ROI\n", "# Grain center position relative to full tomogram center\n", "bbox = grain.bbox_voxel\n", "offset_xyz = np.array([0.5*(bbox[0]+bbox[1])-geometry.volume_shape[0]/2,\n", " 0.5*(bbox[2]+bbox[3])-geometry.volume_shape[1]/2,\n", " 0.5*(bbox[4]+bbox[5])-geometry.volume_shape[2]/2,])\n", "\n", "# Offset projected onto the raster-scan direction\n", "offset_j = []\n", "for rotation in geometry.rotations:\n", " offset_j.append(-np.dot((rotation @ offset_xyz), geometry.j_direction_0))\n", "offset_j = np.array(offset_j)\n", "\n", "from copy import deepcopy\n", "grain_geometry = deepcopy(geometry)\n", "grain_geometry.j_offsets += offset_j\n", "grain_geometry.volume_shape = [bbox[1]-bbox[0], 1, bbox[5]-bbox[4]]" ] }, { "cell_type": "code", "execution_count": 30, "id": "be530515-e5c9-49c6-b8b6-2fba50ac347e", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Utility for rodriguez vector plotting\n", "def plot_orientation_bbox(ax):\n", " box_edges = np.array([[-1, -1, -1], [-1, -1, 1], [-1, 1, 1], [-1, 1, -1], [-1, -1, -1],\n", " [1, -1, -1], [1, -1, 1], [-1, -1, 1], [1, -1, 1], [1, 1, 1],\n", " [-1, 1, 1], [1, 1, 1], [1, 1, -1], [-1, 1, -1], [1, 1, -1], [1, -1, -1],])\n", "\n", " box_half_edge = grid_range\n", " box_edges = (R.from_rotvec(box_half_edge * box_edges) * grain.COM_ori).as_rotvec()\n", " ax.plot(box_edges[:,0], box_edges[:,1], box_edges[:,2], 'k')\n", " ax.set_aspect('equal')\n", "\n", "grain_mask = grain.density > 0.0\n", "rots = R.from_rotvec(grain.rotvec_array[grain_mask])\n", "\n", "# Make colours\n", "grain_rotvec_map = np.ones(grain.rotvec_array.shape) \n", "grain_rotvec_map[grain_mask] = rots.as_rotvec()\n", "grain_IPF_rgb = plot_tools.IPF_color(grain_rotvec_map[:, 0, :], ipf_direction, 'cubic')\n", "grain_IPF_rgb[~grain_mask[:, 0, :]] = 1\n", "\n", "fig = plt.figure(figsize = (9,9))\n", "# Full symeetric zone with ODF and bbox\n", "ax = plt.subplot(2, 2, 1, projection = '3d')\n", "ax.scatter(grain.rotvec_array[grain_mask,0], grain.rotvec_array[grain_mask,1], grain.rotvec_array[grain_mask,2],\n", " c = grain_IPF_rgb[grain_mask[:,0,:], :], s = 5)\n", "plot_tools.plot_asym_zone_outline(ax, 'cubic')\n", "ax.set_title('Grain ODF with bbox')\n", "plot_orientation_bbox(ax)\n", "\n", "# RBF grid\n", "ax = plt.subplot(2, 2, 3, projection = '3d')\n", "RBF_grid_rotvecs = (odf.grid * grain_odf.average_orientation.inv()).as_rotvec()\n", "in_bbox = np.all(np.abs(RBF_grid_rotvecs) <= grid_range * 1.0, axis=1)\n", "RBF_grid_rotvecs = odf.grid.as_rotvec()\n", "ax.scatter(RBF_grid_rotvecs[in_bbox,0], RBF_grid_rotvecs[in_bbox,1], RBF_grid_rotvecs[in_bbox,2],\n", " c = 'k', s = 10, alpha = 1)\n", "plot_orientation_bbox(ax)\n", "ax.set_title('RBF grid-points inside bbox')\n", "\n", "# IPF map\n", "ax = plt.subplot(2, 2, 2)\n", "plt.imshow(grain_IPF_rgb)\n", "ax.set_title('Single grain IPF-map')\n", "ax.plot(np.array([bbox[4], bbox[4], bbox[5], bbox[5], bbox[4]])-0.5,\n", " np.array([bbox[0], bbox[1], bbox[1], bbox[0], bbox[0]])-0.5, '--k')\n", "\n", "# Single-grain grid\n", "ax = plt.subplot(2, 2, 4, projection = '3d')\n", "grid_rotvecs = grain_odf.rotation_grid().as_rotvec()\n", "ax.scatter(grid_rotvecs[:,0], grid_rotvecs[:,1], grid_rotvecs[:,2], s = 0.3, c='k')\n", "ax.set_title('Single grain grid')\n", "plot_orientation_bbox(ax)\n", "\n", "plt.savefig('../img/single_grain_grid.png')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "4b459b16-1139-4d3c-b6c8-7782de22cdb0", "metadata": {}, "source": [ "**Figure caption:** *a) shows the pixel mean orientations of the grain of interest. b) shows the mean orientation in IPF map and the bounding box, c) and d) shows a zoomed in region of rotation space with the bounding box and the RBF and single-grain orientation grids respectively.*" ] }, { "cell_type": "markdown", "id": "82080252-1ad4-4ef7-ac8c-1e29d3471d24", "metadata": {}, "source": [ "## 5. Grain-by-grain reconstruction\n", "\n", "With a model set up, we can now try to reconstruct a single grain. We don't try to filter out the peaks from other grains, we just fit to the full dataset and hope the local-tomography figures the rest out.\n", "\n", "For less perfect data, we often find that the reconstructions need L-1 regularization, otherwise they develop large artefacts at the edges of both the real- and reciprocal space bounding boxes. This means we need to perform a sweep over the regularization parameter which costs a lot of computer time. It seem that once a good parameter is found for one grain, it can be re-used for the rest of the grains in the same sample.\n" ] }, { "cell_type": "code", "execution_count": 31, "id": "28e4c8c1-4d55-424b-b6f3-b21e6370f38d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Estimating largest safe step size\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Matrix norm estimate = 7.59E+05: 50%|█████ | 5/10 [00:38<00:38, 7.67s/it]\n", "Loss = 1.42E+07: 100%|██████████| 100/100 [10:35<00:00, 6.35s/it]\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "grain_model = OnTheFlyModel(grain_odf, grain_geometry, coordinates, h_vectors)\n", "optimizer_2 = FISTA(grain_model, sim_data_array, maxiter=100, weights=solidangle_factor)\n", "grain_coefficients, convergence_curve = optimizer_2.optimize()\n", "\n", "plt.semilogx(convergence_curve)\n", "plt.xlabel('Iteration number.')\n", "plt.ylabel('Cost function value')\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "27be8c32-727d-4344-8863-ab799c0dcde8", "metadata": {}, "source": [ "Compute COM orientation for each voxel." ] }, { "cell_type": "code", "execution_count": 33, "id": "457d1721-266b-42f5-9ccb-bcdcd34c9d05", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 32/32 [00:00<00:00, 968.34it/s]\n" ] } ], "source": [ "grain_coefficients_6D = grain_coefficients.reshape((*grain_geometry.volume_shape, grid_scale, grid_scale, grid_scale))\n", "grain_dens = np.sum(grain_coefficients, axis=3)\n", "\n", "# Pick a threshold value to determine what pixels to plot.\n", "mask_GOI_threshold = 2.2\n", "plt.figure(figsize = (9, 4))\n", "grain_mask = grain_dens > mask_GOI_threshold\n", "\n", "plt.subplot(1,2,1)\n", "plt.imshow(grain_dens[:,0,:])\n", "plt.contour(grain_mask[:,0,:], levels = [0.5], colors=[(1,1,1)],linestyles='dashed')\n", "plt.xlabel('Recon z (pixels)'); plt.ylabel('Recon x (pixels)');\n", "\n", "plt.subplot(1,2,2)\n", "freq = plt.hist(grain_dens.flatten(), bins = 20)[0]\n", "plt.ylim(0, np.max(freq)*1.2)\n", "plt.plot([mask_GOI_threshold]*2, [0, np.max(freq[5:])*1.2], 'k--')\n", "plt.xlabel('Density (arb. units)')\n", "plt.ylabel('Frequency')\n", "plt.show()\n", "\n", "\n", "# Compute COM orientation\n", "ori_index = np.linspace(-grid_range, grid_range, grid_scale)\n", "ori_index_1, ori_index_2, ori_index_3 = np.meshgrid(ori_index, ori_index, ori_index, indexing = 'ij')\n", "COM_orientation = np.zeros((*grain_geometry.volume_shape, 3))\n", "ivp_map_vec = np.zeros((*grain_geometry.volume_shape, 3))\n", "for ii in tqdm(range(grain_geometry.volume_shape[0])):\n", " for jj in range(grain_geometry.volume_shape[1]):\n", " for kk in range(grain_geometry.volume_shape[2]):\n", " coeffs = grain_coefficients_6D[ii,jj,kk,...]\n", " intint = np.sum(coeffs)\n", " sum1 = np.sum(coeffs*ori_index_1)\n", " sum2 = np.sum(coeffs*ori_index_2)\n", " sum3 = np.sum(coeffs*ori_index_3)\n", " if intint > 0.0:\n", " rot = R.from_rotvec([sum1/intint, sum2/intint, sum3/intint]) * grain_odf.average_orientation\n", " COM_orientation[ii,jj,kk,:] = rot.as_rotvec()\n", " \n", "\n", "ivp_map_rgb = plot_tools.IPF_color(COM_orientation[:,0,:,:], ipf_direction,'cubic')\n", "ivp_map_rgb[~grain_mask[:,0,:],:] = 1\n" ] }, { "cell_type": "markdown", "id": "6a090451-d77f-4315-ad40-dc1a461f2715", "metadata": {}, "source": [ "Make a big plot comparing the two reconstruction approaches " ] }, { "cell_type": "code", "execution_count": 36, "id": "22805498-7e0a-47ff-a42a-5d3488d64af3", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "24it [00:00, 26.95it/s]\n", "1176it [00:02, 473.91it/s]\n" ] } ], "source": [ "# Mean orientation for RBF reconstructions\n", "# Compute max direction IVP colormap\n", "main_orientation_tomogram = odf.main_orientation(RBF_coefficients, method='COM')\n", "ivp_map_rgb_mean_RBF = plot_tools.IPF_color(main_orientation_tomogram, IVP_map_direction, 'cubic')[:,0,:]\n", "ivp_map_rgb_mean_RBF[~mask_2d, :] = 1\n" ] }, { "cell_type": "code", "execution_count": 49, "id": "9e6a4b7f-47be-46d2-ace6-4f098fd31d89", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize = (9, 6))\n", "gs = mpl.gridspec.GridSpec(2, 3, figure=fig, height_ratios=(1, 1.5))\n", "ax = fig.add_subplot(gs[0, 0])\n", "ax.imshow(ipf_color_gt)\n", "ax.set_xlim(bbox[4],bbox[5])\n", "ax.set_ylim(bbox[1], bbox[0])\n", "ax.set_title('Ground truth')\n", "ax.set_xticks([]), ax.set_yticks([])\n", "\n", "ax = fig.add_subplot(gs[0, 1])\n", "ax.imshow(ivp_map_rgb_mean_RBF)\n", "ax.set_xlim(bbox[4],bbox[5])\n", "ax.set_ylim(bbox[1], bbox[0])\n", "ax.set_title('RBF recon.')\n", "ax.set_xticks([]), ax.set_yticks([])\n", "\n", "ax = fig.add_subplot(gs[0, 2])\n", "grain_mask_full = grain.density > 0.0\n", "ax.imshow(ivp_map_rgb, extent = (bbox[4],bbox[5],bbox[1], bbox[0]))\n", "ax.set_title('Grain-based recon.')\n", "ax.set_xticks([]), ax.set_yticks([])\n", "\n", "small_grid_rotvecs = grain_odf.rotation_grid().as_rotvec()\n", "\n", "volume_shape = geometry.volume_shape\n", "gtmask = (grain_label == gt_grain_label)[:, np.newaxis, :]\n", "ax = fig.add_subplot(gs[1, 0], projection = '3d')\n", "gt_rotvec = R.from_rotvec(gt_orientation_field.reshape((-1,3)))\\\n", " .as_rotvec().reshape((*volume_shape, 3))[gtmask]\n", "ax.scatter(gt_rotvec[:, 0], gt_rotvec[:, 1], gt_rotvec[:, 2],\n", " c = ipf_color_gt[gtmask[:,0,:], :], s = 10, alpha=1)\n", "plot_orientation_bbox(ax)\n", "ax.set_xlim(np.min(small_grid_rotvecs[:,0]), np.max(small_grid_rotvecs[:,0]))\n", "ax.set_ylim(np.min(small_grid_rotvecs[:,1]), np.max(small_grid_rotvecs[:,1]))\n", "ax.set_zlim(np.min(small_grid_rotvecs[:,2]), np.max(small_grid_rotvecs[:,2]))\n", "ax.set_aspect('equal')\n", "ax.set_title('Ground truth pixel-mean\\norientations')\n", "\n", "ax = fig.add_subplot(gs[1, 1], projection = '3d')\n", "RBF_rotvecs = main_orientation_tomogram[mask_2d[:,np.newaxis,:], :].reshape((-1, 3))\n", "ax.scatter(RBF_rotvecs[:, 0], RBF_rotvecs[:, 1], RBF_rotvecs[:, 2],\n", " c = ivp_map_rgb_mean_RBF[mask_2d, :], s = 10, alpha=1)\n", "plot_orientation_bbox(ax)\n", "ax.set_xlim(np.min(small_grid_rotvecs[:,0]), np.max(small_grid_rotvecs[:,0]))\n", "ax.set_ylim(np.min(small_grid_rotvecs[:,1]), np.max(small_grid_rotvecs[:,1]))\n", "ax.set_zlim(np.min(small_grid_rotvecs[:,2]), np.max(small_grid_rotvecs[:,2]))\n", "ax.set_aspect('equal')\n", "ax.set_title('RBF pixel-mean\\norientations')\n", "\n", "ax = fig.add_subplot(gs[1, 2], projection = '3d')\n", "SG_rotvecs = COM_orientation[grain_mask]\n", "ax.scatter(SG_rotvecs[:, 0], SG_rotvecs[:, 1], SG_rotvecs[:, 2],\n", " c = ivp_map_rgb[grain_mask[:,0,:], :], s = 10, alpha=1)\n", "plot_orientation_bbox(ax)\n", "ax.set_xlim(np.min(small_grid_rotvecs[:,0]), np.max(small_grid_rotvecs[:,0]))\n", "ax.set_ylim(np.min(small_grid_rotvecs[:,1]), np.max(small_grid_rotvecs[:,1]))\n", "ax.set_zlim(np.min(small_grid_rotvecs[:,2]), np.max(small_grid_rotvecs[:,2]))\n", "ax.set_aspect('equal')\n", "ax.set_title('Single-grain pixel-mean\\norientations')\n", "fig.show()\n" ] }, { "cell_type": "markdown", "id": "2ab3414e-5b3b-46d7-bcff-a5abe509f18d", "metadata": {}, "source": [ "The typical IPF color mapping does not have high enough orientation contrast to see the difference, so we plot the $\\mathbf{r}$-vector as RGB instead with a blown-up version of the typical OpenGL colormap for unit-vectors." ] }, { "cell_type": "code", "execution_count": 52, "id": "33184a1f-402b-4b12-9291-62f480fea448", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Got range [0.0..3.1362270062255315].\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize = (9, 6))\n", "gs = mpl.gridspec.GridSpec(2, 4, figure=fig, width_ratios = (1,1,1,0.1))\n", "\n", "ax = fig.add_subplot(gs[0, 0])\n", "gt_rotvec = (R.from_rotvec(gt_orientation_field.reshape((-1,3)))*grain_odf.average_orientation.inv())\\\n", " .as_rotvec().reshape((*volume_shape, 3))\n", "gt_rotvec_rgb = (gt_rotvec + grid_range) / 2 / grid_range\n", "gt_rotvec_rgb[~gtmask, :] = 0\n", "ax.imshow(gt_rotvec_rgb[:,0,:])\n", "ax.set_xlim(bbox[4],bbox[5])\n", "ax.set_ylim(bbox[1], bbox[0])\n", "ax.set_title('Ground truth')\n", "ax.set_xticks([]), ax.set_yticks([])\n", "\n", "ax = fig.add_subplot(gs[0, 1])\n", "RBF_rotvec = (R.from_rotvec(main_orientation_tomogram.reshape((-1,3)))*grain_odf.average_orientation.inv())\\\n", " .as_rotvec().reshape((*volume_shape, 3))\n", "RBF_rotvec_rgb = (RBF_rotvec + grid_range) / 2 / grid_range\n", "RBF_rotvec_rgb[~grain_mask_full, :] = 0\n", "ax.imshow(RBF_rotvec_rgb[:,0,:])\n", "ax.set_xlim(bbox[4],bbox[5])\n", "ax.set_ylim(bbox[1], bbox[0])\n", "ax.set_title('RBF recon.')\n", "ax.set_xticks([]), ax.set_yticks([])\n", "\n", "ax = fig.add_subplot(gs[0, 2])\n", "SG_rotvec = (R.from_rotvec(COM_orientation.reshape((-1,3)))*grain_odf.average_orientation.inv())\\\n", " .as_rotvec().reshape((*grain_geometry.volume_shape, 3))\n", "SG_rotvec_rgb = (SG_rotvec + grid_range) / 2 / grid_range\n", "SG_rotvec_rgb[~grain_mask, :] = 0\n", "ax.imshow(SG_rotvec_rgb[:,0,:], extent = (bbox[4],bbox[5],bbox[1], bbox[0]))\n", "ax.set_title('Grain-based recon.')\n", "ax.set_xticks([]), ax.set_yticks([])\n", "\n", "ax = fig.add_subplot(gs[1, 1])\n", "dev_from_gt = np.sqrt(np.sum((RBF_rotvec - gt_rotvec)**2, axis=-1))\n", "dev_from_gt[~grain_mask_full] = 0\n", "ax.imshow(dev_from_gt[:,0,:]*180/np.pi, vmin=0, vmax=3, cmap='jet')\n", "ax.set_xlim(bbox[4],bbox[5])\n", "ax.set_ylim(bbox[1], bbox[0])\n", "ax.set_xticks([]), ax.set_yticks([])\n", "\n", "ax = fig.add_subplot(gs[1, 2])\n", "gt_rotvec_subsample = gt_rotvec[bbox[0]:bbox[1], bbox[2]:bbox[3], bbox[4]:bbox[5], :]\n", "dev_from_gt_2 = np.sqrt(np.sum((SG_rotvec - gt_rotvec_subsample)**2, axis=-1))\n", "dev_from_gt_2[~grain_mask] = 0\n", "img = ax.imshow(dev_from_gt_2[:,0,:]*180/np.pi, extent=(bbox[4],bbox[5],bbox[1], bbox[0]), vmin=0, vmax=3, cmap='jet')\n", "ax.set_xticks([]), ax.set_yticks([])\n", "\n", "cax = fig.add_subplot(gs[1, 3])\n", "cbar = fig.colorbar(img, cax=cax, label='Error')\n", "cax.set_yticks([0, 1, 2, 3])\n", "cax.set_yticklabels(['0°', '1°', '2°', '3°'])\n", "\n", "ax = fig.add_subplot(gs[1, 0])\n", "plt.hist(dev_from_gt[grain_mask_full]*180/np.pi, range = (0, 3), bins = 15, alpha = 0.7)\n", "plt.hist(dev_from_gt_2[grain_mask]*180/np.pi, range = (0, 3), bins = 15, alpha = 0.7)\n", "ax.set_xticks([0, 1, 2, 3])\n", "ax.set_xticklabels(['0°', '1°', '2°', '3°'])\n", "plt.legend(['RBF', 'Single grain'])\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "9c9b0aa3-9723-4497-a963-3521d67889fe", "metadata": {}, "source": [ "**Figure caption:** *a) Ground truth intergranular misorientation(deviation from mean) in blown-up RGB colormap b) Reconstructed intergranular misorientation with RBF workflow and c) with single grain workflow. d) Histogram of orientation erros made with the two reconstructions and map of the same errors for e) RBF and f) Single grain.*\n" ] } ], "metadata": { "kernelspec": { "display_name": "mumott_dev in p2085", "language": "python", "name": "mumott_dev" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.18" } }, "nbformat": 4, "nbformat_minor": 5 }