{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "%pylab inline\n", "import warnings\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "import rayopt as ro\n", "\n", "# ignore matplotlib and numpy warning each other\n", "warnings.simplefilter(\"ignore\", FutureWarning)\n", "# ignore floating point exceptions\n", "np.seterr(divide=\"ignore\", invalid=\"ignore\")\n", "# by default only print 4 significant digits\n", "np.set_printoptions(precision=4)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# It appears that rayopt requires distance rather than\n", "# thickness quoted in patent literature\n", "# So we have to move the thickness value one row down\n", "# \n", "# The first surface represents the Object (O)\n", "# The last surface represents the Image (I)\n", "\n", "description = \"Nikkor-Z-35mmf1.8-JP2019090947A\"\n", "columns = \"type distance roc diameter material\"\n", "text = \"\"\"\n", "O 20 0 3.0 AIR\n", "S 0.5 4.6232 1.664 1.51680/64.13\n", "S 0.102 0.8784 1.346 AIR\n", "S 0.354 4.0730 1.314 1.95375/32.33\n", "S 0.258 -2.0290 1.28 1.60342/38.03\n", "S 0.083 3.2358 1.138 AIR\n", "S 0.2595 -1.2945 1.096 1.68893/31.16\n", "S 0.172 1.7517 1.262 1.85150/40.78\n", "S 0.329 -1.7517 1.29 AIR\n", "S 0.018 1.1917 1.306 1.49700/81.61\n", "S 0.368 -3.5528 1.262 AIR\n", "S 0.009 4.1556 1.174 1.83441/37.28\n", "S 0.057 1.9836 1.114 AIR\n", "A 0.187 0 1.066 AIR\n", "S 0.514 -0.9917 0.956 1.61293/36.94\n", "S 0.062 -5.7790 0.99 AIR\n", "S 0.012 2.1244 1.088 1.59282/68.62\n", "S 0.282 -1.3918 1.124 AIR\n", "S 0.209 -8.4171 1.198 1.69350/53.20\n", "S 0.098 -2.8176 1.228 AIR\n", "S 0.229 -1.8973 1.29 1.58313/59.46\n", "S 0.083 -6.9348 1.408 AIR\n", "S 0.751 0 2.4 1.51680/64.13\n", "S 0.074 0 2.4 AIR\n", "I 0.0425 0 2.0 AIR\n", "\"\"\"" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "s = ro.system_from_text(text, columns.split(),\n", " description=description)\n", "s.object.angle = np.deg2rad(32)\n", "s.fields = 0, .7, 1.\n", "#s.wavelengths = [587.5618e-9]\n", "\n", "s[11].conic = -4.9288\n", "s[11].aspherics = [0, -9.582E-02, 5.043E-01, -4.618E-01]\n", "s[12].conic = -0.4693\n", "s[12].aspherics = [0, -8.355E-02, 5.689E-01, -2.913E-01]\n", "s[18].conic = 15.3255\n", "s[18].aspherics = [0, -2.063E-01, 6.890E-02]\n", "s[19].conic = -0.9347\n", "s[19].aspherics = [0, -2.416E-03, 1.158E-01, 1.983E-01, -1.130E-01]\n", "s[20].conic = -0.1889\n", "s[20].aspherics = [0, -1.143E-01, -1.549E-01]\n", "s[21].conic = 0\n", "s[21].aspherics = [0, -9.359E-02, -1.873E-01, 1.909E-01, -1.298E-01]" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "System: Nikkor-Z-35mmf1.8-JP2019090947A\n", "Scale: 1.0 mm\n", "Wavelengths: 588, 656, 486 nm\n", "Fields: 0, 0.7, 1\n", "Object:\n", " Semi-Angle: 32 deg\n", " Pupil:\n", " Pupil Distance: 1.61672\n", " Refractive Index: 1.00028\n", " Update Radius: True\n", " Radius: 0.444815\n", "Image:\n", " Radius: 1\n", " Update Radius: True\n", " Pupil:\n", " Pupil Distance: -2.22302\n", " Refractive Index: 1.00028\n", " Update Radius: True\n", " Radius: 0.628845\n", "Stop: 13\n", "Elements:\n", " # T Distance Rad Curv Diameter Material n nd Vd\n", " 0 S 20 inf 3 basic/air 1.000 1.000 89.30\n", " 1 S 0.5 4.623 1.664 - 1.517 1.517 64.13\n", " 2 S 0.102 0.8784 1.346 basic/air 1.000 1.000 89.30\n", " 3 S 0.354 4.073 1.314 - 1.954 1.954 32.33\n", " 4 S 0.258 -2.029 1.28 - 1.603 1.603 38.03\n", " 5 S 0.083 3.236 1.138 basic/air 1.000 1.000 89.30\n", " 6 S 0.2595 -1.294 1.096 - 1.689 1.689 31.16\n", " 7 S 0.172 1.752 1.262 - 1.851 1.851 40.78\n", " 8 S 0.329 -1.752 1.29 basic/air 1.000 1.000 89.30\n", " 9 S 0.018 1.192 1.306 - 1.497 1.497 81.61\n", "10 S 0.368 -3.553 1.262 basic/air 1.000 1.000 89.30\n", "11 S 0.009 4.156 1.174 - 1.834 1.834 37.28\n", "12 S 0.057 1.984 1.114 basic/air 1.000 1.000 89.30\n", "13 S 0.187 inf 1.066 basic/air 1.000 1.000 89.30\n", "14 S 0.514 -0.9917 0.956 - 1.613 1.613 36.94\n", "15 S 0.062 -5.779 0.99 basic/air 1.000 1.000 89.30\n", "16 S 0.012 2.124 1.088 - 1.593 1.593 68.62\n", "17 S 0.282 -1.392 1.124 basic/air 1.000 1.000 89.30\n", "18 S 0.209 -8.417 1.198 - 1.694 1.694 53.20\n", "19 S 0.098 -2.818 1.228 basic/air 1.000 1.000 89.30\n", "20 S 0.229 -1.897 1.29 - 1.583 1.583 59.46\n", "21 S 0.083 -6.935 1.408 basic/air 1.000 1.000 89.30\n", "22 S 0.751 inf 2.4 - 1.517 1.517 64.13\n", "23 S 0.074 inf 2.4 basic/air 1.000 1.000 89.30\n", "24 S 0.0425 inf 2 basic/air 1.000 1.000 89.30\n", "\n" ] } ], "source": [ "s.update()\n", "print(s)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "System: Nikkor-Z-35mmf1.8-JP2019090947A\n", "Scale: 1.0 mm\n", "Wavelengths: 588, 656, 486 nm\n", "Fields: 0, 0.7, 1\n", "Object:\n", " Semi-Angle: 32 deg\n", " Pupil:\n", " Pupil Distance: 1.61672\n", " Refractive Index: 1.00028\n", " Update Radius: True\n", " Radius: 0.444815\n", "Image:\n", " Radius: 1\n", " Update Radius: True\n", " Pupil:\n", " Pupil Distance: -2.22302\n", " Refractive Index: 1.00028\n", " Update Radius: True\n", " Radius: 0.628845\n", "Stop: 13\n", "Elements:\n", " # T Distance Rad Curv Diameter Material n nd Vd\n", " 0 S 20 inf 3 basic/air 1.000 1.000 89.30\n", " 1 S 0.5 4.623 1.664 - 1.517 1.517 64.13\n", " 2 S 0.102 0.8784 1.346 basic/air 1.000 1.000 89.30\n", " 3 S 0.354 4.073 1.314 - 1.954 1.954 32.33\n", " 4 S 0.258 -2.029 1.28 - 1.603 1.603 38.03\n", " 5 S 0.083 3.236 1.138 basic/air 1.000 1.000 89.30\n", " 6 S 0.2595 -1.294 1.096 - 1.689 1.689 31.16\n", " 7 S 0.172 1.752 1.262 - 1.851 1.851 40.78\n", " 8 S 0.329 -1.752 1.29 basic/air 1.000 1.000 89.30\n", " 9 S 0.018 1.192 1.306 - 1.497 1.497 81.61\n", "10 S 0.368 -3.553 1.262 basic/air 1.000 1.000 89.30\n", "11 S 0.009 4.156 1.174 - 1.834 1.834 37.28\n", "12 S 0.057 1.984 1.114 basic/air 1.000 1.000 89.30\n", "13 S 0.187 inf 1.066 basic/air 1.000 1.000 89.30\n", "14 S 0.514 -0.9917 0.956 - 1.613 1.613 36.94\n", "15 S 0.062 -5.779 0.99 basic/air 1.000 1.000 89.30\n", "16 S 0.012 2.124 1.088 - 1.593 1.593 68.62\n", "17 S 0.282 -1.392 1.124 basic/air 1.000 1.000 89.30\n", "18 S 0.209 -8.417 1.198 - 1.694 1.694 53.20\n", "19 S 0.098 -2.818 1.228 basic/air 1.000 1.000 89.30\n", "20 S 0.229 -1.897 1.29 - 1.583 1.583 59.46\n", "21 S 0.083 -6.935 1.408 basic/air 1.000 1.000 89.30\n", "22 S 0.751 inf 2.4 - 1.517 1.517 64.13\n", "23 S 0.074 inf 2.4 basic/air 1.000 1.000 89.30\n", "24 S 0.046251 inf 2 basic/air 1.000 1.000 89.30\n", "\n", "lagrange: -0.29958\n", "track length: 4.5105\n", "object, image height: [1.0885 1.0587]\n", "front, back focal length (from PP): [-1.5744 1.5744]\n", "entry, exit pupil height: [0.4448 0.6288]\n", "entry, exit pupil distance: [ 1.1167 -2.1805]\n", "front, back focal distance: [0.0031 0.0452]\n", "front, back principal distance: [ 1.5775 -1.5292]\n", "front, back nodal distance: [ 1.5775 -1.5292]\n", "front, back numerical aperture: [0. 0.272]\n", "front, back f number: [1.7697 1.2518]\n", "front, back working f number: [ inf 1.839]\n", "front, back airy radius: [ inf 0.0013]\n", "transverse, angular magnification: [-0. 0.7074]\n", "\n", " # T path n axial y axial nu chief y chief nu\n", " 0 S 20 1 0.4448 0 -1.089 0.6735\n", " 1 S 20.5 1.517 0.4448 -0.0497 -0.7519 0.7575\n", " 2 S 20.6 1 0.4415 0.2099 -0.701 0.3453\n", " 3 S 20.96 1.954 0.5158 0.08916 -0.5787 0.4808\n", " 4 S 21.21 1.603 0.5275 -0.00192 -0.5153 0.5698\n", " 5 S 21.3 1 0.5274 0.09639 -0.4858 0.4792\n", " 6 S 21.56 1.689 0.5524 0.3903 -0.3614 0.2869\n", " 7 S 21.73 1.851 0.5922 0.3353 -0.3322 0.3178\n", " 8 S 22.06 1 0.6518 0.0186 -0.2758 0.4518\n", " 9 S 22.08 1.497 0.6521 -0.2532 -0.2676 0.5633\n", "10 S 22.44 1 0.5899 -0.3357 -0.1291 0.5814\n", "11 S 22.45 1.834 0.5868 -0.4535 -0.1239 0.6062\n", "12 S 22.51 1 0.5727 -0.2126 -0.1051 0.5621\n", "13 S 22.7 1 0.533 -0.2126-2.872e-18 0.5621\n", "14 S 23.21 1.613 0.4237 0.04916 0.2888 0.7405\n", "15 S 23.27 1 0.4256 0.004034 0.3173 0.7069\n", "16 S 23.28 1.593 0.4257 -0.1147 0.3258 0.616\n", "17 S 23.57 1 0.4054 -0.2873 0.4348 0.4309\n", "18 S 23.78 1.694 0.3453 -0.2588 0.5248 0.4741\n", "19 S 23.87 1 0.3304 -0.3401 0.5523 0.3382\n", "20 S 24.1 1.583 0.2525 -0.2626 0.6297 0.5317\n", "21 S 24.19 1 0.2387 -0.2826 0.6576 0.4764\n", "22 S 24.94 1.517 0.02655 -0.2826 1.015 0.4764\n", "23 S 25.01 1 0.01276 -0.2826 1.039 0.4764\n", "24 S 25.05 1 0.0007568 -0.2826 1.059 0.4764\n", "\n", " # T SA3 CMA3 AST3 PTZ3 DIS3 TACHC TCHC\n", " 0 S 0 0 0 0 0 0 0\n", " 1 S-0.0001573-0.0008347 -0.00443 -0.01168 -0.0855-0.0008038 -0.004266\n", " 2 S 0.09167 -0.05826 0.03702 0.06146 -0.06259 0.005904 -0.003752\n", " 3 S -0.01925 -0.01162 -0.007014 -0.019 -0.0157 -0.009261 -0.005591\n", " 4 S -0.003941 0.009194 -0.02145 -0.008741 0.07042 -0.004063 0.009478\n", " 5 S 0.00609 0.007724 0.009797 0.01843 0.0358 0.004784 0.006068\n", " 6 S 0.004316 -0.009906 0.02274 0.04994 -0.1668 0.008445 -0.01938\n", " 7 S -0.03771 0.001309-4.547e-05 -0.004707 0.000165 0.003648-0.0001267\n", " 8 S -0.01141 0.01966 -0.03387 -0.04161 0.1301 -0.009182 0.01582\n", " 9 S -0.04856 -0.01949 -0.007822 -0.04414 -0.02086 -0.005302 -0.002128\n", "10 S -0.05839 0.07188 -0.0885 -0.01481 0.1272 -0.004252 0.005235\n", "11 S 0.1539 -0.05315 0.06983 -0.01735 -0.1318 0.004919 -0.01395\n", "12 S -0.116 0.01815 -0.02428 0.03634 0.1073 0.001881 0.01257\n", "13 S 0 0 0 0 0 -0 0\n", "14 S 0.07098 -0.03002 0.0127 0.06073 -0.03106 0.009857 -0.00417\n", "15 S-5.421e-05 0.0005075 -0.004751 -0.01042 0.142 -0.001077 0.01009\n", "16 S -0.001548 -0.006515 -0.02741 -0.02776 -0.2321 -0.001667 -0.007015\n", "17 S -0.05802 0.01187 -0.002428 -0.04238 0.009166 -0.004494 0.0009192\n", "18 S 0.04216 0.02985 0.08377 0.00771 0.07555 0.003083 -0.003461\n", "19 S -0.03017 0.01003 -0.002029 -0.02303 0.009605 -0.004109 0.001277\n", "20 S 0.02721 0.00895 0.02309 0.03077 0.05718 0.002615-3.439e-05\n", "21 S -0.01004 0.002169 -0.02992 -0.008417 -0.02909 -0.001656 0.001993\n", "22 S 0.0005982 -0.001008 0.0017 -0 -0.002865 0.0001408-0.0002374\n", "23 S-0.0002876 0.0004847-0.0008171 0 0.001377 -6.77e-05 0.0001141\n", "24 S 0 -0 0 0 0 -0 0\n", " 0.001349 0.0009603 0.005892 -0.008666 -0.01255-0.0006595-0.0005554\n", "\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ro.Analysis(s)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.6.3" } }, "nbformat": 4, "nbformat_minor": 2 }