{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Von Karman spatio-temporal covariance\n", "This notebook contains examples on the use of the von_karman_covariance_calculator module" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Spatial frequencies' sampling for the CPSD\n", "\n", "In this example, we plot the phase and Zernike CPSD before integrating them over the spatial frequencies (we consider the perpendicular component of the frequency wrt the wind vector).\n", "\n", "The aim is to show that the phase integrand oscillates very quickly around 0 (being 0 on average) in the range of high temporal and spatial frequencies. Therefore, it is important to choose the spatial frequency range with the proper sampling in order not to overestimate the phase CPSD (e.g. good_spat_freqs = np.logspace(-3, 3, 1000)).\n", "\n", "This is not as much important for the Zernike CPSD, because the Zernike integrand is not 0 on average in the range of high temporal and spatial frequencies (not so true...). " ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import astropy.units as u\n", "from arte.types.guide_source import GuideSource\n", "from arte.types.aperture import CircularOpticalAperture\n", "from arte.atmo.von_karman_covariance_calculator import VonKarmanSpatioTemporalCovariance\n", "from arte.atmo.cn2_profile import Cn2Profile\n", "\n", "source1 = GuideSource((0*u.arcsec, 0*u.deg), np.inf*u.m)\n", "source2 = GuideSource((50*u.arcsec, 30*u.deg), 100e3*u.m)\n", "aperture1 = CircularOpticalAperture(5*u.m, [0, 0, 0]*u.m)\n", "aperture2 = CircularOpticalAperture(5*u.m, [0, 0, 0]*u.m)\n", "cn2 = Cn2Profile.from_r0s(layersR0=[16]*u.cm, layersL0=[25]*u.m, layersAltitude=[10]*u.km,\n", " layersWindSpeed=[10]*u.m/u.s, layersWindDirection=[-20]*u.deg)\n", "temp_freqs = np.linspace(0.05, 250, 5000)\n", "spat_freqs = np.logspace(-3, 3, 1000)\n", "\n", "mode_j = 2\n", "mode_k = 5\n", "\n", "vk = VonKarmanSpatioTemporalCovariance(source1=source1, source2=source2, aperture1=aperture1, aperture2=aperture2,\n", " cn2_profile=cn2, spat_freqs=spat_freqs)\n", "phaseIntegrand, _ = vk.integrandOfPhaseCPSD(nLayer=0, temp_freq=temp_freqs[4000])\n", "zernikeIntegrand, _ = vk.integrandOfZernikeCPSD(j=mode_j, k=mode_k, nLayer=0, temp_freq=temp_freqs[4000])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, we plot the phase and zernike integrand functions." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Zernike')" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib as mpl\n", "mpl.rcParams['figure.dpi'] = 150\n", "plt.figure()\n", "plt.semilogx(spat_freqs, np.real(phaseIntegrand))\n", "plt.xlabel('f${\\perp}$ [m$^{-1}$]')\n", "plt.ylabel('Integrand Function [m$\\cdot$rad$^{2}$/Hz]')\n", "plt.title('Phase')\n", "\n", "plt.figure()\n", "plt.semilogx(spat_freqs, np.real(zernikeIntegrand))\n", "plt.xlabel('f${\\perp}$ [m$^{-1}$]')\n", "plt.ylabel('Integrand Function [m$\\cdot$rad$^{2}$/Hz]')\n", "plt.title('Zernike')" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "mode_j = 2\n", "mode_k = 5\n", "\n", "vk.setSpatialFrequencies(spat_freqs)\n", "phaseCpsdGoodSampling = vk.getPhaseCPSD(temp_freqs=temp_freqs)\n", "zernikeCpsdGoodSampling = vk.getZernikeCPSD(j=mode_j, k=mode_k, temp_freqs=temp_freqs)\n", "\n", "spat_freqs_bad_sampling = np.logspace(-3, 3, 100)\n", "vk.setSpatialFrequencies(spat_freqs_bad_sampling)\n", "phaseCpsdBadSampling = vk.getPhaseCPSD(temp_freqs)\n", "zernikeCpsdBadSampling = vk.getZernikeCPSD(j=mode_j, k=mode_k, temp_freqs=temp_freqs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, we plot the phase and zernike CPSD. \n", "We can see that the sampling choice has a large effect on the phase CPSD." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Zernike')" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "vk.plotCPSD(phaseCpsdGoodSampling, temp_freqs, 'real', 'log', legend='Phase CPSD with good spatial frequency sampling', wavelength=5e-7)\n", "vk.plotCPSD(phaseCpsdBadSampling, temp_freqs, 'real', 'log', legend='Phase CPSD with bad spatial frequency sampling',wavelength=5e-7)\n", "plt.title('Phase')\n", "\n", "plt.figure()\n", "vk.plotCPSD(zernikeCpsdGoodSampling, temp_freqs, 'real', 'log', legend=' with good spatial frequency sampling',wavelength=5e-7)\n", "vk.plotCPSD(zernikeCpsdBadSampling, temp_freqs, 'real', 'log', legend=' with bad spatial frequency sampling', wavelength=5e-7)\n", "plt.title('Zernike')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Test against alternative code\n", "A simple check against IDL oaa_lib developed in Arcetri. The variance of tilt for a D=10m telescope, with L0=25m and r0=0.16m @ 500nm is \n", "\n", "```\n", "IDL> d=10. & L0=25. & r0=0.16 & scale=(d/r0)^(5./3) & L0n=L0/d\n", "IDL> sqrt(von_covar(2, 2 , L0n) * scale) * 500 \n", " 544.88968962380648\n", "```\n", "\n", "Below we reproduce the same result" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "544.9482889137599 nm\n" ] } ], "source": [ "import astropy.units as u\n", "source = GuideSource((0, 0), np.inf)\n", "aperture = CircularOpticalAperture(5, [0, 0, 0])\n", "cn2 = Cn2Profile.from_r0s(layersR0=[0.16], layersL0=[25], layersAltitude=[100],\n", " layersWindSpeed=[10], layersWindDirection=[-20])\n", "temp_freqs = np.linspace(0.05, 250, 5000)\n", "spat_freqs = np.logspace(-3, 3, 1000)\n", "\n", "vk = VonKarmanSpatioTemporalCovariance(source1=source, source2=source, aperture1=aperture, aperture2=aperture,\n", " cn2_profile=cn2, spat_freqs=spat_freqs)\n", "dum = vk.getZernikeCovariance(j=2, k=2)\n", "print(np.sqrt(np.abs(dum)) * (500*u.nm / (2*np.pi*u.rad)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Test the comparison between covariance and integrated CPSD" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "from arte.types.guide_source import GuideSource\n", "from arte.types.aperture import CircularOpticalAperture\n", "from arte.atmo.cn2_profile import Cn2Profile\n", "from arte.atmo.von_karman_covariance_calculator import VonKarmanSpatioTemporalCovariance\n", "\n", "source = GuideSource((0, 0), np.inf)\n", "aperture1 = CircularOpticalAperture(5, [0, 0, 0])\n", "aperture2 = CircularOpticalAperture(5, [0, 0, 0])\n", "cn2_profile = Cn2Profile.from_r0s([0.16], [25], [10e3], [10], [-20])\n", "spatial_freqs = np.logspace(-4, 4, 1000)\n", "#temp_freqs = np.linspace(0.05, 250, 5000)\n", "temp_freqs = np.logspace(-3, 3, 1000)\n", "\n", "vk = VonKarmanSpatioTemporalCovariance(source1=source, source2=source, aperture1=aperture1, aperture2=aperture2,\n", " cn2_profile=cn2_profile, spat_freqs=spatial_freqs)\n", "\n", "phaseCovariance = vk.getPhaseCovariance()\n", "phaseCPSD = vk.getPhaseCPSD(temp_freqs)\n", "\n", "import astropy.units as u\n", "phaseCovFromCPSD = np.trapz(2*np.real(phaseCPSD) ,temp_freqs*u.Hz)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Phase covariance: (190.1521316706498+0j) rad2\n", "Phase covariance from CPSD integration: 189.80279499246706 rad2\n", "Ratio: (1.0018405244148096+0j)\n" ] } ], "source": [ "print('Phase covariance: {}'.format(phaseCovariance))\n", "print('Phase covariance from CPSD integration: {}'.format(phaseCovFromCPSD))\n", "print('Ratio: {}'.format(phaseCovariance/phaseCovFromCPSD))" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "zernikeCovariance = vk.getZernikeCovariance(2, 2)\n", "zernikeCPSD = vk.getZernikeCPSD(2, 2, temp_freqs)\n", "zernikeGeneralCPSD = vk.getGeneralZernikeCPSD(2, 2, temp_freqs)\n", "\n", "zernikeCovFromCPSD = 2 * np.trapz(np.real(zernikeCPSD), temp_freqs * u.Hz)\n", "zernikeCovFromGeneralCPSD = np.trapz(zernikeGeneralCPSD, temp_freqs * u.Hz)" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Zernike covariance: (46.89658274854332+0j) rad2\n", "Zernike covariance from CPSD integration: 46.772634330233146 rad2\n", "Ratio: (1.002650020040245+0j)\n" ] } ], "source": [ "print('Zernike covariance: {}'.format(zernikeCovariance))\n", "print('Zernike covariance from CPSD integration: {}'.format(zernikeCovFromCPSD))\n", "#print('Zernike covariance from general CPSD integration: {}'.format(zernikeCovFromGeneralCPSD))\n", "print('Ratio: {}'.format(zernikeCovariance/zernikeCovFromCPSD))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Zernike correlation and residuals as a function of off-axis guide star angular distance\n" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import astropy.units as u\n", "from arte.types.guide_source import GuideSource\n", "from arte.types.aperture import CircularOpticalAperture\n", "from arte.atmo.von_karman_covariance_calculator import VonKarmanSpatioTemporalCovariance\n", "from arte.atmo.cn2_profile import Cn2Profile\n", "\n", "cn2 = Cn2Profile.from_r0s([16]*u.cm, [25]*u.m, [10]*u.km, [10]*u.m/u.s, [-20]*u.deg) \n", "sourceOnAxis = GuideSource((0*u.arcsec, 0*u.deg), np.inf*u.m) \n", "aperture1 = CircularOpticalAperture(5*u.m, [0, 0, 0]*u.m) \n", "aperture2 = CircularOpticalAperture(5*u.m, [0, 0, 0]*u.m)\n", "spatial_freqs = np.logspace(-3, 3, 100)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "def correlationParameter(cov_onon, cov_onoff):\n", " return cov_onoff/cov_onon\n", "\n", "def correlationParameterVsAngularDistance(distance_range, j, k):\n", " vk = VonKarmanSpatioTemporalCovariance(source1=sourceOnAxis, source2=sourceOnAxis, aperture1=aperture1,\n", " aperture2=aperture2, cn2_profile=cn2, spat_freqs=spatial_freqs)\n", " covOnOn = vk.getZernikeCovariance(j,k)\n", " correlationParams = [] \n", " for i in distance_range:\n", " sourceOff = GuideSource((i*u.arcsec, 0*u.deg), np.inf*u.m) \n", " vk.setSource2(sourceOff) \n", " covOnOff = vk.getZernikeCovariance(j,k) \n", " corr = correlationParameter(covOnOn, covOnOff) \n", " correlationParams.append(corr) \n", " return correlationParams, covOnOn\n", "\n", "def residualOfCorrectionUsingOffAxisGuideStar(correlationParameter, cov_onon):\n", " sigma_res = np.sqrt(2*(1 - correlationParameter)*cov_onon)\n", " return sigma_res\n", "\n", "def correlationParameterVsOuterScale(outer_scales, j, k):\n", " vk = VonKarmanSpatioTemporalCovariance(source1=sourceOnAxis, source2=sourceOnAxis, aperture1=aperture1,\n", " aperture2=aperture2, cn2_profile=cn2, spat_freqs=spatial_freqs)\n", " for L0 in outer_scales:\n", " cn2 = Cn2Profile.from_r0s([16]*u.cm, [L0]*u.m, [10]*u.km, [10]*u.m/u.s, [-20]*u.deg)\n", " vk.setCn2Profile(cn2)\n", " correlation = correlationParameterVsAngularDistance()\n", " return correlationParams, covOnOn" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "distances = np.arange(0, 600)\n", "correlation22, covOnOn22 = correlationParameterVsAngularDistance(distances, 2, 2)\n", "correlation33,covOnOn33 = correlationParameterVsAngularDistance(distances, 3, 3)\n", "correlation44, covOnOn44 = correlationParameterVsAngularDistance(distances, 4, 4)\n", "correlation88, covOnOn88 = correlationParameterVsAngularDistance(distances, 8, 8)\n", "\n", "import matplotlib.pyplot as plt\n", "\n", "plt.rcParams[\"figure.figsize\"] = (10,6)\n", "plt.plot(distances, np.real(correlation22), label='Tip')\n", "plt.plot(distances, np.real(correlation33), label='Tilt')\n", "plt.plot(distances, np.real(correlation44), label='Focus')\n", "plt.plot(distances, np.real(correlation88), label='Coma')\n", "plt.xlabel('Angular Distance [arcsec]')\n", "plt.ylabel('Correlation')\n", "plt.legend()\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "res22 = np.array([residualOfCorrectionUsingOffAxisGuideStar(corr, covOnOn22) for corr in correlation22])\n", "res33 = np.array([residualOfCorrectionUsingOffAxisGuideStar(corr, covOnOn33) for corr in correlation33])\n", "res44 = np.array([residualOfCorrectionUsingOffAxisGuideStar(corr, covOnOn44) for corr in correlation44])\n", "res88 = np.array([residualOfCorrectionUsingOffAxisGuideStar(corr, covOnOn88) for corr in correlation88])\n", "\n", "saturationRes22 = np.ones(distances.shape)*residualOfCorrectionUsingOffAxisGuideStar(0, covOnOn22)\n", "saturationRes33 = np.ones(distances.shape)*residualOfCorrectionUsingOffAxisGuideStar(0, covOnOn33)\n", "saturationRes44 = np.ones(distances.shape)*residualOfCorrectionUsingOffAxisGuideStar(0, covOnOn44)\n", "saturationRes88 = np.ones(distances.shape)*residualOfCorrectionUsingOffAxisGuideStar(0, covOnOn88)\n", "\n", "\n", "cycle = plt.rcParams['axes.prop_cycle'].by_key()['color']\n", "plt.rcParams[\"figure.figsize\"] = (10,6)\n", "\n", "plt.plot(distances, np.real(res22), label='Tip', color=cycle[0])\n", "plt.plot(distances, np.real(saturationRes22), '-.', color=cycle[0])\n", "\n", "plt.plot(distances, np.real(res33), label='Tilt', color=cycle[1])\n", "plt.plot(distances, np.real(saturationRes33), '-.', color=cycle[1])\n", "\n", "plt.plot(distances, np.real(res44), label='Focus', color=cycle[2])\n", "plt.plot(distances, np.real(saturationRes44), '-.', color=cycle[2])\n", "\n", "plt.plot(distances, np.real(res88), label='Coma', color=cycle[3])\n", "plt.plot(distances, np.real(saturationRes88), '-.', color=cycle[3])\n", "plt.xlabel('Angular Distance [arcsec]')\n", "plt.ylabel('$\\sigma_{res}$')\n", "plt.legend()\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Cutoff frequency of Zernike CPSD using one source at infinity and one aperture" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we consider one source at infinity and one aperture, the cutoff frequency of Zernike CPSD depends on the Zernike radial degree $n$, the wind velocity $V$ and the aperture diameter $D$ according to this relationship (J.M.Conan, 1995): $\\nu_{c} \\sim 0.3 (n+1)V/D$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, we test the dependence on the Zernike radial degree $n$. " ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "from arte.types.guide_source import GuideSource \n", "from arte.types.aperture import CircularOpticalAperture \n", "from arte.atmo.von_karman_covariance_calculator import VonKarmanSpatioTemporalCovariance \n", "from arte.atmo.cn2_profile import Cn2Profile \n", "\n", "rho, theta = (0,0)\n", "aperture_radius = 5\n", "aperture_centre = [0, 0, 0]\n", "r0 = [0.16]\n", "L0 = [25]\n", "layers_altitude = [10e3]\n", "wind_speed = [10]\n", "wind_direction = [0]\n", "\n", "source = GuideSource((rho, theta), np.inf) \n", "aperture = CircularOpticalAperture(aperture_radius, aperture_centre) \n", "cn2 = Cn2Profile.from_r0s(r0, L0, layers_altitude, wind_speed, wind_direction)\n", "spatial_freqs = np.logspace(-3, 3, 100) \n", "temporal_freqs = np.linspace(0.05, 250, 5000) \n", "\n", "vk = VonKarmanSpatioTemporalCovariance(source1=source, source2=source, aperture1=aperture, aperture2=aperture,\n", " cn2_profile=cn2, spat_freqs=spatial_freqs)\n", "\n", "zz22 = vk.getZernikeCPSD(2, 2, temporal_freqs)\n", "zz88 = vk.getZernikeCPSD(8, 8, temporal_freqs)\n", "zz22_22 = vk.getZernikeCPSD(22, 22, temporal_freqs)\n", "\n", "cutoff22 = temporal_freqs[11]\n", "cutoff88 = temporal_freqs[23]\n", "cutoff22_22 = temporal_freqs[41] " ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.rcParams[\"figure.figsize\"] = (10,6)\n", "vk.plotCPSD(zz22, temporal_freqs, 'real', 'log', '(2,2) v$_{l}$ = 10 m/s') \n", "vk.plotCPSD(zz88, temporal_freqs, 'real', 'log', '(8,8) v$_{l}$ = 10 m/s') \n", "vk.plotCPSD(zz22_22, temporal_freqs, 'real', 'log', '(22,22) v$_{l}$ = 10 m/s') \n", "\n", "import matplotlib.pyplot as plt\n", "cycle = plt.rcParams['axes.prop_cycle'].by_key()['color']\n", "plt.axvline(cutoff22, linestyle='-.', color=cycle[0]) \n", "plt.axvline(cutoff88, linestyle='-.', color=cycle[1]) \n", "plt.axvline(cutoff22_22, linestyle='-.', color=cycle[2]) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, we test the dependence on the wind velocity." ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "wind_velocities = np.array([10, 30, 50]) \n", "j = 2\n", "k = 2\n", "\n", "zernikeCpsds = [] \n", "for v in wind_velocities:\n", " cn2 = Cn2Profile.from_r0s([0.16], [25], [10e3], [v], [0]) \n", " vk.setCn2Profile(cn2) \n", " cpsd = vk.getZernikeCPSD(j, k, temporal_freqs) \n", " zernikeCpsds.append(cpsd)\n", " \n", "vk.plotCPSD(zernikeCpsds[0], temporal_freqs, 'real', 'log', '(2,2) v$_{l}$ = 10 m/s') \n", "vk.plotCPSD(zernikeCpsds[1], temporal_freqs, 'real', 'log', '(2,2) v$_{l}$ = 30 m/s') \n", "vk.plotCPSD(zernikeCpsds[2], temporal_freqs, 'real', 'log', '(2,2) v$_{l}$ = 50 m/s')\n", "\n", "cutoff_v1 = temporal_freqs[11] \n", "cutoff_v2 = temporal_freqs[35] \n", "cutoff_v3 = temporal_freqs[59] \n", "\n", "plt.axvline(cutoff_v1, linestyle='-.', color=cycle[0]) \n", "plt.axvline(cutoff_v2, linestyle='-.', color=cycle[1]) \n", "plt.axvline(cutoff_v3, linestyle='-.', color=cycle[2]) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, we test the dependence on the aperture diameter." ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cn2 = Cn2Profile.from_r0s([0.16], [25], [10e3], [10], [0])\n", "vk.setCn2Profile(cn2)\n", "aperture_diameters = np.array([10, 20, 40]) \n", "j = 2\n", "k = 2\n", "\n", "zernikeCpsds = [] \n", "for d in aperture_diameters:\n", " aperture = CircularOpticalAperture(d/2, [0, 0, 0])\n", " vk.setAperture1(aperture)\n", " vk.setAperture2(aperture)\n", " cpsd = vk.getZernikeCPSD(j, k, temporal_freqs) \n", " zernikeCpsds.append(cpsd)\n", " \n", "vk.plotCPSD(zernikeCpsds[0], temporal_freqs, 'real', 'log', '(2,2) D = 10 m, v$_{l}$ = 10 m/s') \n", "vk.plotCPSD(zernikeCpsds[1], temporal_freqs, 'real', 'log', '(2,2) D = 20 m, v$_{l}$ = 10 m/s') \n", "vk.plotCPSD(zernikeCpsds[2], temporal_freqs, 'real', 'log', '(2,2) D = 40 m, v$_{l}$ = 10 m/s')\n", "\n", "cutoff_d1 = temporal_freqs[11] \n", "cutoff_d2 = temporal_freqs[5] \n", "cutoff_d3 = temporal_freqs[2] \n", "\n", "plt.axvline(cutoff_d1, linestyle='-.', color=cycle[0]) \n", "plt.axvline(cutoff_d2, linestyle='-.', color=cycle[1]) \n", "plt.axvline(cutoff_d3, linestyle='-.', color=cycle[2])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Slope of Zernike CPSD at high temporal frequencies" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "from arte.types.guide_source import GuideSource \n", "from arte.types.aperture import CircularOpticalAperture \n", "from arte.atmo.von_karman_covariance_calculator import VonKarmanSpatioTemporalCovariance \n", "from arte.atmo.cn2_profile import Cn2Profile\n", "\n", "rho, theta = (0,0)\n", "aperture_radius = 5\n", "aperture_centre = [0, 0, 0]\n", "r0 = [0.16]\n", "L0 = [25]\n", "layers_altitude = [10e3]\n", "wind_speed = [10]\n", "wind_direction = [0]\n", "\n", "source = GuideSource((rho, theta), np.inf) \n", "aperture = CircularOpticalAperture(aperture_radius, aperture_centre) \n", "cn2 = Cn2Profile.from_r0s(r0, L0, layers_altitude, wind_speed, wind_direction)\n", "spatial_freqs = np.logspace(-3, 3, 100) \n", "temporal_freqs = np.linspace(0.05, 250, 5000) \n", "\n", "vk = VonKarmanSpatioTemporalCovariance(source1=source, source2=source, aperture1=aperture, aperture2=aperture,\n", " cn2_profile=cn2, spat_freqs=spatial_freqs)\n", "\n", "zz22 = vk.getZernikeCPSD(2, 2, temporal_freqs)\n", "zz88 = vk.getZernikeCPSD(8, 8, temporal_freqs)\n", "zz22_22 = vk.getZernikeCPSD(22, 22, temporal_freqs)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "vk.plotCPSD(zz22, temporal_freqs, 'real', 'log', '(2,2)') \n", "vk.plotCPSD(zz88, temporal_freqs, 'real', 'log', '(8,8)') \n", "vk.plotCPSD(zz22_22, temporal_freqs, 'real', 'log', '(22,22)')\n", "\n", "def slope(x, m, q):\n", " return q*x**(m) \n", "\n", "theor_slope = slope(temporal_freqs, -17./3, 1e5)\n", "plt.loglog(temporal_freqs, theor_slope, '-.', label='Theoretical power law $\\\\nu^{-17/3}$')\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Slope of Zernike CPSD at low temporal frequencies" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "from arte.types.guide_source import GuideSource \n", "from arte.types.aperture import CircularOpticalAperture \n", "from arte.atmo.von_karman_covariance_calculator import VonKarmanSpatioTemporalCovariance \n", "from arte.atmo.cn2_profile import Cn2Profile\n", "\n", "rho, theta = (0,0)\n", "aperture_radius = 5\n", "aperture_centre = [0, 0, 0]\n", "r0 = [0.16]\n", "L0 = [25]\n", "layers_altitude = [10e3]\n", "wind_speed = [10]\n", "wind_direction = [0]\n", "\n", "source = GuideSource((rho, theta), np.inf) \n", "aperture = CircularOpticalAperture(aperture_radius, aperture_centre) \n", "cn2 = Cn2Profile.from_r0s(r0, L0, layers_altitude, wind_speed, wind_direction)\n", "spatial_freqs = np.logspace(-3, 3, 100) \n", "temporal_freqs = np.linspace(0.05, 250, 5000) \n", "\n", "vk = VonKarmanSpatioTemporalCovariance(source1=source, source2=source, aperture1=aperture, aperture2=aperture,\n", " cn2_profile=cn2, spat_freqs=spatial_freqs)\n", "\n", "zz22 = vk.getZernikeCPSD(2, 2, temporal_freqs)\n", "zz33 = vk.getZernikeCPSD(3, 3, temporal_freqs)" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "vk.plotCPSD(zz22, temporal_freqs, 'real', 'log', '(2,2)') \n", "vk.plotCPSD(zz33, temporal_freqs, 'real', 'log', '(3,3)')\n", "\n", "def slope(x, m, q):\n", " return q*x**(m) \n", "slp_positive = slope(temporal_freqs, 2, 5e6)\n", "slp_negative = slope(temporal_freqs, -1/8, 2.7e5)\n", "\n", "plt.loglog(temporal_freqs, slp_positive, '-.', color=cycle[0], label='$\\\\nu^{2}$')\n", "plt.loglog(temporal_freqs, slp_negative, '-.', color=cycle[1], label='$\\\\nu^{-1/8}$')\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "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": "3.6.10" } }, "nbformat": 4, "nbformat_minor": 2 }