{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Distortion analyses in NISP simulations\n", "\n", "**Author:** Yannick Copin " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true, "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "# try:\n", "# import mpld3 # Interactive plots\n", "# mpld3.enable_notebook()\n", "# except ImportError:\n", "# pass\n", "\n", "try:\n", " import seaborn\n", " seaborn.set_style('ticks', {\"axes.grid\": True})\n", "except ImportError:\n", " pass\n", "\n", "import warnings\n", "warnings.filterwarnings(\"ignore\")" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false, "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "import numpy as N\n", "from matplotlib import pyplot as P\n", "from spectrogrism import spectrogrism as S\n", "from spectrogrism import nisp\n", "from spectrogrism import distortion as D" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Simulations 'Zemax': 4 modes\n", " Order #1: ../spectrogrism/data/run_190315.dat\n", " Order #0: ../spectrogrism/data/run_011115_conf2_o0.dat\n", " Order #2: ../spectrogrism/data/run_161115_conf2_o2.dat\n", " Band J: ../spectrogrism/data/run_071215_conf6_J.dat\n", " Wavelengths: 13 steps from 1.20 to 1.80 µm\n", " Coords: 289 sources\n" ] } ], "source": [ "datapath = \"../spectrogrism/data/\"\n", "simulations = S.Configuration([\n", " (\"name\", \"Zemax\"),\n", " (1, datapath + \"run_190315.dat\"), # 1st-order dispersed simulation\n", " (0, datapath + \"run_011115_conf2_o0.dat\"), # 0th-order dispersed simulation\n", " (2, datapath + \"run_161115_conf2_o2.dat\"), # 2nd-order dispersed simulation\n", " ('J', datapath + \"run_071215_conf6_J.dat\"), # J-band undispersed simulation\n", "])\n", "zmx = nisp.ZemaxPositions(simulations)\n", "print(zmx)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Photometric modes\n", "\n", "### Band J" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Float64Index: 13 entries, 1.2e-06 to 1.8e-06\n", "Columns: 289 entries, (-0.006981317008-0.006981317008j) to (0.006981317008+0.006981317008j)\n", "dtypes: complex128(289)\n", "memory usage: 58.8 KB\n" ] } ], "source": [ "df = zmx['J']\n", "df.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Restructure mean position (averaged over wavelengths) into an *ad-hoc* structured grid:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Structured grid: 17 x 17 = 289 positions, y-x-\n" ] } ], "source": [ "xy = df.mean(axis=0).values # Mean (complex) positions (averaged over wavelengths) (289,)\n", "xy = xy.reshape(-1, 17) # (17, 17)\n", "grid = D.StructuredGrid(xy)\n", "print(grid)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Estimate *effective undistorted* grid properties (step, rotation, minimal distortion position) from triangulation analysis (no optical modeling):" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Offset: (0.001, 0.000), step: 0.011, angle: 0.0°\n", "Center of distortion: (-0.001, -0.012)\n" ] }, { "data": { "image/png": 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2b9/OyZMnWbBgAR07dsTHx4fTp0/j5ubGrl27OHToEIWFhYwfP55u3bppHS0jIvIi+Nf7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QfHOEVwjL4hfg5uTKphPb2JOZbN2oFYaHxTB/2BOomxp5M3kNF0syrRuZQCKRMD16EkN9o0RJ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\nXpYlGqpfF2kFmSw68BnpBZlM6vIET3cdbVk5JInLmXF8dPBzisqKmdX3BQZ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "step, angle, offset, center = grid.estimate_parameters(fig=True)\n", "print(u\"Offset: ({0.real:.3f}, {0.imag:.3f}), step: {1:.3f}, angle: {2:.1f}°\"\n", " .format(offset, step, N.rad2deg(angle)))\n", "print(u\"Center of distortion: ({0.real:.3f}, {0.imag:.3f})\".format(center))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Construct *effective undistorted* grid used as reference:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Structured grid: 17 x 17 = 289 positions, y-x-\n" ] } ], "source": [ "refgrid = D.StructuredGrid.create(grid.nx, grid.ny, step=step, rotation=angle, offset=offset)\n", "refgrid.reorder(grid.signature)\n", "print(refgrid)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compute offset RMS between observed *distorted* (`grid`) and reference *undistorted* (`refgrid`) grids: " ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RMS = 0.313 mm = 17.4 px\n" ] }, { "data": { "image/png": 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bb7+huLiYc32bmJiIVq1aYfLkyUhOTkarVq3g7e1dqcaDBw9w4sQJ6OjowNPTE5s2bcKc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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rms = grid.rms(refgrid.xy)\n", "print(\"RMS = {:.3g} mm = {:.3g} px\".format(rms / 1e-3, rms / 18e-6))\n", "\n", "ax = grid.plot_offsets(refgrid, units=(18e-6, 'px'))\n", "ax.figure.suptitle(\"Distortion wrt. ref. grid\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is already apparent that the distortion will not be well approximated by a radial expansion. This is an hint of off-axis optics." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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i99RKdzzPczOGoMrQyNY8uQ/+Tz/9NABg8uTJ2LhxIzp06AAAmDlzJqZPnx6a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\nnU4nZ3GIIpKrLnjb4G2sOR1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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dxy = grid.xy - refgrid.xy\n", "r = N.abs(grid.xy - center).ravel()\n", "dr = N.hypot(dxy.real, dxy.imag).ravel()\n", "\n", "fig, ax = P.subplots(subplot_kw={'title': \"Radial distortion wrt. reference grid\",\n", " 'xlabel': \"r [mm]\", 'ylabel': \"dr [mm]\"})\n", "ax.plot(r / 1e-3, dr / 1e-3, '.');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Adjust the distortion with a simple r² radial expansion:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Geometric distortion: center=(-0.000581568, -0.0117205), K-coeffs=[ 0.], P-coeffs=[]\n" ] } ], "source": [ "dist = D.GeometricDistortion(center, Kcoeffs=[0.], Pcoeffs=[])\n", "print(dist)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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FCN = 2.95884139728e-08TOTAL NCALL = 81NCALLS = 81
EDM = 3.52836930647e-08GOAL EDM = 1e-05\n", " UP = 1.0
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ValidValid ParamAccurate CovarPosDefMade PosDef
TrueTrueTrueTrueFalse
Hesse FailHasCovAbove EDMReach calllim
FalseTrueFalseFalse
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+NameValueParab ErrorMinos Error-Minos Error+Limit-Limit+FIXED
1x0-0.0005815683066.7400
2y0-0.0117205440.96800
3K10.19752215443.200
4scale1.00178120.95200
5dx2.23496e-067.1803700
6dy-2.67727e-051.9265400
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\n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "RMS = 0.1720 mm = 9.56 px\n" ] } ], "source": [ "minuit = refgrid.adjust_distortion(grid, dist, scale=True, offset=True)\n", "\n", "minuit.print_matrix()\n", "adjrms = minuit.fval ** 0.5 # objfun is RMS**2\n", "print(\"RMS = {:.4f} mm = {:.2f} px\".format(adjrms / 1e-3, adjrms / 18e-6))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Reconstruct adjusted *distorted* grid from fit parameters:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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3AbBu3brcv3+/0YNOdHQ0vb29aWtrSwBs3ry5LFd9amoqV6xYwfz580uD1oUL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\nRK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "adjdist = D.GeometricDistortion.from_kwargs(**minuit.values)\n", "adjgrid = D.StructuredGrid(adjdist.forward(refgrid.xy))\n", "\n", "ax = grid.plot_offsets(adjgrid, units=(18e-6, 'px'))\n", "ax.figure.suptitle(\"Distortion wrt. adjusted grid\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Given the fact that the off-axis distortion pattern will not be well approximated by a radial expansion, one can test a generic polynomial expansion:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total number of coeff.: 16\n" ] } ], "source": [ "from spectrogrism import polyfit\n", "\n", "poldeg = (3, 3)\n", "print(\"Total number of coeff.: {}\".format((poldeg[0] + 1) * (poldeg[1] + 1)))\n", "px = polyfit.fit_legendre2D(refgrid.x, refgrid.y, dxy.real.ravel(), deg=poldeg)\n", "py = polyfit.fit_legendre2D(refgrid.x, refgrid.y, dxy.imag.ravel(), deg=poldeg)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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DRQoYDAaDwWAAYE4Bg/FZYmZmhiFDhmDYsGFwdXWFo6MjRo4cyT01LygoCGZmZvDx8aki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\nYkyfPh16enoAJJMCe3t7lJeXw97eHmlpafjtt98wbNgwyMvLy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u3ahWvXrsHf3x8bN26E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\nFBBCCCEEAPD/AQk5aJWqcaYAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "polygrid = D.StructuredGrid(refgrid.xy + \n", " px(refgrid.xy.real, refgrid.xy.imag) + \n", " py(refgrid.xy.real, refgrid.xy.imag) * 1j)\n", "\n", "ax = grid.plot_offsets(polygrid, units=(18e-6, 'px'))\n", "ax.figure.suptitle(\"Distortion wrt. polynomial grid {}\".format(poldeg));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Spectroscopic modes\n", "\n", "### Order 1" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Offset: (0.001, -0.003), scale: 0.011, angle: 0.0°\n", "Center of distortion: (-0.002, -0.014)\n" ] }, { "data": { "image/png": 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0bOjEB2+ONzswUi0Nh2+cpHkzG2aN9UfmrEBqZ0e7gEDmWzAQTy0N8Vm36Neh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\nbodaU8v7hz7hbMF5b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O4hzvfb29tTaF/OT2f+wsFGnJ7oKDfSoPse/8AAdhVGc6kyiwj/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\nhrNg2FykUnGPhbxC4Xxeuqzi1fVnqC50Z+moZ0WThoSkbKp11+W7X5xi7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gfGmYevLn3P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1SoH8lmbrCHE4Uklbj0vT0yMnTZqElVXDvAjjCqH29vZUVFRQWVlpkEAGsLOzQ6m0VKFsL47G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\nblWJ/+1gAXsSS+JvGNC4ojuHPX8XcDDVcA45yYMBkyoaN65Fsu5UoMF4gJy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HmPKytLQk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\nAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = zmx[1]\n", "grid = D.StructuredGrid(df.mean(axis=0).values.reshape(-1, 17))\n", "\n", "step, angle, offset, center = grid.estimate_parameters(fig=True)\n", "print(u\"Offset: ({0.real:.3f}, {0.imag:.3f}), scale: {1:.3f}, angle: {2:.1f}°\"\n", " .format(offset, step, N.rad2deg(angle)))\n", "print(u\"Center of distortion: ({0.real:.3f}, {0.imag:.3f})\".format(center))" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RMS = 0.289 mm = 16.1 px\n" ] }, { "data": { "image/png": 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iSTIsLIzt2rUrksyxY8dyxYoVJMk7d+7Q1taWmZmZJN8MsBw8eDCtrKwKNTjzv4joPhAI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\nq2nGjBkNXlp8/fXXSavVUt++fZ8Ytvi0F03Ly8vJ0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+NameValueParab ErrorMinos Error-Minos Error+Limit-Limit+FIXED
1x0-0.002281210.007483400
2y0-0.01370740.007483400
3K100.00100
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FCN = 2.31410845187e-08TOTAL NCALL = 83NCALLS = 83
EDM = 6.54738621888e-09GOAL EDM = 1e-05\n", " UP = 1.0
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ValidValid ParamAccurate CovarPosDefMade PosDef
TrueTrueTrueTrueFalse
Hesse FailHasCovAbove EDMReach calllim
FalseTrueFalseFalse
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+NameValueParab ErrorMinos Error-Minos Error+Limit-Limit+FIXED
1x0-0.002281211160.2300
2y0-0.0137074360.64700
3K10.1897965916.2500
4scale1.0016749.919600
5dx4.83733e-062.8130700
6dy-2.22931e-051.5300200
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Od3d3xMbGKpJfsGABmjZtivr16+PAgQOKzv3Jkyewt7dHsWLFMGjQINy5c0fR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OhQ8vX1feOdex3S09NNdPDVajUJgkBK5es5zrJly2j58uWv/L/4+HhKS0sr9H7K+AuhoaG0YMEC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\niYJlZWX49ttv1brgdenShWqc/fv3o0GDBujatSuVV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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dist = D.GeometricDistortion(center, Kcoeffs=[0.])\n", "minuit = refgrid.adjust_distortion(grid, dist, scale=True, offset=True, print_level=2)\n", "\n", "adjdist = D.GeometricDistortion.from_kwargs(**minuit.values)\n", "adjgrid = D.StructuredGrid(adjdist.forward(refgrid.xy))\n", "\n", "ax = grid.plot_offsets(adjgrid, units=(18e-6, 'px'))\n", "ax.figure.suptitle(\"1st order mean position - Distortion wrt. adj. grid\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Order 0" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " 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+NameValueParab ErrorMinos Error-Minos Error+Limit-Limit+FIXED
1x000.0076027700
2y000.0076027700
3scale10.0100
4dx00.00056447400
5dy00.00056447400
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FCN = 8.25932987863e-08TOTAL NCALL = 64NCALLS = 64
EDM = 5.46896901308e-09GOAL EDM = 1e-05\n", " UP = 1.0
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ValidValid ParamAccurate CovarPosDefMade PosDef
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Hesse FailHasCovAbove EDMReach calllim
FalseTrueFalseFalse
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qp+Off/6hjY0N//nnH63kS9tER0erdV5CQgJXrlxJZ2dnAiAAVqpUiVOnTlVb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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df0 = zmx[0]\n", "grid0 = D.StructuredGrid(df0.mean(axis=0).values.reshape(-1, 17)) # Observed grid\n", "\n", "step, angle, offset, center = grid0.estimate_parameters() # Initial parameters\n", "refgrid0 = D.StructuredGrid.create(grid0.nx, grid0.ny, step=step, rotation=angle, offset=offset)\n", "refgrid0.reorder(grid0.signature) # Reference (undistorted) grid\n", "\n", "# Adjust minimal mapping: scale + offset\n", "dist0 = D.GeometricDistortion() \n", "minuit0 = refgrid0.adjust_distortion(grid0, dist0, scale=True, offset=True, print_level=2)\n", "\n", "adjdist0 = D.GeometricDistortion.from_kwargs(**minuit.values)\n", "adjgrid0 = D.StructuredGrid(adjdist0.forward(refgrid0.xy)) # Adjusted (distorted) grid\n", "\n", "rms = grid0.rms(adjgrid0.xy)\n", "print(\"RMS = {:.3g} mm = {:.3g} px\".format(rms / 1e-3, rms / 18e-6))\n", "\n", "ax = grid0.plot_offsets(adjgrid0, units=(18e-6, 'px'))\n", "ax.figure.suptitle(\"0th order mean position - Distortion wrt. ref. grid\");" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.6" } }, "nbformat": 4, "nbformat_minor": 0 }