{ "cells": [ { "cell_type": "markdown", "metadata": { "nbsphinx": "hidden" }, "source": [ "This notebook is part of the `kikuchipy` documentation https://kikuchipy.org.\n", "Links to the documentation won't work from the notebook." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Pattern matching\n", "\n", "Crystal orientations can be determined from experimental EBSD patterns by matching them to simulated patterns of known phases and orientations, see e.g. Chen et al. (2015), Nolze et al. (2016), Foden et al. (2019).\n", "\n", "In this tutorial, we will perform *dictionary indexing* (DI) using a small Ni EBSD data set and a dynamically simulated Ni master pattern from EMsoft, both of low resolution and found in the [kikuchipy.data](../reference/generated/kikuchipy.data.rst) module.\n", "The pattern dictionary is generated from a uniform grid of orientations with a fixed projection center (PC) followng Singh and De Graef (2016).\n", "The true orientation is likely to fall in between grid points, which means there is always a lower angular accuracy associated with DI.\n", "We can improve upon each solution by letting the orientation deviate from the grid points.\n", "We do this by maximizing the similarity between experimental and simulated patterns using numerical optimization algorithms.\n", "This is here called *orientation refinement*.\n", "We could instead keep the orientations fixed and let the PC parameters deviate from their fixed values used in the dictionary, here called *projection center refinement*.\n", "Finally, we can also refine both at the same time, here called *orientation and projection center refinement*.\n", "The need for orientation or orientation and PC refinement is discussed by e.g. Singh et al. (2017), Winkelmann et al. (2020), and Pang et al. (2020).\n", "\n", "The term *pattern matching* is here used for the combined approach of DI followed by refinement.\n", "\n", "Before we can generate a dictionary of simulated patterns, we need a master pattern containing all possible scattering vectors for a candidate phase.\n", "This can be simulated using EMsoft (Callahan and De Graef (2013) and Jackson et al. (2014)) and then read into kikuchipy.\n", "\n", "First, we import libraries" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Exchange inline for notebook or qt5 (from pyqt) for interactive plotting\n", "%matplotlib inline\n", "\n", "import tempfile\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "import hyperspy.api as hs\n", "import kikuchipy as kp\n", "from orix import sampling, plot, io\n", "from orix.vector import Vector3d\n", "\n", "\n", "plt.rcParams.update({\"figure.facecolor\": \"w\", \"font.size\": 15})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load the small experimental nickel test data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "tags": [ "nbval-ignore-output" ] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Use kp.load(\"data.h5\") to load your own data\n", "s = kp.data.nickel_ebsd_large(allow_download=True) # External download\n", "s" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To obtain a good match, we must increase the signal-to-noise ratio.\n", "In this pattern matching analysis, the Kikuchi bands are considered the signal, and the angle-dependent backscatter intensity, along with unwanted detector effects, are considered to be noise.\n", "See the [pattern processing tutorial](pattern_processing.rst) for further details." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[########################################] | 100% Completed | 102.14 ms\n", "[########################################] | 100% Completed | 606.62 ms\n" ] } ], "source": [ "s.remove_static_background()\n", "s.remove_dynamic_background()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "Note\n", "\n", "DI is computationally intensive and takes in general a long time to run due to all the pattern comparisons being done.\n", "To maintain an acceptable memory usage and be done within reasonable time, it is recommended to write processed patterns to an HDF5 file for quick reading during DI.\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# s.save(\"pattern_static_dynamic.h5\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Dictionary indexing\n", "\n", "### Load a master pattern\n", "\n", "Next, we load a dynamically simulated Nickel master pattern generated with EMsoft, in the northern hemisphere projection of the square Lambert projection for an accelerating voltage of 20 keV" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "energy = 20\n", "mp = kp.data.nickel_ebsd_master_pattern_small(\n", " projection=\"lambert\", energy=energy\n", ")\n", "mp" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mp.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Nickel phase information, specifically the crystal symmetry, asymmetric atom positions, and crystal lattice, is conveniently stored in an [orix.crystal_map.Phase](https://orix.readthedocs.io/en/stable/reference/generated/orix.crystal_map.Phase.html)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "lattice=Lattice(a=0.35236, b=0.35236, c=0.35236, alpha=90, beta=90, gamma=90)\n", "28 0.000000 0.000000 0.000000 1.0000\n" ] } ], "source": [ "ni = mp.phase\n", "\n", "print(ni)\n", "print(ni.structure)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sample orientation space\n", "\n", "If we don't know anything about the possible crystal (unit cell) orientations in our sample, the safest thing to do is to generate a dictionary of orientations uniformly distributed in a candidate phase's orientation space.\n", "To achieve this, we sample the Rodrigues Fundamental Zone of the proper point group *432* using cubochoric sampling Singh and De Graef (2016) available in [orix.sampling.get_sample_fundamental()](https://orix.readthedocs.io/en/stable/reference/generated/orix.sampling.get_sample_fundamental.html).\n", "We can choose the average disorientation between orientations, the \"resolution\", of this sampling.\n", "Here, we will use a rather low resolution of 3$^{\\circ}$." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Rotation (30443,)\n", "[[ 0.8562 -0.3474 -0.3474 -0.1595]\n", " [ 0.8562 -0.3511 -0.3511 -0.1425]\n", " [ 0.8562 -0.3544 -0.3544 -0.1252]\n", " ...\n", " [ 0.8562 0.3544 0.3544 0.1252]\n", " [ 0.8562 0.3511 0.3511 0.1425]\n", " [ 0.8562 0.3474 0.3474 0.1595]]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rot = sampling.get_sample_fundamental(\n", " method=\"cubochoric\", resolution=3, point_group=ni.point_group\n", ")\n", "rot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This sampling resulted in about 30 000 crystal orientations.\n", "See the [orix documentation on orientation sampling](https://orix.readthedocs.io/en/stable/tutorials/uniform_sampling_of_orientation_space.html) for further details and options for orientation sampling.\n", "\n", "
\n", "\n", "Note\n", "\n", "An average disorientation of 3$^{\\circ}$ results in a course sampling of orientation space; a lower average disorientation should be used for experimental work.\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Define the detector-sample geometry" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have our master pattern and crystal orientations, we need to describe the EBSD detector's position with respect to the sample (interaction volume).\n", "This ensures that projecting parts of the master pattern onto our detector yields dynamically simulated patterns resembling our experimental ones.\n", "See the [reference frames](reference_frames.rst) tutorial and the [EBSDDetector](../reference/generated/kikuchipy.detectors.EBSDDetector.rst) class for further details." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "EBSDDetector (60, 60), px_size 1 um, binning 1, tilt 0, azimuthal 0, pc (0.42, 0.214, 0.501)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "det = kp.detectors.EBSDDetector(\n", " shape=s.axes_manager.signal_shape[::-1],\n", " pc=[0.4198, 0.2136, 0.5015],\n", " sample_tilt=70,\n", ")\n", "det" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's double check the projection/pattern center (PC) position on the detector using [plot()](../reference/generated/kikuchipy.detectors.EBSDDetector.plot.rst)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "det.plot(coordinates=\"gnomonic\", pattern=s.inav[0, 0].data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Generate dictionary\n", "\n", "Now we're ready to generate our dictionary of simulated patterns by projecting parts of the master pattern onto our detector for all sampled orientations, using the [get_patterns()](../reference/generated/kikuchipy.signals.EBSDMasterPattern.get_patterns.rst) method.\n", "The method assumes the crystal orientations are represented with respect to the EDAX TSL sample reference frame RD-TD-ND.\n", "\n", "
\n", "\n", "Note\n", "\n", "It is in general adviced to not compute the dictionary immediately, but let the dictionary indexing method handle this, by passing `compute=False`.\n", "This will return a `LazyEBSD` signal, with the dictionary patterns as a [Dask array](https://docs.dask.org/en/latest/array.html).\n", "\n", "**Tip:** If `compute=False`, it is recommended to control the number of patterns in each chunk by passing `chunk_shape=1000` if we want 1 000 patterns per chunk.\n", "Alternatively, `chunk_shape=rot.size // 30` gives 30-31 chunks.\n", "If we at the same time do *not* pass `n_per_iteration` to `dictionary_indexing()`, our here specified chunk size will be the number of simulated patterns matched per iteration, which should give a faster and less memory intensive indexing!\n", " \n", "
" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[########################################] | 100% Completed | 2.76 sms\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sim = mp.get_patterns(\n", " rotations=rot,\n", " detector=det,\n", " energy=energy,\n", " dtype_out=np.float32,\n", " compute=True,\n", ")\n", "sim" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's inspect the three first of the simulated patterns" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# sim.plot() # Plot the patterns with a navigator for easy inspection\n", "fig, ax = plt.subplots(ncols=3, figsize=(18, 6))\n", "for i in range(3):\n", " ax[i].imshow(sim.inav[i].data, cmap=\"gray\")\n", " euler = sim.xmap[i].rotations.to_euler(degrees=True)[0]\n", " ax[i].set_title(\n", " f\"($\\phi_1, \\Phi, \\phi_2)$ = {np.array_str(euler, precision=1)}\"\n", " )\n", " ax[i].axis(\"off\")\n", "fig.subplots_adjust(wspace=0.05)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Perform indexing\n", "\n", "*Signal masking was added in version: 0.5.*\n", "\n", "The Kikuchi pattern signal is often weak towards the corners of the detector, so we can pass a signal mask to only match the pixels where the mask values are ``False``, i.e. mask out the values that are ``True``.\n", "This convention is in line with how NumPy, Dask, scikit-image etc. defines a mask.\n", "We can pass whatever mask we want, as long as it is a boolean array of the detector shape." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "signal_mask = ~kp.filters.Window(\"circular\", det.shape).astype(bool)\n", "\n", "p = s.inav[0, 0].data\n", "fig, ax = plt.subplots(ncols=2, figsize=(10, 5))\n", "ax[0].imshow(p * signal_mask, cmap=\"gray\")\n", "ax[0].set_title(\"Not used in matching\")\n", "ax[1].imshow(p * ~signal_mask, cmap=\"gray\")\n", "ax[1].set_title(\"Used in matching\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, let's use the [dictionary_indexing()](../reference/generated/kikuchipy.signals.EBSD.dictionary_indexing.rst) method to match the simulated patterns to our experimental patterns, using the [zero-mean normalized cross correlation (NCC)](../reference/generated/kikuchipy.indexing.NormalizedCrossCorrelationMetric.rst) coefficient $r$ Gonzalez & Woods (2017), which is the default similarity metric.\n", "Let's keep the 20 best matching orientations.\n", "A number of 4125 * 30443 comparisons is quite small, which we can do in memory all at once.\n", "However, in cases where the number of comparisons are too big for our memory to handle, we should iterate over the dictionary of simulated patterns by passing the number of patterns per iteration.\n", "To demonstrate this, we do at least 10 iterations here.\n", "The results are returned as a [orix.crystal_map.CrystalMap](https://orix.readthedocs.io/en/stable/reference/generated/orix.crystal_map.CrystalMap.html)." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dictionary indexing information:\n", " Phase name: ni\n", " Matching 4125 experimental pattern(s) to 30443 dictionary pattern(s)\n", " NormalizedCrossCorrelationMetric: float32, greater is better, rechunk: False, navigation mask: False, signal mask: True\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 11/11 [00:08<00:00, 1.35it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Indexing speed: 507.50345 patterns/s, 15449927.41196 comparisons/s\n" ] }, { "data": { "text/plain": [ "Phase Orientations Name Space group Point group Proper point group Color\n", " 0 4125 (100.0%) ni Fm-3m m-3m 432 tab:blue\n", "Properties: scores, simulation_indices\n", "Scan unit: um" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "xmap = s.dictionary_indexing(\n", " sim,\n", " metric=\"ncc\",\n", " keep_n=20,\n", " n_per_iteration=sim.axes_manager.navigation_size // 10,\n", " signal_mask=signal_mask,\n", ")\n", "xmap" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "Note\n", "\n", "*Added in version: 0.5.*\n", " \n", "Dictionary indexing of real world data sets takes a long time because the matching is computationally intensive.\n", "The [dictionary_indexing()](../reference/generated/kikuchipy.signals.EBSD.dictionary_indexing.rst) method accepts parameters *n_per_iteration*, *rechunk* and *dtype* that lets us control this behaviour to a certain extent, so be sure to take a look at the method's docstring.\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Check the mean of the best matching score per pattern" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.3227371\n" ] } ], "source": [ "print(xmap.scores[:, 0].mean())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The [normalized dot product](../reference/generated/kikuchipy.indexing.NormalizedDotProductMetric.rst) can be used instead of the NCC by passing `metric=\"ndp\"`.\n", "A custom metric can be used instead, by creating a class which inherits from the abstract class [SimilarityMetric](../reference/generated/kikuchipy.indexing.SimilarityMetric.rst)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The results can be exported to an HDF5 file re-readable by orix, or an .ang file readable by MTEX and some commercial packages" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "temp_dir = tempfile.mkdtemp() + \"/\"\n", "io.save(temp_dir + \"ni.h5\", xmap)\n", "io.save(temp_dir + \"ni.ang\", xmap)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Validate indexing results\n", "\n", "With the [orix library](https://orix.readthedocs.io) we can plot inverse pole figures (IPFs), color orientations to produce orientation maps (also called IPF maps), and more.\n", "This is useful to quickly validate our results before processing them further.\n", "If we want to analyze the results in terms of reconstructed grains, textures from orientation density functions, or similar, we have to use other software, like MTEX.\n", "\n", "Let's generate an IPF color key and plot it" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "IPFColorKeyTSL, symmetry: m-3m, direction: [1 0 0]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pgm3m = ni.point_group\n", "\n", "ckey = plot.IPFColorKeyTSL(pgm3m, direction=Vector3d.xvector())\n", "print(ckey)\n", "ckey.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With this color key we can color orientations according to which crystal directions the sample direction $X$ points in in every map pixel (overlaying the NCC scores of the best match)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rgb_x = ckey.orientation2color(xmap.orientations)\n", "\n", "xmap.plot(rgb_x, overlay=xmap.scores[:, 0], remove_padding=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With a few more lines, we can plot maps for all three sample directions" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ori = xmap.orientations\n", "directions = Vector3d(((1, 0, 0), (0, 1, 0), (0, 0, 1)))\n", "\n", "fig, axes = plt.subplots(figsize=(15, 5), ncols=3)\n", "for ax, v, title in zip(axes, directions, (\"X\", \"Y\", \"Z\")):\n", " ckey.direction = v\n", " rgb = ckey.orientation2color(ori).reshape(xmap.shape + (3,))\n", " ax.imshow(rgb)\n", " ax.axis(\"off\")\n", " ax.set_title(f\"IPF-{title}\")\n", "fig.subplots_adjust(wspace=0.05)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The sample is recrystallized Ni, so we expect a continuous color within grains, except for twinning grains.\n", "The orientation maps are mostly in line with our expectation.\n", "Some grains have a scatter of similar colors, which is most likely due to the discrete nature of our dictionary.\n", "To improve upon this result we can reduce the orientation sampling characteristic distance.\n", "This will increase our dictionary size and thus our indexing time.\n", "An alternative is to perform orientation refinement, which we will do below.\n", "\n", "We can get further confirmation of our initial analysis by inspecting some indexing quality maps, like the best matching scores and so-called orientation similarity (OS) map, which compares the best matching orientations for each pattern to it's nearest neighbours.\n", "Let's get the NCC map in the correct shape from the CrystalMap’s scores property and the OS map with [orientation_similarity_map()](../reference/generated/kikuchipy.indexing.orientation_similarity_map.rst) using the full list of best matches per point" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "ncc_map = xmap.scores[:, 0].reshape(*xmap.shape)\n", "os_map = kp.indexing.orientation_similarity_map(xmap)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And plot the maps" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(ncols=2, figsize=(11, 3))\n", "im0 = ax[0].imshow(ncc_map)\n", "im1 = ax[1].imshow(os_map)\n", "fig.colorbar(im0, ax=ax[0], label=\"NCC\", pad=0.02)\n", "fig.colorbar(im1, ax=ax[1], label=\"Orientation similarity\", pad=0.02)\n", "for a in ax:\n", " a.axis(\"off\")\n", "fig.subplots_adjust(wspace=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the NCC map we see that some grains match better than others.\n", "Due to the discrete nature of our dictionary, it is safe to assume that the best matching grains have patterns more similar to those in the dictionary than the others, i.e. the different coefficients does not reflect anything physical in the microstructure.\n", "The OS map doesn't tell us much more than the NCC map in this case.\n", "\n", "We can use the crystal map property `simulation_indices` to get the best matching simulated patterns from the dictionary of simulated patterns" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "best_patterns = sim.data[xmap.simulation_indices[:, 0]].reshape(s.data.shape)\n", "s_best = kp.signals.EBSD(best_patterns)\n", "s_best" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The simplest way to visually compare the experimental and best matching simulated patterns is to plot them with the same navigator.\n", "Let's create an RGB navigator signal from the IPF-X orientation map with [get_rgb_navigator()](../reference/generated/kikuchipy.draw.get_rgb_navigator.rst).\n", "When using an interactive backend like `Qt5Agg`, we can then move the red square around to look at the patterns in each point." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rgb_navigator = kp.draw.get_rgb_navigator(rgb_x.reshape(xmap.shape + (3,)))\n", "hs.plot.plot_signals([s, s_best], navigator=rgb_navigator)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's also plot the best matches for patterns from two grains" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "grain1 = (0, 0)\n", "grain2 = (30, 10)\n", "\n", "fig, ax = plt.subplots(ncols=2, nrows=2, figsize=(8, 8))\n", "ax[0, 0].imshow(s.inav[grain1].data, cmap=\"gray\")\n", "ax[0, 1].imshow(s_best.inav[grain1].data, cmap=\"gray\")\n", "ax[1, 0].imshow(s.inav[grain2].data, cmap=\"gray\")\n", "ax[1, 1].imshow(s_best.inav[grain2].data, cmap=\"gray\")\n", "for a in ax.ravel():\n", " a.axis(\"off\")\n", "fig.subplots_adjust(wspace=0.01, hspace=0.01)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Refinement\n", "\n", "Let's look at the effect of three refinement routes, all implemented as `EBSD` methods:\n", "\n", "1. Refine orientations while keeping the PCs fixed: [refine_orientation()](../reference/generated/kikuchipy.signals.EBSD.refine_orientation.rst) \n", "2. Refine PCs while keeping the orientations fixed: [refine_projection_center()](../reference/generated/kikuchipy.signals.EBSD.refine_projection_center.rst) \n", "3. Refine orientations and PCs at the same time: [refine_orientation_projection_center()](../reference/generated/kikuchipy.signals.EBSD.refine_orientation_projection_center.rst) \n", "\n", "For each route we will compare the maps and histograms of NCC scores before and after refinement, and also the PC parameters if appropriate.\n", "\n", "Optimization is performed using an algorithm from the [SciPy library](https://docs.scipy.org/doc/scipy/reference/optimize.html) or the [NLopt library](https://nlopt.readthedocs.io/en/latest/NLopt_Python_Reference/).\n", "Note that NLopt is an optional dependency (see [the installation guide](../user/installation.rst#with-pip) for details).\n", "For every orientation and/or PC, we want to iteratively increase the similarity (NCC score) between our experimental pattern and a new simulated pattern projected onto our EBSD detector for every iteration, until the increase in similarity (gain) from one iteration to the next is smaller a certain threshold, by default 0.0001 for most algorithms.\n", "The orientation and/or PC is changed slightly in a controlled manner by the optimization algorithm for every iteration.\n", "The number of optimization evaluations (iterations) is returned after each refinement, either as a property in the crystal map (in route 1. and 3.) or as an array (in route 2.).\n", "We have access to both local and global optimization algorithms.\n", "Consult the kikuchipy docstring methods and the documentation of SciPy and NLopt, all linked above, for all available parameters and options.\n", "\n", "Note that while we here refine orientations obtained from DI, any orientation results, e.g. from Hough indexing, can be refined with this approach, as long as an appropriate master pattern, [EBSDDetector](../reference/generated/kikuchipy.detectors.EBSDDetector.rst) with PCs and a [CrystalMap](https://orix.readthedocs.io/en/stable/reference/generated/orix.crystal_map.CrystalMap.html) with orientations are provided.\n", "\n", "
\n", "\n", "Note\n", "\n", "When using the Nelder-Mead optimization algorithm, EBSD refinement is generally faster with NLopt than with SciPy.\n", "Therefore, it is recommended to use NLopt.\n", "NLopt is however not as available on various machine architectures and across Python versions as SciPy is.\n", "This is why NLopt is an optional dependency and why SciPy's Nelder-Mead algorithm is the default in all refinement methods.\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Refine orientations\n", "\n", "We use [refine_orientation()](../reference/generated/kikuchipy.signals.EBSD.refine_orientation.rst) to refine orientations while keeping the PCs fixed, using the default local Nelder-Mead simplex method from SciPy" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Refinement information:\n", " Method: Nelder-Mead (local) from SciPy\n", " Trust region (+/-): None\n", " Keyword arguments passed to method: {'method': 'Nelder-Mead', 'tol': 0.0001}\n", "Refining 4125 orientation(s):\n", "[########################################] | 100% Completed | 52.37 ss\n", "Refinement speed: 78.74741 patterns/s\n" ] } ], "source": [ "xmap_ref = s.refine_orientation(\n", " xmap=xmap,\n", " detector=det,\n", " master_pattern=mp,\n", " energy=energy,\n", " signal_mask=signal_mask,\n", " # The following are default values\n", " method=\"minimize\",\n", " method_kwargs=dict(method=\"Nelder-Mead\", tol=1e-4),\n", " compute=True,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Check the mean of the best matching score per pattern and the average number of optimization evaluations (iterations)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.48399160627524057\n", "93.83345454545454\n" ] } ], "source": [ "print(xmap_ref.scores.mean())\n", "print(xmap_ref.num_evals.mean())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare the NCC score maps.\n", "We use the same colorbar bounds for both maps" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "ncc_after_ori_ref = xmap_ref.get_map_data(\"scores\")\n", "\n", "ncc_di_min = np.min(ncc_map)\n", "ncc_di_max = np.max(ncc_map)\n", "ncc_ori_ref_min = np.min(ncc_after_ori_ref)\n", "ncc_ori_ref_max = np.max(ncc_after_ori_ref)\n", "\n", "vmin = min([ncc_di_min, ncc_ori_ref_min])\n", "vmax = max([ncc_di_max, ncc_ori_ref_max])" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ncc_after_ori_ref_label = \"NCC after ori. ref.\"\n", "\n", "fig, ax = plt.subplots(ncols=2, figsize=(11, 3))\n", "im0 = ax[0].imshow(ncc_map, vmin=vmin, vmax=vmax)\n", "im1 = ax[1].imshow(ncc_after_ori_ref, vmin=vmin, vmax=vmax)\n", "fig.colorbar(im0, ax=ax[0], label=\"NCC from DI\", pad=0.02)\n", "fig.colorbar(im1, ax=ax[1], label=ncc_after_ori_ref_label, pad=0.02)\n", "for a in ax:\n", " a.axis(\"off\")\n", "fig.subplots_adjust(wspace=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare the histograms" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bins = np.linspace(vmin, vmax, 100)\n", "fig, ax = plt.subplots(figsize=(9, 5))\n", "_ = ax.hist(ncc_map.ravel(), bins, alpha=0.5, label=\"NCC from DI\")\n", "_ = ax.hist(\n", " ncc_after_ori_ref.ravel(),\n", " bins,\n", " alpha=0.5,\n", " label=ncc_after_ori_ref_label,\n", ")\n", "ax.set_xlabel(\"Normalized cross correlation (NCC) scores\")\n", "ax.set_ylabel(\"Frequency\")\n", "ax.legend()\n", "fig.tight_layout();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that DI found the best orientation (with a fixed PC) for most of the patterns, which the refinement was able to improve further.\n", "However, there are a few patterns with a very low NCC score (0.1-0.2) which refinement couldn't improve upon, which tells us that these were most likely misindexed during DI.\n", "If there are Kikuchi bands in these patterns, a larger dictionary with a finer orientation sampling could improve indexing of them.\n", "\n", "Let's also plot the IPF-X orientation maps before and after refinement, and also the disorientation angle (smallest misorientation angle found after accounting for symmetry) difference between the two maps" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ori_ref = xmap_ref.orientations\n", "\n", "ckey.direction = Vector3d.xvector()\n", "rgb_x = ckey.orientation2color(ori)\n", "rgb_x_ref = ckey.orientation2color(ori_ref)\n", "\n", "mori_angle = ori.angle_with(ori_ref, degrees=True)\n", "\n", "fig, ax = plt.subplots(ncols=3, figsize=(14, 3))\n", "ax[0].imshow(rgb_x.reshape(xmap.shape + (3,)))\n", "ax[1].imshow(rgb_x_ref.reshape(xmap.shape + (3,)))\n", "im2 = ax[2].imshow(mori_angle.reshape(xmap.shape))\n", "fig.colorbar(\n", " im2, ax=ax[2], label=r\"Disorientation angle $\\omega$ [$^{\\circ}$]\"\n", ")\n", "for a in ax:\n", " a.axis(\"off\")\n", "fig.tight_layout(w_pad=-12)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that refinement was able to remove the scatter of similar colors in the grains.\n", "\n", "Finally, let's plot the IPF-X map with correlation scores overlayed.\n", "We will also plot the IPF color key in the bottom right corner." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "nbsphinx-thumbnail": { "tooltip": "Crystal orientation determination by comparing experimental EBSD patterns to a dictionary of simulated patterns obtained from a master pattern followed by orientation refinement" }, "tags": [ "nbsphinx-thumbnail" ] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = xmap_ref.plot(\n", " rgb_x_ref, overlay=\"scores\", remove_padding=True, return_figure=True\n", ")\n", "\n", "# Place color key in bottom right corner,\n", "# coordinates are [left, bottom, width, height]\n", "ax_ckey = fig.add_axes(\n", " [0.77, 0.07, 0.2, 0.2], projection=\"ipf\", symmetry=pgm3m\n", ")\n", "ax_ckey.plot_ipf_color_key(show_title=False)\n", "ax_ckey.patch.set_facecolor(\"None\")\n", "_ = [text.set_color(\"w\") for text in ax_ckey.texts] # White [uvw]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, let's plot the number of optimization evaluations (iterations) necessary for each pattern" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xmap_ref.plot(\n", " \"num_evals\", colorbar=True, colorbar_label=\"Number of evaluations\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Refine projection centers\n", "\n", "We use [refine_projection_center()](../reference/generated/kikuchipy.signals.EBSD.refine_projection_center.rst) to refine PCs while keeping the orientations fixed.\n", "We'll demonstrate this using the local modified Powell method from SciPy.\n", "This method is also known as Bound Optimization BY Quadratic Approximation (BOBYQA), and is used in EMsoft and discussed by Singh et al. (2017).\n", "We will pass a `trust_region` of +/- 2% for the PC parameters to use as upper and lower bounds during refinement.\n", "\n", "We can also pass `compute=False`, to do the refinement later.\n", "The results will then be a [dask.array.Array](https://docs.dask.org/en/latest/generated/dask.array.Array.html#dask.array.Array).\n", "We can pass this array to [kikuchipy.indexing.compute_refine_projection_center_results()](../reference/generated/kikuchipy.indexing.compute_refine_projection_center_results.rst) and perform the refinement to retrieve the results" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Refinement information:\n", " Method: Powell (local) from SciPy\n", " Trust region (+/-): [0.02 0.02 0.02]\n", " Keyword arguments passed to method: {'method': 'Powell', 'tol': 0.001}\n" ] } ], "source": [ "result_arr = s.refine_projection_center(\n", " xmap=xmap,\n", " detector=det,\n", " master_pattern=mp,\n", " energy=energy,\n", " signal_mask=signal_mask,\n", " method=\"minimize\",\n", " method_kwargs=dict(method=\"Powell\", tol=1e-3),\n", " trust_region=[0.02, 0.02, 0.02],\n", " compute=False,\n", ")" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Refining 4125 projection center(s):\n", "[########################################] | 100% Completed | 48.71 ss\n", "Refinement speed: 84.63638 patterns/s\n" ] } ], "source": [ "(\n", " ncc_after_pc_ref,\n", " det_ref,\n", " num_evals_ref,\n", ") = kp.indexing.compute_refine_projection_center_results(\n", " results=result_arr, detector=det, xmap=xmap\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Check the mean of the best matching score per pattern and the average number of optimization evaluations (iterations)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.4006854912656726\n", "65.60072727272727\n" ] } ], "source": [ "print(ncc_after_pc_ref.mean())\n", "print(num_evals_ref.mean())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that `refine_orientation()` and `refine_orientation_projection_center()` also takes the `compute` parameter, and there are similar functions to compute the refinement results: [kikuchipy.indexing.compute_refine_orientation_results()](../reference/generated/kikuchipy.indexing.compute_refine_orientation_results.rst) and [kikuchipy.indexing.compute_refine_orientation_projection_center_results()](../reference/generated/kikuchipy.indexing.compute_refine_orientation_projection_center_results.rst).\n", "\n", "Let's plot the refined scores and PCs" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "ncc_pc_ref_min = np.min(ncc_after_pc_ref)\n", "ncc_pc_ref_max = np.max(ncc_after_pc_ref)\n", "\n", "vmin2 = min([ncc_di_min, ncc_pc_ref_min])\n", "vmax2 = max([ncc_di_max, ncc_pc_ref_max])" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ncc_after_pc_ref_label = \"NCC after PC refinement\"\n", "\n", "fig, ax = plt.subplots(ncols=2, figsize=(11, 3))\n", "im0 = ax[0].imshow(ncc_map, vmin=vmin2, vmax=vmax2)\n", "im1 = ax[1].imshow(ncc_after_pc_ref, vmin=vmin2, vmax=vmax2)\n", "fig.colorbar(im0, ax=ax[0], label=\"NCC from DI\", pad=0.02)\n", "fig.colorbar(im1, ax=ax[1], label=ncc_after_pc_ref_label, pad=0.02)\n", "for a in ax:\n", " a.axis(\"off\")\n", "fig.tight_layout(w_pad=-7)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare the NCC score histograms" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bins = np.linspace(vmin2, vmax2, 100)\n", "fig, ax = plt.subplots(figsize=(9, 5))\n", "_ = ax.hist(ncc_map.ravel(), bins, alpha=0.5, label=\"NCC from DI\")\n", "_ = ax.hist(\n", " ncc_after_pc_ref.ravel(),\n", " bins,\n", " alpha=0.5,\n", " label=ncc_after_pc_ref_label,\n", ")\n", "ax.set_xlabel(\"Normalized cross correlation (NCC) scores\")\n", "ax.set_ylabel(\"Frequency\")\n", "ax.legend()\n", "fig.tight_layout();" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PC used in DI: [0.4198 0.2136 0.5015]\n", "PC after PC refinement: [0.4188 0.215 0.5023]\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\n", " f\"PC used in DI: {det.pc_average}\\n\"\n", " f\"PC after PC refinement: {det_ref.pc_average.round(4)}\"\n", ")\n", "\n", "det_ref.plot_pc()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The maps indicate an orientation dependence of the PC, meaning that changes in PC can be accomodated by crystal rotations, to a certain extent. We can plot the PCs as functions of each other and color them according to the IPF-X map above to see this more clearly" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "det_ref.plot_pc(\"scatter\", c=rgb_x, alpha=0.2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This orientation dependent \"slop\" is nicely demonstrated by Pang et al. (2020). Parts of their analysis is shown in the [Orientation dependence of the projection center tutorial](pc_orientation_dependence.ipynb)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Refine orientations and projection centers\n", "\n", "We use [refine_orientation_projection_center()](../reference/generated/kikuchipy.signals.EBSD.refine_orientation_projection_center.rst) to refine orientations and PCs at the same time.\n", "To do this we'll use the implementation of Nelder-Mead in NLopt, an optional dependency (see [the installation guide](../user/installation.rst#with-pip) for details)." ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Refinement information:\n", " Method: LN_NELDERMEAD (local) from NLopt\n", " Trust region (+/-): [2. 2. 2. 0.05 0.05 0.05]\n", " Relative tolerance: 0.001\n", "Refining 4125 orientation(s) and projection center(s):\n", "[########################################] | 100% Completed | 64.55 ss\n", "Refinement speed: 63.88750 patterns/s\n" ] } ], "source": [ "xmap_ref2, det_ref2 = s.refine_orientation_projection_center(\n", " xmap=xmap,\n", " detector=det,\n", " master_pattern=mp,\n", " energy=energy,\n", " signal_mask=signal_mask,\n", " method=\"LN_NELDERMEAD\",\n", " trust_region=[2, 2, 2, 0.05, 0.05, 0.05],\n", " rtol=1e-3,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Check the mean of the best matching score per pattern and the average number of optimization evaluations (iterations)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.4793766223372835\n", "116.47369696969697\n" ] } ], "source": [ "print(xmap_ref2.scores.mean())\n", "print(xmap_ref2.num_evals.mean())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare the NCC score maps. We use the same colorbar bounds for both maps" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "ncc_after_ori_pc_ref = xmap_ref2.get_map_data(\"scores\")\n", "\n", "ncc_ori_pc_ref_min = np.min(ncc_after_ori_pc_ref)\n", "ncc_ori_pc_ref_max = np.max(ncc_after_ori_pc_ref)\n", "\n", "vmin3 = min([ncc_di_min, ncc_ori_pc_ref_min])\n", "vmax3 = max([ncc_di_max, ncc_ori_pc_ref_max])" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ncc_after_ori_pc_ref_label = \"NCC after ori./PC ref.\"\n", "\n", "fig, ax = plt.subplots(ncols=2, figsize=(11, 3))\n", "im0 = ax[0].imshow(ncc_map, vmin=vmin3, vmax=vmax3)\n", "im1 = ax[1].imshow(ncc_after_ori_pc_ref, vmin=vmin3, vmax=vmax3)\n", "fig.colorbar(im0, ax=ax[0], label=\"NCC from DI\", pad=0.02)\n", "fig.colorbar(im1, ax=ax[1], label=ncc_after_ori_pc_ref_label, pad=0.02)\n", "for a in ax:\n", " a.axis(\"off\")\n", "fig.subplots_adjust(wspace=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare the histograms" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bins = np.linspace(vmin3, vmax3, 100)\n", "fig, ax = plt.subplots(figsize=(9, 5))\n", "_ = ax.hist(ncc_map.ravel(), bins, alpha=0.5, label=\"NCC from DI\")\n", "_ = ax.hist(\n", " ncc_after_ori_pc_ref.ravel(),\n", " bins,\n", " alpha=0.5,\n", " label=ncc_after_ori_pc_ref_label,\n", ")\n", "ax.set_xlabel(\"Normalized cross correlation (NCC) scores\")\n", "ax.set_ylabel(\"Frequency\")\n", "ax.legend()\n", "fig.tight_layout();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's also inspect the refined PC parameters" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PC used in DI: [0.4198 0.2136 0.5015]\n", "PC after PC refinement: [0.4204 0.2148 0.5022]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\n", " f\"PC used in DI: {det.pc_average}\\n\"\n", " f\"PC after PC refinement: {det_ref2.pc_average.round(4)}\"\n", ")\n", "\n", "det_ref2.plot_pc()" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rgbx_ref2 = ckey.orientation2color(xmap_ref2.orientations)\n", "det_ref2.plot_pc(\"scatter\", c=rgbx_ref2, alpha=0.2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that the ranges of refined PCs have narrowed compared to when only the PC was optimized (as seen above). But, the unexpected inverse relation between PCz and PCy remains.\n", "\n", "It is generally advisable to refine orientations and PCs simultaneously only when estimating PCs in a grid across the sample in order to fit a plane of PCs to this grid. Indexing can then be performed with a PC from this plane for each pattern, only refining the orientation." ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "nbsphinx": "hidden", "tags": [] }, "outputs": [], "source": [ "# Remove files written to disk in this tutorial\n", "import os\n", "\n", "os.remove(temp_dir + \"ni.h5\")\n", "os.remove(temp_dir + \"ni.ang\")\n", "os.rmdir(temp_dir)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.10.9" } }, "nbformat": 4, "nbformat_minor": 4 }