{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Calibration of the pixel position for a Pilatus detector\n", "\n", "This tutorial summarizes the work done by Frederic Sulzman during his internship at ESRF during the summer 2015 entilted \"Calibration for geometric distortion in multi-\n", "modules pixel detectors\".\n", "\n", "The overall strategy is very similar to \"CCD calibration\" tutorial with some specificities due to the modular nature of the detector.\n", "\n", "0. Image preprocessing\n", "1. Peak picking\n", "2. Grid assignment\n", "3. Displacement fitting\n", "4. Reconstruction of the pixel position\n", "5. Saving into a detector definition file\n", "6. Validation of the geometry with a 2D integration\n", "\n", "Each module being made by lithographic processes, the error within a module will be assumeed to be constant. We will use the name \"displacement of the module\" to describe the rigide movement of the module.\n", "\n", "This tutorial uses data from the Pilatus3 2M CdTe from the ID15 beam line of the ESRF. \n", "They provided not only the intersnip subject but also the couple of images uses to calibrate the detector.\n", "\n", "This detector contains 48 half-modules, each bound to a single CdTe monocrystal sensor and is designed for high energy X-ray radiation detection. \n", "Due to the construction procedure, these half-modules could show a misalignment within the detector\n", "plane. \n", "While the manufacturer (Dectris) garanties a precision within a pixel (172µm), the miss-alignment of certain modules can be seen while calibrating Debye-Scherrer ring using refereance sample. \n", "So the aim of this work is to provide a detector description with a better precision better than the original detector.\n", "\n", "This work will be performed on the image of a grid available:\n", "http://www.silx.org/pub/pyFAI/detector_calibration/Pilatus2MCdTe_ID15_grid_plus_sample_0004.cbf\n", "and the scattering of ceria (CeO2) at 72.1keV available here.\n", "http://www.silx.org/pub/pyFAI/detector_calibration/Pilatus2MCdTe_ID15_CeO2_72100eV_800mm_0000.cbf\n", "\n", "It is a good exercise to calibrate all rings of the later image using the *pyFAI-calib2* tool. \n", "A calibration close to perfection is needed to visualize the module miss-alignement we aim at correcting." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using pyFAI verison: 0.20.0-beta1\n" ] } ], "source": [ "%matplotlib inline \n", "#matplotlib notebook\n", "#many imports which will be used all along the notebook\n", "import time\n", "start_time = time.perf_counter()\n", "import os\n", "import pyFAI\n", "import fabio\n", "import glob\n", "import numpy\n", "from numpy.lib.stride_tricks import as_strided\n", "from math import sin, cos, sqrt\n", "from scipy.ndimage import convolve, binary_dilation\n", "from scipy.spatial import distance_matrix\n", "from scipy.optimize import minimize\n", "from matplotlib.pyplot import subplots\n", "from pyFAI.ext.bilinear import Bilinear\n", "from pyFAI.ext.watershed import InverseWatershed\n", "from silx.resources import ExternalResources\n", "from pyFAI.azimuthalIntegrator import AzimuthalIntegrator\n", "\n", "# A couple of compound dtypes ...\n", "dt = numpy.dtype([('y', numpy.float64),\n", " ('x', numpy.float64),\n", " ('i', numpy.int64),\n", " ])\n", "dl = numpy.dtype([('y', numpy.float64),\n", " ('x', numpy.float64),\n", " ('i', numpy.int64),\n", " ('Y', numpy.int64),\n", " ('X', numpy.int64),\n", " ])\n", "\n", "print(\"Using pyFAI verison: \", pyFAI.version)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "#Nota: Configure here your proxy if you are behind a firewall\n", "#os.environ[\"http_proxy\"] = \"http://proxy.comany.com:3128\"" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/tmp/detector_calibration_testdata_jerome/Pilatus2MCdTe_ID15_CeO2_72100eV_800mm_0000.cbf\n", "/tmp/detector_calibration_testdata_jerome/Pilatus2MCdTe_ID15_grid_plus_sample_0004.cbf\n" ] } ], "source": [ "downloader = ExternalResources(\"detector_calibration\", \"http://www.silx.org/pub/pyFAI/detector_calibration/\")\n", "ring_file = downloader.getfile(\"Pilatus2MCdTe_ID15_CeO2_72100eV_800mm_0000.cbf\")\n", "print(ring_file)\n", "grid_file = downloader.getfile(\"Pilatus2MCdTe_ID15_grid_plus_sample_0004.cbf\")\n", "print(grid_file)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "rings = fabio.open(ring_file).data\n", "img = fabio.open(grid_file).data\n", "fig,ax = subplots(1,2, figsize=(10,5))\n", "ax[0].imshow(img.clip(0,1000), interpolation=\"bilinear\")\n", "ax[0].set_title(\"grid\")\n", "ax[1].imshow(numpy.arcsinh(rings), interpolation=\"bilinear\")\n", "ax[1].set_title(\"rings\")\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Image processing\n", "\n", "There are 3 pre-processing steps which are needed.\n", "\n", "1. Define for each module a unique identifier which will be used later on during the fitting procedure\n", "2. Define the proper mask: each module is the assembly of 4x2 sub-modules and there are (3) interpolated pixels between each sub-module, such \"unreliable pixels should be masked out as well\n", "3. Correct the grid image by the smoothed image to have a constant background.\n", "4. Convolve the raw image with a typical hole shape to allow a precise spotting of the hole center.\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Detector Pilatus CdTe 2M\t PixelSize= 1.720e-04, 1.720e-04 m\n" ] } ], "source": [ "# This is the default detector as definied in pyFAI according to the specification provided by Dectris:\n", "pilatus = pyFAI.detector_factory(\"Pilatus_2m_CdTe\")\n", "print(pilatus)\n", "\n", "mask1 = pilatus.mask\n", "module_size = pilatus.MODULE_SIZE\n", "module_gap = pilatus.MODULE_GAP\n", "submodule_size = (96,60)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "#1 + 2 Calculation of the module_id and the interpolated-mask:\n", "mid = numpy.zeros(pilatus.shape, dtype=int)\n", "mask2 = numpy.zeros(pilatus.shape, dtype=int)\n", "idx = 1\n", "for i in range(8):\n", " y_start = i*(module_gap[0] + module_size[0])\n", " y_stop = y_start + module_size[0]\n", " for j in range(3):\n", " x_start = j*(module_gap[1] + module_size[1])\n", " x_stop = x_start + module_size[1]\n", " mid[y_start:y_stop,x_start: x_start+module_size[1]//2] = idx\n", " idx+=1\n", " mid[y_start:y_stop,x_start+module_size[1]//2: x_stop] = idx\n", " idx+=1\n", " mask2[y_start+submodule_size[0]-1:y_start+submodule_size[0]+2,\n", " x_start:x_stop] = 1\n", " for k in range(1,8):\n", " mask2[y_start:y_stop,\n", " x_start+k*(submodule_size[1]+1)-1:x_start+k*(submodule_size[1]+1)+2] = 1" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "#Extra masking\n", "mask0 = img<0\n", "#Those pixel are miss-behaving... they are the hot pixels next to the beam-stop\n", "mask0[915:922,793:800] = 1\n", "mask0[817:820,747:750] = 1" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax = subplots(1,3, figsize=(10,4))\n", "ax[0].imshow(mid, interpolation=\"bilinear\")\n", "ax[0].set_title(\"Module Id\")\n", "\n", "ax[1].imshow(mask2+mask1+mask0, interpolation=\"bilinear\")\n", "ax[1].set_title(\"Combined mask\")\n", "\n", "nimg = img.astype(float)\n", "nimg[numpy.where(mask0+mask1+mask2)] = numpy.nan\n", "\n", "\n", "ax[2].imshow(nimg)#, interpolation=\"bilinear\")\n", "ax[2].set_title(\"Nan masked image\")\n", "pass" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# The Nan-masked image contains now only valid values (and Nan elsewhere). We will make a large median filter to \n", "# build up a smooth image without gaps.\n", "#\n", "# This function is backported from future version of numpy ... it allows to expose a winbowed view \n", "# to perform the nanmedian-filter\n", "\n", "def sliding_window_view(x, shape, subok=False, readonly=True):\n", " \"\"\"\n", " Creates sliding window views of the N dimensional array with the given window\n", " shape. Window slides across each dimension of `x` and extract subsets of `x`\n", " at any window position.\n", " Parameters\n", " ----------\n", " x : array_like\n", " Array to create sliding window views of.\n", " shape : sequence of int\n", " The shape of the window. Must have same length as the number of input array dimensions.\n", " subok : bool, optional\n", " If True, then sub-classes will be passed-through, otherwise the returned\n", " array will be forced to be a base-class array (default).\n", " readonly : bool, optional\n", " If set to True, the returned array will always be readonly view.\n", " Otherwise it will return writable copies(see Notes).\n", " Returns\n", " -------\n", " view : ndarray\n", " Sliding window views (or copies) of `x`. view.shape = x.shape - shape + 1\n", " See also\n", " --------\n", " as_strided: Create a view into the array with the given shape and strides.\n", " broadcast_to: broadcast an array to a given shape.\n", " Notes\n", " -----\n", " ``sliding_window_view`` create sliding window views of the N dimensions array\n", " with the given window shape and its implementation based on ``as_strided``.\n", " Please note that if readonly set to True, views are returned, not copies\n", " of array. In this case, write operations could be unpredictable, so the returned\n", " views are readonly. Bear in mind that returned copies (readonly=False) will\n", " take more memory than the original array, due to overlapping windows.\n", " For some cases there may be more efficient approaches to calculate transformations\n", " across multi-dimensional arrays, for instance `scipy.signal.fftconvolve`, where combining\n", " the iterating step with the calculation itself while storing partial results can result\n", " in significant speedups.\n", " Examples\n", " --------\n", " >>> i, j = np.ogrid[:3,:4]\n", " >>> x = 10*i + j\n", " >>> shape = (2,2)\n", " >>> np.lib.stride_tricks.sliding_window_view(x, shape)\n", " array([[[[ 0, 1],\n", " [10, 11]],\n", " [[ 1, 2],\n", " [11, 12]],\n", " [[ 2, 3],\n", " [12, 13]]],\n", " [[[10, 11],\n", " [20, 21]],\n", " [[11, 12],\n", " [21, 22]],\n", " [[12, 13],\n", " [22, 23]]]])\n", " \"\"\"\n", " np = numpy\n", " # first convert input to array, possibly keeping subclass\n", " x = np.array(x, copy=False, subok=subok)\n", "\n", " try:\n", " shape = np.array(shape, np.int)\n", " except:\n", " raise TypeError('`shape` must be a sequence of integer')\n", " else:\n", " if shape.ndim > 1:\n", " raise ValueError('`shape` must be one-dimensional sequence of integer')\n", " if len(x.shape) != len(shape):\n", " raise ValueError(\"`shape` length doesn't match with input array dimensions\")\n", " if np.any(shape <= 0):\n", " raise ValueError('`shape` cannot contain non-positive value')\n", "\n", " o = np.array(x.shape) - shape + 1 # output shape\n", " if np.any(o <= 0):\n", " raise ValueError('window shape cannot larger than input array shape')\n", "\n", " if type(readonly) != bool:\n", " raise TypeError('readonly must be a boolean')\n", "\n", " strides = x.strides\n", " view_strides = strides\n", "\n", " view_shape = np.concatenate((o, shape), axis=0)\n", " view_strides = np.concatenate((view_strides, strides), axis=0)\n", " view = as_strided(x, view_shape, view_strides, subok=subok, writeable=not readonly)\n", "\n", " if not readonly:\n", " return view.copy()\n", " else:\n", " return view" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1679, 1475)\n", "(1697, 1485)\n", "(1679, 1475)\n", "CPU times: user 25.8 s, sys: 7.5 s, total: 33.4 s\n", "Wall time: 33.5 s\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%%time \n", "#Calculate a background image using a large median filter ... takes a while\n", "shape = (19,11)\n", "print(nimg.shape)\n", "padded = numpy.pad(nimg, tuple((i//2,) for i in shape), mode=\"edge\")\n", "print(padded.shape)\n", "background = numpy.nanmedian(sliding_window_view(padded,shape), axis = (-2,-1))\n", "print(background.shape)\n", "fig,ax = subplots()\n", "ax.imshow(background)\n", "ax.set_title(\"Background image\")\n", "pass" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.0 17.728813559322035\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax = subplots(1,2, figsize=(9,5))\n", "\n", "normalized = (nimg/background)\n", "\n", "low = numpy.nanmin(normalized)\n", "high = numpy.nanmax(normalized)\n", "print(low, high)\n", "normalized[numpy.isnan(normalized)] = 0\n", "normalized /= high\n", "\n", "ax[0].imshow(normalized)\n", "ax[0].set_title(\"Normalized image\")\n", "\n", "ax[1].hist(normalized.ravel(), 100, range=(0,1))\n", "ax[1].set_title(\"Histogram of intensities in normalized image\")\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For a precise measurement of the peak position, one trick is to convolve the image with a pattern which looks like a hole of the grid.\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#print the profile of the normalized image: the center is difficult to measure due to the small size of the hole.\n", "fig,ax = subplots(2)\n", "ax[0].plot(normalized[:,545])\n", "ax[1].plot(normalized[536,:])\n", "pass" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "19.63857792789662\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Definition of the convolution kernel\n", "ksize = 5\n", "y,x = numpy.ogrid[-(ksize-1)//2:ksize//2+1,-(ksize-1)//2:ksize//2+1]\n", "d = numpy.sqrt(y*y+x*x)\n", "\n", "#Fade out curve definition\n", "fadeout = lambda x: 1/(1+numpy.exp(5*(x-2.5)))\n", "\n", "kernel = fadeout(d)\n", "mini=kernel.sum()\n", "print(mini)\n", "\n", "fig,ax = subplots(1,3)\n", "ax[0].imshow(d)\n", "ax[0].set_title(\"Distance array\")\n", "\n", "ax[1].plot(numpy.linspace(0,5,100),fadeout(numpy.linspace(0,5,100)))\n", "ax[1].set_title(\"fade-out curve\")\n", "\n", "ax[2].imshow(kernel)\n", "ax[2].set_title(\"Convolution kernel\")\n", "pass" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1679, 1475)\n" ] }, { "data": { "text/plain": [ "(array([1065]), array([338]))" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "my_smooth = convolve(normalized, kernel, mode=\"constant\", cval=0)/mini\n", "print(my_smooth.shape)\n", "fig,ax = subplots(1,2)\n", "ax[0].imshow(normalized.clip(0,1))\n", "ax[0].set_ylim(1050,1100)\n", "ax[0].set_xlim(300,350)\n", "ax[1].imshow(my_smooth.clip(0,1))\n", "ax[1].set_ylim(1050,1100)\n", "ax[1].set_xlim(300,350)\n", "numpy.where(my_smooth == my_smooth.max())" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "335009\n", "782371\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#mask out all pixels too close to any masked position\n", "\n", "all_masks = numpy.logical_or(numpy.logical_or(mask0,mask1),mask2)\n", "print(all_masks.sum())\n", "big_mask = binary_dilation(all_masks, iterations=ksize//2+1+1)\n", "print(big_mask.sum())\n", "smooth2 = my_smooth.copy()\n", "smooth2[big_mask] = 0\n", "fig,ax = subplots()\n", "ax.imshow(smooth2)\n", "pass" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Display the profile of the smoothed image: the center is easy to measure thanks to the smoothness of the signal\n", "fig,ax = subplots(2)\n", "ax[0].plot(my_smooth[:,545])\n", "ax[1].plot(my_smooth[536,:])\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Peak picking\n", "\n", "We use the watershed module from *pyFAI* to retrieve all peak positions.\n", "Those regions are sieved out respectively for:\n", "\n", "* their size, it should be larger than the kernel itself\n", "* the peaks too close to masked regions are removed\n", "* the intensity of the peak\n", "\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of region segmented: 82126\n", "Number of large enough regions : 41333\n" ] } ], "source": [ "iw = InverseWatershed(my_smooth)\n", "iw.init()\n", "iw.merge_singleton()\n", "all_regions = set(iw.regions.values())\n", "\n", "regions = [i for i in all_regions if i.size>mini]\n", "\n", "print(\"Number of region segmented: %s\"%len(all_regions))\n", "print(\"Number of large enough regions : %s\"%len(regions))" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of peaks not on masked areea : 30001\n" ] } ], "source": [ "#Remove peaks on masked region\n", "sieved_region = [i for i in regions if not big_mask[(i.index//nimg.shape[-1], i.index%nimg.shape[-1])]]\n", "print(\"Number of peaks not on masked areea : %s\"%len(sieved_region))" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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8BXApcE+P9XRVbT9X22UZyIjGGT9r4P//qHx0hSQJWNunjCRJ82AgSJIAA0GS1AwESRJgIEiSmoEgSQIMBElS+3/nRm44pZ/jBgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Histogram of peak height:\n", "s = numpy.array([i.maxi for i in sieved_region])\n", "\n", "fig, ax = subplots()\n", "ax.hist(s, 100)\n", "pass" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of remaining peaks with I>0.1: 2075\n" ] } ], "source": [ "#sieve-out for peak intensity\n", "int_mini = 0.1\n", "peaks = [(i.index//nimg.shape[-1], i.index%nimg.shape[-1]) for i in sieved_region if (i.maxi)>int_mini]\n", "print(\"Number of remaining peaks with I>%s: %s\"%(int_mini, len(peaks)))\n", "\n", "peaks_raw = numpy.array(peaks)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Refined peak coordinate:\n", "[(66.386809527874, 545.4018792510033), (66.49157708883286, 516.0233984515071), (66.12943549454212, 398.44530776143074), (66.27097326517105, 457.24162001907825), (66.12287057191133, 133.89461011439562), (66.10124520212412, 163.3917499780655), (65.9386735856533, 251.47241121530533), (66.10113758593798, 192.66102123260498), (66.11095763742924, 222.20659750699997), (66.03663577884436, 339.52876299619675)]\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Finally the peak positions are interpolated using a second order taylor expansion \n", "# in thevinicy of the maximum value of the signal:\n", "\n", "#Create bilinear interpolator\n", "bl = Bilinear(my_smooth)\n", "\n", "#Overlay raw peak coordinate and refined peak positions\n", "\n", "ref_peaks = [bl.local_maxi(p) for p in peaks]\n", "fig, ax = subplots()\n", "ax.imshow(img.clip(0,1000), interpolation=\"nearest\")\n", "peaks_ref = numpy.array(ref_peaks)\n", "ax.plot(peaks_raw[:,1], peaks_raw[:, 0], \".r\")\n", "ax.plot(peaks_ref[:,1],peaks_ref[:, 0], \".b\")\n", "ax.set_title(\"Extracted peak position (red: raw, blue: refined)\")\n", "print(\"Refined peak coordinate:\")\n", "print(ref_peaks[:10])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At this stage we have about 2000 peaks (with sub-pixel precision) which are visually distributed on all modules.\n", "Some modules have their peaks located along sub-module boundaries which are masked out, hence they have fewer ontrol point for the calculation.\n", "Let's assign each peak to a module identifier. This allows to print out the number of peaks per module:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of keypoint per module:\n", "Module id: 1 cp: 48\n", "Module id: 2 cp: 30\n", "Module id: 3 cp: 48\n", "Module id: 4 cp: 46\n", "Module id: 5 cp: 42\n", "Module id: 6 cp: 47\n", "Module id: 7 cp: 47\n", "Module id: 8 cp: 30\n", "Module id: 9 cp: 48\n", "Module id: 10 cp: 48\n", "Module id: 11 cp: 41\n", "Module id: 12 cp: 39\n", "Module id: 13 cp: 48\n", "Module id: 14 cp: 30\n", "Module id: 15 cp: 47\n", "Module id: 16 cp: 48\n", "Module id: 17 cp: 42\n", "Module id: 18 cp: 48\n", "Module id: 19 cp: 47\n", "Module id: 20 cp: 30\n", "Module id: 21 cp: 48\n", "Module id: 22 cp: 47\n", "Module id: 23 cp: 42\n", "Module id: 24 cp: 47\n", "Module id: 25 cp: 48\n", "Module id: 26 cp: 30\n", "Module id: 27 cp: 48\n", "Module id: 28 cp: 47\n", "Module id: 29 cp: 41\n", "Module id: 30 cp: 50\n", "Module id: 31 cp: 46\n", "Module id: 32 cp: 30\n", "Module id: 33 cp: 48\n", "Module id: 34 cp: 42\n", "Module id: 35 cp: 47\n", "Module id: 36 cp: 48\n", "Module id: 37 cp: 48\n", "Module id: 38 cp: 28\n", "Module id: 39 cp: 48\n", "Module id: 40 cp: 42\n", "Module id: 41 cp: 44\n", "Module id: 42 cp: 48\n", "Module id: 43 cp: 47\n", "Module id: 44 cp: 26\n", "Module id: 45 cp: 46\n", "Module id: 46 cp: 42\n", "Module id: 47 cp: 45\n", "Module id: 48 cp: 48\n" ] } ], "source": [ "yxi = numpy.array([i+(mid[round(i[0]),round(i[1])],) \n", " for i in ref_peaks], dtype=dt)\n", "print(\"Number of keypoint per module:\")\n", "for i in range(1,mid.max()+1):\n", " print(\"Module id:\",i, \"cp:\", (yxi[:][\"i\"] == i).sum())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Grid assignment\n", "\n", "The calibration is performed using a regular grid, the idea is to assign to each peak of coordinates (x,y) the integer value (X, Y) which correspond to the grid corrdinate system. \n", "\n", "The first step is to measure the grid pitch which correspond to the distance (in pixels) from one peak to the next. This is easily obtained from a pair-wise distribution function." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# pairwise distance calculation using scipy.spatial.distance_matrix\n", "\n", "dist = distance_matrix(peaks_ref, peaks_ref)\n", "\n", "fig, ax = subplots()\n", "ax.hist(dist.ravel(), 100, range=(0,100))\n", "ax.set_title(\"Pair-wise distribution function\")\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The histogram of the pair-distribution function has a first peak at 0 and the second peak between 29 and 30. \n", "Let's start the fit with this value\n", "\n", "Two other parameters correspond to the offset, in pixel for the grid index (X,Y) = (0,0). \n", "The easiest is to measure the smallest *x* and *y* for the first module." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "offset for the first peak: 16.269793540239334 7.186804354190826\n" ] } ], "source": [ "#from pair-wise distribution histogram\n", "step = 29 \n", "#work with the first module and fit the peak positions\n", "first = yxi[yxi[:][\"i\"] == 1]\n", "y_min = first[:][\"y\"].min()\n", "x_min = first[:][\"x\"].min()\n", "print(\"offset for the first peak: \", x_min, y_min)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The grid looks very well aligned with the axes which makes this step easier but nothing garanties it is perfect, so the rotation of the grid has to be measured as well.\n", "\n", "The default rotation will be zero and will be fitted later on.\n", "\n", "Once the indexes *X,Y* determined for eack peak, one can fit the parameter to properly align the grid with the first module. Those 4 parameters are *step-size, x_min, y_min* and *angle*" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "peak id: 0 (66.12287057, 133.89461011, 1) Y:2 (Δ=0.032) X:4 (Δ=0.056)\n", "peak id: 1 (66.1012452, 163.39174998, 1) Y:2 (Δ=0.032) X:5 (Δ=0.073)\n", "peak id: 2 (66.10113759, 192.66102123, 1) Y:2 (Δ=0.032) X:6 (Δ=0.082)\n", "peak id: 3 (66.11095764, 222.20659751, 1) Y:2 (Δ=0.032) X:7 (Δ=0.101)\n", "peak id: 4 (65.89957739, 104.38019937, 1) Y:2 (Δ=0.025) X:3 (Δ=0.038)\n", "peak id: 5 (66.03506869, 75.15414216, 1) Y:2 (Δ=0.029) X:2 (Δ=0.030)\n", "peak id: 6 (65.94483702, 45.61336857, 1) Y:2 (Δ=0.026) X:1 (Δ=0.012)\n", "peak id: 7 (65.94893547, 16.45467511, 1) Y:2 (Δ=0.026) X:0 (Δ=0.006)\n", "peak id: 8 (183.49989897, 16.39247844, 1) Y:6 (Δ=0.080) X:0 (Δ=0.004)\n", "peak id: 9 (183.50560439, 45.46551961, 1) Y:6 (Δ=0.080) X:1 (Δ=0.007)\n", "peak id: 10 (183.60742423, 75.08415242, 1) Y:6 (Δ=0.083) X:2 (Δ=0.028)\n", "peak id: 11 (183.51583004, 104.62201929, 1) Y:6 (Δ=0.080) X:3 (Δ=0.047)\n", "peak id: 12 (183.66220078, 133.73585817, 1) Y:6 (Δ=0.085) X:4 (Δ=0.051)\n", "peak id: 13 (183.65553248, 163.30831155, 1) Y:6 (Δ=0.085) X:5 (Δ=0.070)\n", "peak id: 14 (183.60811904, 192.46339762, 1) Y:6 (Δ=0.083) X:6 (Δ=0.076)\n", "peak id: 15 (183.75545964, 222.06266521, 1) Y:6 (Δ=0.089) X:7 (Δ=0.096)\n", "peak id: 16 (36.49696946, 16.50531429, 1) Y:1 (Δ=0.011) X:0 (Δ=0.008)\n", "peak id: 17 (36.54493174, 45.66864574, 1) Y:1 (Δ=0.012) X:1 (Δ=0.014)\n", "peak id: 18 (36.57917181, 75.22501931, 1) Y:1 (Δ=0.014) X:2 (Δ=0.033)\n", "peak id: 19 (36.48521471, 104.38776881, 1) Y:1 (Δ=0.010) X:3 (Δ=0.039)\n", "peak id: 20 (36.5958997, 133.89308376, 1) Y:1 (Δ=0.014) X:4 (Δ=0.056)\n", "peak id: 21 (36.56109262, 163.54238695, 1) Y:1 (Δ=0.013) X:5 (Δ=0.078)\n", "peak id: 22 (36.62988734, 192.63348889, 1) Y:1 (Δ=0.015) X:6 (Δ=0.082)\n", "peak id: 23 (36.66130301, 222.22433692, 1) Y:1 (Δ=0.016) X:7 (Δ=0.102)\n", "peak id: 24 (7.18680435, 16.41273034, 1) Y:0 (Δ=0.000) X:0 (Δ=0.005)\n", "peak id: 25 (7.23123039, 45.74501115, 1) Y:0 (Δ=0.002) X:1 (Δ=0.016)\n", "peak id: 26 (7.29059145, 75.19019249, 1) Y:0 (Δ=0.004) X:2 (Δ=0.032)\n", "peak id: 27 (7.19876912, 104.56766725, 1) Y:0 (Δ=0.000) X:3 (Δ=0.045)\n", "peak id: 28 (7.28363913, 134.01557775, 1) Y:0 (Δ=0.003) X:4 (Δ=0.060)\n", "peak id: 29 (7.25490889, 163.38282073, 1) Y:0 (Δ=0.002) X:5 (Δ=0.073)\n", "peak id: 30 (7.36717248, 192.76562056, 1) Y:0 (Δ=0.006) X:6 (Δ=0.086)\n", "peak id: 31 (7.37469381, 222.16684446, 1) Y:0 (Δ=0.006) X:7 (Δ=0.100)\n", "peak id: 32 (154.21079713, 45.57556251, 1) Y:5 (Δ=0.070) X:1 (Δ=0.011)\n", "peak id: 33 (154.28871083, 75.04928852, 1) Y:5 (Δ=0.072) X:2 (Δ=0.027)\n", "peak id: 34 (154.21604921, 104.4366582, 1) Y:5 (Δ=0.070) X:3 (Δ=0.040)\n", "peak id: 35 (154.37423909, 133.8660319, 1) Y:5 (Δ=0.075) X:4 (Δ=0.055)\n", "peak id: 36 (154.35255641, 163.24378996, 1) Y:5 (Δ=0.075) X:5 (Δ=0.068)\n", "peak id: 37 (154.32582822, 192.64246738, 1) Y:5 (Δ=0.074) X:6 (Δ=0.082)\n", "peak id: 38 (154.46003968, 222.04596291, 1) Y:5 (Δ=0.078) X:7 (Δ=0.096)\n", "peak id: 39 (154.25518942, 16.26979354, 1) Y:5 (Δ=0.071) X:0 (Δ=0.000)\n", "peak id: 40 (124.85729225, 163.3060154, 1) Y:4 (Δ=0.058) X:5 (Δ=0.070)\n", "peak id: 41 (124.75223885, 104.64793801, 1) Y:4 (Δ=0.054) X:3 (Δ=0.048)\n", "peak id: 42 (124.84565204, 133.79748473, 1) Y:4 (Δ=0.057) X:4 (Δ=0.053)\n", "peak id: 43 (124.96431521, 222.11254385, 1) Y:4 (Δ=0.061) X:7 (Δ=0.098)\n", "peak id: 44 (124.74490786, 45.56257215, 1) Y:4 (Δ=0.054) X:1 (Δ=0.010)\n", "peak id: 45 (124.69245848, 16.47663069, 1) Y:4 (Δ=0.052) X:0 (Δ=0.007)\n", "peak id: 46 (124.81674041, 75.13362026, 1) Y:4 (Δ=0.056) X:2 (Δ=0.030)\n", "peak id: 47 (124.89991033, 192.57832247, 1) Y:4 (Δ=0.059) X:6 (Δ=0.080)\n" ] } ], "source": [ "#Assign each peak to an index\n", "indexed1 = numpy.zeros(len(first), dtype=dl)\n", "\n", "for i,v in enumerate(first):\n", " Y = int(round((v[\"y\"]-y_min)/step))\n", " X = int(round((v[\"x\"]-x_min)/step))\n", " indexed1[i][\"y\"] = v[\"y\"]\n", " indexed1[i][\"x\"] = v[\"x\"]\n", " indexed1[i][\"i\"] = v[\"i\"]\n", " indexed1[i][\"Y\"] = Y\n", " indexed1[i][\"X\"] = X\n", " print(\"peak id: %s %20s Y:%d (Δ=%.3f) X:%s (Δ=%.3f)\"%\n", " (i,v, Y, (v[\"y\"]-Y*step-y_min)/step, X, (v[\"x\"]-X*step-x_min)/step))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The error in positionning each of the pixel is less than 0.1 pixel which is already excellent and will allow a straight forward fit.\n", "\n", "The cost function for the first module is calculated as the sum of distances squared in pixel space.\n", "It uses 4 parameters which are step-size, x_min, y_min and angle" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1 [121. 97.]\n", "2 [364.5 97. ]\n", "3 [615. 97.]\n", "4 [858.5 97. ]\n", "5 [1109. 97.]\n", "6 [1352.5 97. ]\n", "7 [121. 309.]\n", "8 [364.5 309. ]\n", "9 [615. 309.]\n", "10 [858.5 309. ]\n", "11 [1109. 309.]\n", "12 [1352.5 309. ]\n", "13 [121. 521.]\n", "14 [364.5 521. ]\n", "15 [615. 521.]\n", "16 [858.5 521. ]\n", "17 [1109. 521.]\n", "18 [1352.5 521. ]\n", "19 [121. 733.]\n", "20 [364.5 733. ]\n", "21 [615. 733.]\n", "22 [858.5 733. ]\n", "23 [1109. 733.]\n", "24 [1352.5 733. ]\n", "25 [121. 945.]\n", "26 [364.5 945. ]\n", "27 [615. 945.]\n", "28 [858.5 945. ]\n", "29 [1109. 945.]\n", "30 [1352.5 945. ]\n", "31 [ 121. 1157.]\n", "32 [ 364.5 1157. ]\n", "33 [ 615. 1157.]\n", "34 [ 858.5 1157. ]\n", "35 [1109. 1157.]\n", "36 [1352.5 1157. ]\n", "37 [ 121. 1369.]\n", "38 [ 364.5 1369. ]\n", "39 [ 615. 1369.]\n", "40 [ 858.5 1369. ]\n", "41 [1109. 1369.]\n", "42 [1352.5 1369. ]\n", "43 [ 121. 1581.]\n", "44 [ 364.5 1581. ]\n", "45 [ 615. 1581.]\n", "46 [ 858.5 1581. ]\n", "47 [1109. 1581.]\n", "48 [1352.5 1581. ]\n" ] } ], "source": [ "#Calculate the center of every single module for rotation around this center.\n", "centers = {i: numpy.array([[numpy.where(mid == i)[1].mean()], [numpy.where(mid == i)[0].mean()]]) for i in range(1, 49)}\n", "for k,v in centers.items():\n", " print(k,v.ravel())" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "# Define a rotation of a module around the center of the module ...\n", "\n", "def rotate(angle, xy, module):\n", " \"Perform the rotation of the xy points around the center of the given module\"\n", " rot = [[cos(angle),-sin(angle)],\n", " [sin(angle), cos(angle)]]\n", " center = centers[module]\n", " return numpy.dot(rot, xy - center) + center" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "guess1 = [step, y_min, x_min, 0]\n", "\n", "def cost1(param):\n", " \"\"\"contains: step, y_min, x_min, angle for the first module\n", " returns the sum of distance squared in pixel space\n", " \"\"\"\n", " step = param[0]\n", " y_min = param[1]\n", " x_min = param[2]\n", " angle = param[3]\n", " XY = numpy.vstack((indexed1[\"X\"], indexed1[\"Y\"]))\n", "# rot = [[cos(angle),-sin(angle)],\n", "# [sin(angle), cos(angle)]]\n", " xy_min = [[x_min], [y_min]]\n", " xy_guess = rotate(angle, step * XY + xy_min, module=1)\n", " delta = xy_guess - numpy.vstack((indexed1[\"x\"], indexed1[\"y\"]))\n", " return (delta*delta).sum()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Before optimization [29, 7.186804354190826, 16.269793540239334, 0] cost= 250.36710826038234\n", " fun: 0.6337541947713751\n", " jac: array([-1.85221434e-05, -1.28895044e-06, -5.28246164e-06, 8.85806978e-04])\n", " message: 'Optimization terminated successfully'\n", " nfev: 54\n", " nit: 8\n", " njev: 8\n", " status: 0\n", " success: True\n", " x: array([2.93980816e+01, 7.24220064e+00, 1.63128833e+01, 8.76927134e-04])\n", "After optimization [2.93980816e+01 7.24220064e+00 1.63128833e+01 8.76927134e-04] cost= 0.6337541947713751\n", "Average displacement (pixels): 0.11490523221799047\n" ] } ], "source": [ "print(\"Before optimization\", guess1, \"cost=\", cost1(guess1))\n", "res1 = minimize(cost1, guess1, method = \"slsqp\")\n", "print(res1)\n", "print(\"After optimization\", res1.x, \"cost=\", cost1(res1.x))\n", "print(\"Average displacement (pixels): \",sqrt(cost1(res1.x)/len(indexed1)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At this step, the grid is perfectly aligned with the first module. \n", "This module is used as the reference one and all other are aligned along it, using this first fit:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "cost1: 0.6337541947713751 for: 29.398081608234577 7.242200641927896 16.312883307835875 0.0008769271337167889\n", "6 suspicious peaks:\n", "[(1654.4202804 , 954.44135761, 46, 56, 32)\n", " (1624.68617365, 807.47743243, 46, 55, 27)\n", " (1448.66381988, 895.86545633, 40, 49, 30)\n", " (1448.84506877, 954.56920397, 40, 49, 32)\n", " (1595.5792897 , 954.49445057, 46, 54, 32)\n", " (1448.30209509, 748.8784325 , 40, 49, 25)]\n" ] } ], "source": [ "#retrieve the result of the first module fit:\n", "step, y_min, x_min, angle = res1.x\n", "indexed = numpy.zeros(yxi.shape, dtype=dl)\n", "\n", "# rot = [[cos(angle),-sin(angle)],\n", "# [sin(angle), cos(angle)]]\n", "# irot = [[cos(angle), sin(angle)],\n", "# [-sin(angle), cos(angle)]]\n", "\n", "print(\"cost1: \",cost1([step, y_min, x_min, angle]), \"for:\", step, y_min, x_min, angle)\n", "\n", "xy_min = numpy.array([[x_min], [y_min]])\n", "xy = numpy.vstack((yxi[\"x\"], yxi[\"y\"]))\n", "indexed[\"y\"] = yxi[\"y\"]\n", "indexed[\"x\"] = yxi[\"x\"]\n", "indexed[\"i\"] = yxi[\"i\"]\n", "XY_app = (rotate(-angle, xy, 1)-xy_min) / step\n", "XY_int = numpy.round((XY_app)).astype(\"int\")\n", "indexed[\"X\"] = XY_int[0]\n", "indexed[\"Y\"] = XY_int[1]\n", "xy_guess = rotate(angle, step * XY_int + xy_min, 1)\n", "\n", "thres = 1.2\n", "delta = abs(xy_guess - xy)\n", "print((delta>thres).sum(), \"suspicious peaks:\")\n", "suspicious = indexed[numpy.where(abs(delta>thres))[1]]\n", "print(suspicious)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax = subplots()\n", "ax.imshow(img.clip(0,1000))\n", "ax.plot(indexed[\"x\"], indexed[\"y\"],\".g\")\n", "ax.plot(suspicious[\"x\"], suspicious[\"y\"],\".r\")\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Only 6 peaks have an initial displacement of more than 1.2 pixel, all located in modules 40 and 46. \n", "The visual inspection confirms their localization is valid.\n", "\n", "There are 48 (half-)modules which have each of them 2 translations and one rotation. \n", "In addition to the step size, this represents 145 degrees of freedom for the fit.\n", "The first module is used to align the grid, all other modules are then aligned along this grid." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cost for module # 1 0.6337541947713751\n", "Cost for module # 2 1.8140317981828615\n", "Cost for module # 3 1.850856756734583\n", "Cost for module # 4 4.9103260413343826\n", "Cost for module # 5 1.7748767723960284\n", "Cost for module # 6 7.482513569475628\n", "Cost for module # 7 14.440097815045657\n", "Cost for module # 8 5.219968567847135\n", "Cost for module # 9 23.407239468598583\n", "Cost for module # 10 5.689984147039398\n", "Cost for module # 11 4.125574298327773\n", "Cost for module # 12 8.410821203737589\n", "Cost for module # 13 29.859823681959156\n", "Cost for module # 14 12.628455185282027\n", "Cost for module # 15 3.1377113547124984\n", "Cost for module # 16 5.277312006280297\n", "Cost for module # 17 8.497333751867275\n", "Cost for module # 18 4.653152524578221\n", "Cost for module # 19 6.007098218814478\n", "Cost for module # 20 4.98026761437093\n", "Cost for module # 21 5.136971083841102\n", "Cost for module # 22 5.048724630612108\n", "Cost for module # 23 1.437310407427827\n", "Cost for module # 24 6.046285782737919\n", "Cost for module # 25 38.254472519397154\n", "Cost for module # 26 19.509799035699995\n", "Cost for module # 27 2.4297067661757685\n", "Cost for module # 28 5.488596235955263\n", "Cost for module # 29 10.764111776022451\n", "Cost for module # 30 14.042156288246352\n", "Cost for module # 31 22.940124887731823\n", "Cost for module # 32 18.49373757353179\n", "Cost for module # 33 12.941764917266461\n", "Cost for module # 34 15.371707605812944\n", "Cost for module # 35 39.66703112065475\n", "Cost for module # 36 37.28280524203717\n", "Cost for module # 37 63.70071107788737\n", "Cost for module # 38 23.549525058421253\n", "Cost for module # 39 34.00429199188217\n", "Cost for module # 40 43.80371653531938\n", "Cost for module # 41 15.505218479088368\n", "Cost for module # 42 8.048822312345614\n", "Cost for module # 43 22.735369163785595\n", "Cost for module # 44 10.79602481222893\n", "Cost for module # 45 41.01968721513809\n", "Cost for module # 46 46.25894986857199\n", "Cost for module # 47 24.54657799525454\n", "Cost for module # 48 34.7695934501684\n" ] } ], "source": [ "def submodule_cost(param, module=1):\n", " \"\"\"contains: step, y_min_1, x_min_1, angle_1, y_min_2, x_min_2, angle_2, ...\n", " returns the sum of distance squared in pixel space\n", " \"\"\"\n", " \n", " step = param[0]\n", " y_min1 = param[1]\n", " x_min1 = param[2]\n", " angle1 = param[3]\n", " \n", " mask = indexed[\"i\"] == module\n", " substack = indexed[mask]\n", " \n", " XY = numpy.vstack((substack[\"X\"], substack[\"Y\"]))\n", "# rot1 = [[cos(angle1), -sin(angle1)],\n", "# [sin(angle1), cos(angle1)]]\n", " xy_min1 = numpy.array([[x_min1], [y_min1]])\n", " xy_guess1 = rotate(angle1, step * XY + xy_min1, module=1)\n", " #This is guessed spot position for module #1\n", " if module == 1:\n", " \"Not much to do for module 1\"\n", " delta = xy_guess1 - numpy.vstack((substack[\"x\"], substack[\"y\"]))\n", " else:\n", " \"perform the correction for given module\"\n", " y_min = param[(module-1)*3+1]\n", " x_min = param[(module-1)*3+2]\n", " angle = param[(module-1)*3+3] \n", "\n", "# rot = numpy.array([[cos(angle),-sin(angle)],\n", "# [sin(angle), cos(angle)]])\n", " xy_min = numpy.array([[x_min], [y_min]])\n", " xy_guess = rotate(angle, xy_guess1+xy_min, module)\n", " delta = xy_guess - numpy.vstack((substack[\"x\"], substack[\"y\"]))\n", "\n", " return (delta*delta).sum()\n", "\n", "guess145 = numpy.zeros(48*3+1)\n", "guess145[:4] = res1.x\n", "for i in range(1, 49):\n", " print(\"Cost for module #\",i, submodule_cost(guess145, i))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On retrieves that the modules 40 and 46 have large errors. Module 37 as well.\n", "\n", "The total cost funtion is hence the sum of all cost function for all modules:" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "778.3949928045985" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def total_cost(param):\n", " \"\"\"contains: step, y_min_1, x_min_1, angle_1, ...\n", " returns the sum of distance squared in pixel space\n", " \"\"\"\n", " return sum(submodule_cost(param, module=i) for i in range(1,49))\n", "total_cost(guess145)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Before optimization [2.93980816e+01 7.24220064e+00 1.63128833e+01 8.76927134e-04\n", " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00] cost= 778.3949928045985\n", " fun: 27.18427227690945\n", " jac: array([ 7.38434267e+00, 1.04433775e-01, 9.29090977e-02, -2.18628788e+00,\n", " -1.20322704e-02, 3.66873741e-02, 3.77511978e-03, 1.75099373e-02,\n", " -1.40905380e-03, -1.39172077e-02, -1.53563023e-02, -2.13699341e-02,\n", " -7.65371323e-03, -1.52676105e-02, -2.17664242e-02, 6.58941269e-03,\n", " -1.36704445e-02, -2.19297409e-03, 9.23323631e-03, 2.08234787e-03,\n", " 5.71966171e-04, 2.50947475e-02, -7.84206390e-03, -1.21035576e-02,\n", " -1.25281811e-02, 5.26618958e-03, 1.68561935e-03, 2.45761871e-03,\n", " 9.60159302e-03, 6.89697266e-03, -2.14877129e-02, 2.20789909e-02,\n", " 3.07564735e-02, -1.10065937e-02, 1.45642757e-02, 7.16280937e-03,\n", " -2.77924538e-02, 8.30364227e-03, 4.06193733e-03, 1.05745792e-02,\n", " -2.64840126e-02, 9.96899605e-03, -1.68983936e-02, -7.45224953e-03,\n", " -5.91397285e-03, -7.36603737e-02, 7.88259506e-03, 1.18780136e-03,\n", " -2.64663696e-02, 2.68146992e-02, -1.17321014e-02, 2.70805359e-02,\n", " -3.44514847e-03, -4.33850288e-03, 1.55889988e-02, -1.05094910e-03,\n", " -1.01351738e-03, -2.13294029e-02, 1.01890564e-02, 1.80752277e-02,\n", " -1.92263126e-02, 7.33065605e-03, 8.27121735e-03, 4.01649475e-02,\n", " -6.79230690e-03, -5.97000122e-04, 4.40406799e-03, -7.96771049e-03,\n", " 3.85665894e-03, 7.52856731e-02, -6.90841675e-03, -4.83274460e-04,\n", " -1.12404823e-02, 3.97157669e-03, 6.04462624e-03, -1.28593445e-02,\n", " 3.51078510e-02, -1.07290745e-02, -9.73157883e-02, -4.30011749e-03,\n", " 7.84873962e-03, -3.68134975e-02, 3.48134041e-02, 4.10175323e-03,\n", " -5.11379242e-02, -9.69982147e-03, 9.55033302e-03, 3.90272141e-02,\n", " 2.48241425e-03, -6.48999214e-03, -3.43353748e-02, -1.96874142e-02,\n", " 1.90858841e-02, -2.22861767e-02, -1.33347511e-02, -1.84464455e-03,\n", " 9.22870636e-03, 3.79419327e-03, 1.21061802e-02, 1.37050152e-02,\n", " -1.53048038e-02, 2.78959274e-02, -4.21481133e-02, -7.65275955e-03,\n", " 1.05316639e-02, 2.70886421e-02, -7.07578659e-03, 1.23381615e-03,\n", " 1.87616348e-02, 2.33650208e-04, 7.11202621e-03, -1.16748810e-02,\n", " 1.47957802e-02, -7.09955692e-02, -6.33780956e-02, -6.93321228e-04,\n", " 1.09355450e-02, 7.27152824e-03, 2.27301121e-02, 2.41034031e-02,\n", " -7.12938309e-02, -2.76708603e-03, -1.44281387e-02, 2.69603729e-02,\n", " -8.90994072e-03, 7.16495514e-03, -2.01234818e-02, 9.34982300e-03,\n", " -3.87001038e-03, 3.75895500e-02, 1.88112259e-04, -9.02938843e-03,\n", " -1.39913559e-02, 9.32765007e-03, -8.83913040e-03, 1.60174370e-02,\n", " 2.93567181e-02, 2.37135887e-02, -7.35812187e-02, 2.66745090e-02,\n", " -2.40159035e-03, 3.21681499e-02, -1.19957924e-02, 7.13300705e-03,\n", " -1.18374825e-03])\n", " message: 'Optimization terminated successfully'\n", " nfev: 12930\n", " nit: 86\n", " njev: 86\n", " status: 0\n", " success: True\n", " x: array([ 2.94082896e+01, 7.21157229e+00, 1.62771761e+01, 8.41282815e-04,\n", " -1.52438544e-01, -1.98525966e-01, 3.10021172e-04, 1.20046857e-01,\n", " -2.38782702e-01, 9.58662041e-04, 2.80278029e-01, -2.25936529e-01,\n", " 1.97335003e-03, -8.67879742e-02, -4.65551534e-01, 3.52669991e-04,\n", " 3.00368036e-01, -6.41400557e-01, 2.11764184e-03, -5.99494608e-01,\n", " 7.80038023e-02, 1.37883058e-03, -4.32752619e-01, -1.31670801e-01,\n", " 1.11819466e-03, -7.05086611e-01, -4.11537693e-01, 9.30040238e-04,\n", " -2.18720601e-01, -4.51694629e-01, 2.14125752e-03, 2.25584610e-01,\n", " -2.63520537e-01, 5.05602516e-04, 3.29059578e-01, -1.69780660e-01,\n", " 6.83046113e-04, -6.85210299e-01, -5.65693055e-01, 1.18098003e-03,\n", " -5.13341544e-01, -5.77336324e-01, 1.34588860e-03, -2.94982709e-01,\n", " -3.29345202e-01, 1.00148297e-03, -2.68656240e-02, -5.50275593e-01,\n", " 1.30747605e-03, -3.07113543e-01, -7.58757780e-01, 4.68208253e-04,\n", " -4.31128716e-02, -6.78851745e-01, 1.57173271e-03, -4.81951685e-01,\n", " -2.21492961e-01, 7.42923592e-04, -2.20904452e-01, -4.86480784e-01,\n", " 7.51574374e-04, -4.26536156e-01, -4.05607045e-01, -2.65028393e-04,\n", " -2.46639352e-01, -5.47178826e-01, 1.66020139e-03, -1.79821203e-01,\n", " -2.84513028e-01, 1.27447936e-03, 1.12844301e-01, -4.06087337e-01,\n", " 1.69038810e-03, -7.41194146e-01, -7.86147804e-01, 9.80794742e-04,\n", " -4.00228103e-01, -8.69271123e-01, 1.78864338e-03, -9.15429471e-02,\n", " -2.23471806e-01, -4.89308529e-04, 4.85837968e-02, -2.55151365e-01,\n", " 6.30417004e-04, -1.01049714e-01, -8.42346890e-01, 5.92939725e-04,\n", " 1.61447829e-01, -6.33904822e-01, 2.36675481e-03, -5.57394081e-01,\n", " -6.99077086e-01, -7.11452270e-04, -6.78338392e-01, -7.99962162e-01,\n", " 1.47179223e-03, -1.69718703e-01, -6.79418039e-01, -6.01978324e-04,\n", " -3.95692752e-02, -8.02418286e-01, 1.59248966e-03, -2.06612961e-01,\n", " -1.28702243e+00, 6.73831701e-04, -5.44539672e-02, -1.29573647e+00,\n", " 5.94969322e-04, -1.02721132e+00, -1.03228949e+00, 1.82147608e-06,\n", " -9.34189982e-01, -8.87357308e-01, -3.85612590e-06, -5.82595045e-01,\n", " -1.03849251e+00, 1.44126359e-04, -2.59909319e-01, -1.27033057e+00,\n", " 2.46858682e-03, -1.76048533e-01, -9.25195677e-01, 3.75310644e-04,\n", " -2.17865677e-01, -8.14464293e-01, 6.49197452e-04, -8.33019076e-01,\n", " -6.50804886e-01, 1.02294227e-03, -6.30038298e-01, -7.53545616e-01,\n", " 5.87542938e-04, -5.45639943e-01, -1.15996788e+00, -3.20258112e-04,\n", " -3.80592575e-01, -1.33888907e+00, 1.31943604e-03, -9.01175376e-02,\n", " -1.00327530e+00, 1.18943778e-03, 2.39389657e-01, -9.06099021e-01,\n", " 1.87856865e-03])\n", "After optimization [ 2.94082896e+01 7.21157229e+00 1.62771761e+01 8.41282815e-04\n", " -1.52438544e-01 -1.98525966e-01 3.10021172e-04 1.20046857e-01\n", " -2.38782702e-01 9.58662041e-04] cost= 27.18427227690945\n", "CPU times: user 32.3 s, sys: 28.7 ms, total: 32.4 s\n", "Wall time: 32.3 s\n" ] } ], "source": [ "%%time\n", "print(\"Before optimization\", guess145[:10], \"cost=\", total_cost(guess145))\n", "res_all = minimize(total_cost, guess145, method = \"slsqp\")\n", "print(res_all)\n", "print(\"After optimization\", res_all.x[:10], \"cost=\", total_cost(res_all.x))" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Module id: 1 cost: 0.684 Δx: 7.212, Δy: 16.277 rot: 0.048°\n", "Module id: 2 cost: 0.473 Δx: -0.152, Δy: -0.199 rot: 0.018°\n", "Module id: 3 cost: 0.650 Δx: 0.120, Δy: -0.239 rot: 0.055°\n", "Module id: 4 cost: 0.613 Δx: 0.280, Δy: -0.226 rot: 0.113°\n", "Module id: 5 cost: 0.566 Δx: -0.087, Δy: -0.466 rot: 0.020°\n", "Module id: 6 cost: 0.666 Δx: 0.300, Δy: -0.641 rot: 0.121°\n", "Module id: 7 cost: 0.696 Δx: -0.599, Δy: 0.078 rot: 0.079°\n", "Module id: 8 cost: 0.341 Δx: -0.433, Δy: -0.132 rot: 0.064°\n", "Module id: 9 cost: 0.566 Δx: -0.705, Δy: -0.412 rot: 0.053°\n", "Module id: 10 cost: 0.661 Δx: -0.219, Δy: -0.452 rot: 0.123°\n", "Module id: 11 cost: 0.616 Δx: 0.226, Δy: -0.264 rot: 0.029°\n", "Module id: 12 cost: 0.495 Δx: 0.329, Δy: -0.170 rot: 0.039°\n", "Module id: 13 cost: 0.763 Δx: -0.685, Δy: -0.566 rot: 0.068°\n", "Module id: 14 cost: 0.353 Δx: -0.513, Δy: -0.577 rot: 0.077°\n", "Module id: 15 cost: 0.645 Δx: -0.295, Δy: -0.329 rot: 0.057°\n", "Module id: 16 cost: 0.492 Δx: -0.027, Δy: -0.550 rot: 0.075°\n", "Module id: 17 cost: 0.440 Δx: -0.307, Δy: -0.759 rot: 0.027°\n", "Module id: 18 cost: 0.779 Δx: -0.043, Δy: -0.679 rot: 0.090°\n", "Module id: 19 cost: 0.748 Δx: -0.482, Δy: -0.221 rot: 0.043°\n", "Module id: 20 cost: 0.423 Δx: -0.221, Δy: -0.486 rot: 0.043°\n", "Module id: 21 cost: 0.520 Δx: -0.427, Δy: -0.406 rot: -0.015°\n", "Module id: 22 cost: 0.676 Δx: -0.247, Δy: -0.547 rot: 0.095°\n", "Module id: 23 cost: 0.503 Δx: -0.180, Δy: -0.285 rot: 0.073°\n", "Module id: 24 cost: 0.822 Δx: 0.113, Δy: -0.406 rot: 0.097°\n", "Module id: 25 cost: 0.575 Δx: -0.741, Δy: -0.786 rot: 0.056°\n", "Module id: 26 cost: 0.320 Δx: -0.400, Δy: -0.869 rot: 0.102°\n", "Module id: 27 cost: 0.642 Δx: -0.092, Δy: -0.223 rot: -0.028°\n", "Module id: 28 cost: 0.599 Δx: 0.049, Δy: -0.255 rot: 0.036°\n", "Module id: 29 cost: 0.498 Δx: -0.101, Δy: -0.842 rot: 0.034°\n", "Module id: 30 cost: 0.830 Δx: 0.161, Δy: -0.634 rot: 0.136°\n", "Module id: 31 cost: 0.687 Δx: -0.557, Δy: -0.699 rot: -0.041°\n", "Module id: 32 cost: 0.422 Δx: -0.678, Δy: -0.800 rot: 0.084°\n", "Module id: 33 cost: 0.616 Δx: -0.170, Δy: -0.679 rot: -0.034°\n", "Module id: 34 cost: 0.393 Δx: -0.040, Δy: -0.802 rot: 0.091°\n", "Module id: 35 cost: 0.447 Δx: -0.207, Δy: -1.287 rot: 0.039°\n", "Module id: 36 cost: 0.587 Δx: -0.054, Δy: -1.296 rot: 0.034°\n", "Module id: 37 cost: 0.603 Δx: -1.027, Δy: -1.032 rot: 0.000°\n", "Module id: 38 cost: 0.295 Δx: -0.934, Δy: -0.887 rot: -0.000°\n", "Module id: 39 cost: 0.558 Δx: -0.583, Δy: -1.038 rot: 0.008°\n", "Module id: 40 cost: 0.498 Δx: -0.260, Δy: -1.270 rot: 0.141°\n", "Module id: 41 cost: 0.468 Δx: -0.176, Δy: -0.925 rot: 0.022°\n", "Module id: 42 cost: 0.569 Δx: -0.218, Δy: -0.814 rot: 0.037°\n", "Module id: 43 cost: 0.633 Δx: -0.833, Δy: -0.651 rot: 0.059°\n", "Module id: 44 cost: 0.413 Δx: -0.630, Δy: -0.754 rot: 0.034°\n", "Module id: 45 cost: 0.671 Δx: -0.546, Δy: -1.160 rot: -0.018°\n", "Module id: 46 cost: 0.542 Δx: -0.381, Δy: -1.339 rot: 0.076°\n", "Module id: 47 cost: 0.537 Δx: -0.090, Δy: -1.003 rot: 0.068°\n", "Module id: 48 cost: 0.593 Δx: 0.239, Δy: -0.906 rot: 0.108°\n" ] } ], "source": [ "for i in range(1,49):\n", " print(\"Module id: %d cost: %.3f Δx: %.3f, Δy: %.3f rot: %.3f°\"%\n", " (i, submodule_cost(res_all.x, i), res_all.x[-2+i*3], res_all.x[-1+i*3], numpy.rad2deg(res_all.x[i*3])))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Analysis:\n", "Modules 40, 46 and 48 show large displacement but the fitting precedure allowed to reduce the residual cost to the same value as other modules.\n", "\n", "## Reconstruction of the pixel position\n", "\n", "The pixel position can be obtained from the *standard* Pilatus detector. \n", "Each module is then displaced according to the fitted values, except the first one which is left where it is." ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "def correct(x, y, dx, dy, angle, module):\n", " \"apply the correction dx, dy and angle to those pixels ...\"\n", " trans = numpy.array([[dx],\n", " [dy]])\n", " xy_guess = numpy.vstack((x.ravel(), \n", " y.ravel()))\n", " xy_cor = rotate(-angle, xy_guess, module) - trans\n", " xy_cor.shape = ((2,)+x.shape)\n", " return xy_cor[0], xy_cor[1]" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "pixel_coord = pyFAI.detector_factory(\"Pilatus2MCdTe\").get_pixel_corners()\n", "pixel_coord_raw = pixel_coord.copy()\n", "for i in range(2, 49):\n", " # Extract the pixel corners for one module\n", " module_idx = numpy.where(mid == i)\n", " one_module = pixel_coord_raw[module_idx]\n", " #retrieve the fitted values\n", " dy, dx, angle = res_all.x[-2+i*3:1+3*i]\n", " \n", " y = one_module[..., 1]/pilatus.pixel1\n", " x = one_module[..., 2]/pilatus.pixel2\n", " \n", " #apply the correction the other way around\n", " x_cor, y_cor = correct(x, y, dx, dy, angle, i)\n", " one_module[...,1] = y_cor * pilatus.pixel1 #y\n", " one_module[...,2] = x_cor * pilatus.pixel2 #x\n", " #Update the array\n", " pixel_coord_raw[module_idx] = one_module\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Update the detector and save it in HDF5" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "pilatus.set_pixel_corners(pixel_coord_raw)\n", "pilatus.mask = all_masks\n", "pilatus.save(\"Pilatus_ID15_raw.h5\")" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "displ = numpy.sqrt(((pixel_coord - pixel_coord_raw)**2).sum(axis=-1))\n", "displ /= pilatus.pixel1 #convert in pixel units\n", "fig, ax = subplots()\n", "ax.hist(displ.ravel(), 100)\n", "ax.set_title(\"Displacement of pixels versus the reference representation\")\n", "ax.set_xlabel(\"Error in pixel size (172µm)\")\n", "pass" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "misaligned = numpy.vstack((pixel_coord_raw[..., 2].ravel(), #x\n", " pixel_coord_raw[..., 1].ravel())) #y\n", "\n", "reference = numpy.vstack((pixel_coord[..., 2].ravel(), #x\n", " pixel_coord[..., 1].ravel())) #y" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 181 ms, sys: 36.1 ms, total: 217 ms\n", "Wall time: 216 ms\n" ] } ], "source": [ "#Kabsch alignment of the whole detector ... \n", "\n", "def kabsch(P, R):\n", " \"Align P on R\"\n", " centroid_P = P.mean(axis=0)\n", " centroid_R = R.mean(axis=0)\n", " centered_P = P - centroid_P\n", " centered_R = R - centroid_R\n", " C = numpy.dot(centered_P.T, centered_R)\n", " V, S, W = numpy.linalg.svd(C)\n", " d = (numpy.linalg.det(V) * numpy.linalg.det(W)) < 0.0\n", " if d:\n", " S[-1] = -S[-1]\n", " V[:, -1] = -V[:, -1]\n", " # Create Rotation matrix U\n", " U = numpy.dot(V, W)\n", " P = numpy.dot(centered_P, U)\n", " return P + centroid_R\n", " \n", "%time aligned = kabsch(misaligned.T, reference.T).T" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "displ = numpy.sqrt(((aligned-reference)**2).sum(axis=0))\n", "displ /= pilatus.pixel1 #convert in pixel units\n", "fig, ax = subplots()\n", "ax.hist(displ.ravel(), 100)\n", "ax.set_title(\"Displacement of pixels versus the reference representation\")\n", "ax.set_xlabel(\"Pixel size (172µm)\")\n", "pass" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "pixel_coord_aligned = pixel_coord.copy()\n", "pixel_coord_aligned[...,1] = aligned[1,:].reshape(pixel_coord.shape[:-1])\n", "pixel_coord_aligned[...,2] = aligned[0,:].reshape(pixel_coord.shape[:-1])\n", "\n", "pilatus.set_pixel_corners(pixel_coord_aligned)\n", "pilatus.mask = all_masks\n", "pilatus.save(\"Pilatus_ID15_Kabsch.h5\")" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = subplots(1, 2, figsize=(8, 4))\n", "ax[0].imshow((pixel_coord_aligned[...,2].mean(axis=-1) - pixel_coord[...,2].mean(axis=-1))/pilatus.pixel2)\n", "ax[0].set_title(\"Displacement x (in pixel)\")\n", "ax[1].imshow((pixel_coord_aligned[...,1].mean(axis=-1) - pixel_coord[...,1].mean(axis=-1))/pilatus.pixel1)\n", "ax[1].set_title(\"Displacement y (in pixel)\")\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Validation of the result\n", "\n", "To validate the improvement obtained, one can perform the experiment calibration and the 2D integration of a reference compound, the 2D integration with either the reference from Dectris or this freshly refined detector.\n", "\n" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# The geometry has been obtained from pyFAI\n", "geo = { \"dist\": 0.8001094657585498,\n", " \"poni1\": 0.14397714477803805,\n", " \"poni2\": 0.12758748978422835,\n", " \"rot1\": 0.0011165686147339689,\n", " \"rot2\": 0.0002214091645638961,\n", " \"rot3\": 0,\n", " \"detector\": \"Pilatus2MCdTe\"}\n", "ai_unc = AzimuthalIntegrator(**geo)\n", "geo[\"detector\"] = \"Pilatus_ID15_Kabsch.h5\"\n", "ai_cor = AzimuthalIntegrator(**geo)\n", "fig, ax = subplots(1, 2, figsize=(8,4))\n", "method = (\"pseudo\", \"histogram\", \"cython\")\n", "res_unc = ai_unc.integrate2d_ng(rings, 100, 100, radial_range=(7.9, 8.2), unit=\"2th_deg\", method=method, mask=all_masks)\n", "res_cor = ai_cor.integrate2d_ng(rings, 100, 100, radial_range=(7.9, 8.2), unit=\"2th_deg\", method=method, mask=all_masks)\n", "opts = {\"origin\":\"lower\",\n", " \"extent\": [res_unc.radial.min(), res_unc.radial.max(), -180, 180], \n", " \"aspect\":\"auto\",\n", " \"cmap\":\"inferno\"}\n", "ax[0].imshow(res_unc[0], **opts)\n", "ax[1].imshow(res_cor[0], **opts)\n", "ax[0].set_xlabel(res_unc.unit.label)\n", "ax[1].set_xlabel(res_cor.unit.label)\n", "ax[0].set_ylabel(r\"Azimuthal angle $\\chi$ ($^{o}$)\")\n", "ax[0].set_title(\"Uncorrected\")\n", "ax[1].set_title(\"Corrected\")\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusion\n", "\n", "This tutorial presents the way to calibrate a module based detector using the Pilatus2M CdTe from ESRF-ID15.\n", "The HDF5 file generated is directly useable by any parts of pyFAI, the reader is invited in calibrating the rings images with the default definition and with this optimized definition and check the residual error is almost divided by a factor two.\n", "\n", "To come back on the precision of the localization of the pixel: not all the pixel are within the specifications provided by Dectris which claims the misaliment of the modules is within one pixel.\n", "\n" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total execution time: 83.991s\n" ] } ], "source": [ "print(f\"Total execution time: {time.perf_counter()-start_time:.3f}s\")" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.9.1" } }, "nbformat": 4, "nbformat_minor": 2 }