{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: AstropyDeprecationWarning: astropy.utils.compat.funcsigs is now deprecated - use inspect instead [astropy.utils.compat.funcsigs]\n" ] } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from astropy import units as apu\n", "from pycraf import atm\n", "from pycraf import conversions as cnv" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1008x576 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "obs_alt_m = 100.1\n", "earth_radius = atm.EARTH_RADIUS\n", "freq_grid = [1] * apu.GHz\n", "atm_layers_cache = atm.atm_layers(freq_grid, atm.profile_highlat_winter)\n", "\n", "layer_angles = np.linspace(-0.001, 0.02, 361)\n", "radii = atm_layers_cache['radii']\n", "heights = atm_layers_cache['heights']\n", "ref_index = atm_layers_cache['ref_index']\n", "\n", "\n", "plt.close()\n", "fig = plt.figure(figsize=(14, 8))\n", "for r in earth_radius + heights:\n", " plt.plot(r * np.sin(layer_angles), r * np.cos(layer_angles) - earth_radius, 'k--', alpha=0.5)\n", "\n", "for elevation in np.linspace(-0.04, -0.01, 21):\n", "# for elevation in [0.88]:\n", " path_params, _, _ = atm.atm._prepare_path(\n", " elevation, obs_alt_m / 1000., radii, heights, ref_index\n", " # max_arc_length=0.134,\n", " # max_path_length=15.,\n", " )\n", " plt.plot(path_params.x_n, path_params.y_n - earth_radius, '-')\n", "\n", "plt.xlim((-0.1, 15.1))\n", "plt.ylim(((obs_alt_m - 12) / 1000, (obs_alt_m + 1) / 1000))\n", "\n", "plt.title('Path propagation through layered atmosphere')\n", "plt.xlabel('Projected distance (km)')\n", "plt.ylabel('Height above ground (km)')\n", "# plt.savefig('/tmp/path_prop.jpg', dpi=300)\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "8.933501565830346" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.degrees(path_params.delta_n)[-1]" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "n1, n2 = 1.0003089446689986, 1.0003089007075814\n", "alpha_n = np.arange(0, 90, 1)\n", "beta_n = np.degrees(np.arcsin(n2 / n1 * np.sin(np.radians(alpha_n))))\n", "plt.plot(alpha_n, alpha_n - beta_n, 'rx')\n", "beta_n = np.degrees(np.arcsin(n1 / n2 * np.sin(np.radians(alpha_n))))\n", "plt.plot(alpha_n, alpha_n - beta_n, 'bx')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# obs_alt_m = 1000. # m\n", "elevations = np.arange(-0.5, 0.25, 0.0001)\n", "h_ends, refractions = [], []\n", "for elevation in elevations:\n", " ret = atm.atm._path_endpoint(\n", " elevation, obs_alt_m / 1000., radii, heights, ref_index,\n", " # max_path_length=30,\n", " max_arc_length=1,\n", " )\n", " (\n", " a_n, r_n, h_n, x_n, y_n, alpha_n, beta_n, delta_n, layer_idx,\n", " refraction,\n", " is_space_path,\n", " ) = ret \n", " h_ends.append(h_n)\n", " refractions.append(refraction)\n" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1008x576 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(14, 8))\n", "plt.plot(elevations, h_ends, '-')\n", "plt.xlim((-0.3, 0.05))\n", "plt.ylim((-0.01, 0.9))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1008x576 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(14, 8))\n", "plt.plot(elevations, refractions, '-')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "obs_alt_m = 100.1\n", "target_alt_m = 810\n", "arc_length = 1.\n", "elev_final, h_final = atm.atm._find_elevation(\n", " 2., obs_alt_m / 1000, target_alt_m / 1000, arc_length,\n", " radii, heights, ref_index, niter=150, interval=25,\n", " )" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-0.019485916559211967, 0.8186206445152493)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "elev_final, h_final" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1008x576 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(14, 8))\n", "plt.plot(elevations, h_ends, '-')\n", "plt.plot(elev_final, h_final, 'x')\n", "plt.xlim((-0.05, 0.05))\n", "plt.ylim((0.7, 0.9))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "obs_alt_m = 100.1\n", "target_alt_m = 112.\n", "\n", "plt.close()\n", "fig = plt.figure(figsize=(14, 8))\n", "for r in earth_radius + heights:\n", " plt.plot(r * np.sin(layer_angles), r * np.cos(layer_angles) - earth_radius, 'k--', alpha=0.5)\n", "\n", "# for elevation in np.linspace(-0.04, -0.01, 21):\n", "for elevation in [-0.01]:\n", " path_params, _, _ = atm.atm._prepare_path(\n", " elevation, obs_alt_m / 1000., radii, heights, ref_index,\n", " max_arc_length=0.134,\n", " # max_path_length=15.,\n", " )\n", " plt.plot(path_params.x_n, path_params.y_n - earth_radius, '-', lw=5)\n", "\n", " # backpropagation\n", " elevation_r = 90 - (180. - np.degrees(path_params.alpha_n[-1]))\n", " target_alt_r = path_params.h_n[-1]\n", " path_params_r, _, _ = atm.atm._prepare_path(\n", " elevation_r, target_alt_r, radii, heights, ref_index, \n", " max_arc_length=0.134,\n", " # max_path_length=15.,\n", " )\n", " x_n_r, y_n_r = path_params_r.x_n, path_params_r.y_n\n", " delta_n_r = path_params_r.delta_n\n", " ddelta_n = -delta_n_r + delta_n_r[-1] - delta_n_r\n", " x_n_r, y_n_r = (\n", " np.cos(ddelta_n) * x_n_r + np.sin(ddelta_n) * y_n_r,\n", " -np.sin(ddelta_n) * x_n_r + np.cos(ddelta_n) * y_n_r,\n", " )\n", " plt.plot(x_n_r, y_n_r - earth_radius, '-')\n", " \n", "plt.xlim((-0.1, 15.1))\n", "plt.ylim(((obs_alt_m - 12) / 1000, (obs_alt_m + 1) / 1000))\n", "\n", "plt.title('Path propagation through layered atmosphere')\n", "plt.xlabel('Projected distance (km)')\n", "plt.ylabel('Height above ground (km)')\n", "# plt.savefig('/tmp/path_prop.jpg', dpi=300)\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "obs_alt_r" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "path_params.alpha_n, path_params.h_n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "elevation = 90 - (180. - np.degrees(path_params.alpha_n[-1]))\n", "elevation, np.degrees(path_params.alpha_n[-1])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "elevation = 9 # deg\n", "obs_alt = 1000 # m\n", "path_params, refraction, _, _ = atm.atm._prepare_path(\n", " elevation, obs_alt, atm.profile_highlat_winter, max_path_length=50.\n", " )\n", "ret = atm.atm._path_endpoint(\n", " elevation, obs_alt, atm.profile_highlat_winter, max_path_length=50.\n", " )\n", "\n", "path_params, refraction, is_space_path, weather = atm.atm._prepare_path(\n", " elevation, obs_alt, atm.profile_highlat_winter, max_path_length=5.\n", " )\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%timeit _ = atm.atm._prepare_path(90, 10, atm.profile_highlat_winter, max_path_length=50.)\n", "# 235 µs ± 2.42 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n", "%timeit _ = atm.atm._prepare_path(-90, 50100, atm.profile_highlat_winter, max_path_length=50.)\n", "# 217 µs ± 1.36 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n", "%timeit _ = atm.atm._prepare_path(1, 100, atm.profile_highlat_winter, max_path_length=50.)\n", "# 246 µs ± 5.18 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n", "%timeit _ = atm.atm._prepare_path(-2, 3000, atm.profile_highlat_winter, max_path_length=50.)\n", "# 182 µs ± 2.28 µs per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n", "\n", "%timeit _ = atm.atm._path_endpoint(-2, 3000, atm.profile_highlat_winter, max_path_length=50.)\n", "# 40.7 µs ± 1.36 µs per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n" ] } ], "metadata": { "anaconda-cloud": {}, "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": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 1 }