{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Example - 55 - Titan Aerocapture Systems Study - Part 1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This examples reproduces results from Way, Powell et al., Aerocapture Simulation and Performance for the Titan Explorer Mission, 39th AIAA/ASME/SAE/ASEE Joint Propulsion Conference and Exhibit\n", "20-23 July 2003, Huntsville, Alabama. https://doi.org/10.2514/6.2003-4951" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 1, "metadata": { "image/png": { "width": 500 } }, "output_type": "execute_result" } ], "source": [ "from IPython.display import Image\n", "Image(filename='../plots/titan-aerocapture-systems.png', width=500)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Image credit: Lockwood et al." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from AMAT.planet import Planet\n", "from AMAT.vehicle import Vehicle" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "from scipy import interpolate\n", "import pandas as pd\n", "\n", "import matplotlib.pyplot as plt\n", "from matplotlib import rcParams" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "planet = Planet('TITAN')\n", "planet.loadAtmosphereModel('../atmdata/Titan/titan-gram-avg.dat', 0 , 1 ,2, 3)\n", "planet.h_skip = 1000.0E3" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "vehicle=Vehicle('TitanAC', 818.0, 90.0, 0.25, np.pi*0.25*3.75**2, 0.0, 0.91, planet)\n", "vehicle.setInitialState(1000.0,0.0,0.0,6.5,0.0,-25.00,0.0,0.0)\n", "vehicle.setSolverParams(1E-6)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, find the corridor bounds to select a target nominal EFPA for a nominal Mars atmosphere." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Corridor bounds for nominal atmosphere.\n", "----------------\n", "-37.83097717905548 1.0\n", "-34.28877212249972 1.0\n", "----------------\n" ] } ], "source": [ "underShootLimit, exitflag_us = vehicle.findUnderShootLimit(60.0*60.0, 1.0, -50.0,-5.0, 1E-10, 1700.0)\n", "overShootLimit , exitflag_os = vehicle.findOverShootLimit(60.0*60.0, 1.0, -50.0,-5.0, 1E-10, 1700.0)\n", "\n", "print(\"Corridor bounds for nominal atmosphere.\")\n", "print(\"----------------\")\n", "print(underShootLimit, exitflag_us)\n", "print(overShootLimit, exitflag_os)\n", "print(\"----------------\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is good practice to see how these corridor bounds vary with minimum, average, and maximum density atmospheres. We will check how much these corridor bounds change using +/- 3-sigma bounds from Titan GRAM output files." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load three density profiles for minimum, average, and maximum scenarios from a GRAM output file." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "ATM_height1, ATM_density_low1, ATM_density_avg1, ATM_density_high1, ATM_density_pert1 = planet.loadMonteCarloDensityFile2('../atmdata/Titan/FMINMAX-10.txt', 0, 1, 2, 3, 4, heightInKmFlag=True)\n", "ATM_height2, ATM_density_low2, ATM_density_avg2, ATM_density_high2, ATM_density_pert2 = planet.loadMonteCarloDensityFile2('../atmdata/Titan/FMINMAX+00.txt', 0, 1, 2, 3, 4, heightInKmFlag=True)\n", "ATM_height3, ATM_density_low3, ATM_density_avg3, ATM_density_high3, ATM_density_pert3 = planet.loadMonteCarloDensityFile2('../atmdata/Titan/FMINMAX+10.txt', 0, 1, 2, 3, 4, heightInKmFlag=True)\n", "\n", "\n", "density_int_low = planet.loadAtmosphereModel5(ATM_height1, ATM_density_low1, ATM_density_avg1, ATM_density_high1, ATM_density_pert1, -3.0, 201, 1)\n", "density_int_avg = planet.loadAtmosphereModel5(ATM_height2, ATM_density_low2, ATM_density_avg2, ATM_density_high2, ATM_density_pert2, 0.0, 201, 1)\n", "density_int_hig = planet.loadAtmosphereModel5(ATM_height3, ATM_density_low3, ATM_density_avg3, ATM_density_high3, ATM_density_pert3, +3.0, 201, 1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Set the planet density_int attribute to density_int_low" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "planet.density_int = density_int_low" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compute the corridor bounds for low density atmosphere." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Low density atmosphere corridor bounds.\n", "----------------\n", "-38.47725151913437 1.0\n", "-35.15044797081828 1.0\n", "----------------\n" ] } ], "source": [ "underShootLimit, exitflag_us = vehicle.findUnderShootLimit(60.0*60.0, 1.0, -50.0,-5.0, 1E-10, 1700.0)\n", "overShootLimit , exitflag_os = vehicle.findOverShootLimit(60.0*60.0, 1.0, -50.0,-5.0, 1E-10, 1700.0)\n", "\n", "print(\"Low density atmosphere corridor bounds.\")\n", "print(\"----------------\")\n", "print(underShootLimit, exitflag_us)\n", "print(overShootLimit, exitflag_os)\n", "print(\"----------------\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Repeat for average and maximum density atmospheres." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "planet.density_int = density_int_avg" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Average density atmosphere corridor bounds.\n", "----------------\n", "-37.86181146377203 1.0\n", "-34.38959433911805 1.0\n", "----------------\n" ] } ], "source": [ "underShootLimit, exitflag_us = vehicle.findUnderShootLimit(60.0*60.0, 1.0, -50.0,-5.0, 1E-10, 1700.0)\n", "overShootLimit , exitflag_os = vehicle.findOverShootLimit(60.0*60.0, 1.0, -50.0,-5.0, 1E-10, 1700.0)\n", "\n", "print(\"Average density atmosphere corridor bounds.\")\n", "print(\"----------------\")\n", "print(underShootLimit, exitflag_us)\n", "print(overShootLimit, exitflag_os)\n", "print(\"----------------\")\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "planet.density_int = density_int_hig" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "High density atmosphere corridor bounds.\n", "----------------\n", "-37.287857468882066 1.0\n", "-33.65637210436944 1.0\n", "----------------\n" ] } ], "source": [ "underShootLimit, exitflag_us = vehicle.findUnderShootLimit(60.0*60.0, 1.0, -50.0,-5.0, 1E-10, 1700.0)\n", "overShootLimit , exitflag_os = vehicle.findOverShootLimit(60.0*60.0, 1.0, -50.0,-5.0, 1E-10, 1700.0)\n", "\n", "print(\"High density atmosphere corridor bounds.\")\n", "print(\"----------------\")\n", "print(underShootLimit, exitflag_us)\n", "print(overShootLimit, exitflag_os)\n", "print(\"----------------\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The corridor is approximately 3.5 deg wide for the nominal atmosphere." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3.469999999999999" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "37.86 - 34.39" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The mid-corridor is typically a good place to start. We will use the mean of the corridor bounds for the average atmosphere." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-36.125" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "0.5*(-37.86 - 34.39)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will propogate a bounding trajectories to illustrate full lift up and full lift down aerocapture trajectories at Titan using this vehicle." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "planet.density_int = density_int_avg" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "The PostScript backend does not support transparency; partially transparent artists will be rendered opaque.\n", "The PostScript backend does not support transparency; partially transparent artists will be rendered opaque.\n", "The PostScript backend does not support transparency; partially transparent artists will be rendered opaque.\n", "The PostScript backend does not support transparency; partially transparent artists will be rendered opaque.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "The PostScript backend does not support transparency; partially transparent artists will be rendered opaque.\n", "The PostScript backend does not support transparency; partially transparent artists will be rendered opaque.\n", "The PostScript backend does not support transparency; partially transparent artists will be rendered opaque.\n", "The PostScript backend does not support transparency; partially transparent artists will be rendered opaque.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "The PostScript backend does not support transparency; partially transparent artists will be rendered opaque.\n", "The PostScript backend does not support transparency; partially transparent artists will be rendered opaque.\n", "The PostScript backend does not support transparency; partially transparent artists will be rendered opaque.\n", "The PostScript backend does not support transparency; partially transparent artists will be rendered opaque.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Reset initial conditions and propogate overshoot trajectory\n", "vehicle.setInitialState(1000.0,0.0,0.0,6.5,0.0,-34.38959433911805,0.0,0.0)\n", "vehicle.propogateEntry (60.0*60.0,1.0,180.0)\n", "\n", "# Extract and save variables to plot\n", "t_min_os = vehicle.t_minc\n", "h_km_os = vehicle.h_kmc\n", "acc_net_g_os = vehicle.acc_net_g\n", "q_stag_con_os = vehicle.q_stag_con\n", "q_stag_rad_os = vehicle.q_stag_rad\n", "\n", "# Reset initial conditions and propogate undershoot trajectory\n", "vehicle.setInitialState(1000.0,0.0,0.0,6.5,0.0,-37.86181146377203,0.0,0.0)\n", "vehicle.propogateEntry (60.0*60.0,1.0,0.0)\n", "\n", "\n", "# Extract and save variable to plot\n", "t_min_us = vehicle.t_minc\n", "h_km_us = vehicle.h_kmc\n", "acc_net_g_us = vehicle.acc_net_g\n", "q_stag_con_us = vehicle.q_stag_con\n", "q_stag_rad_us = vehicle.q_stag_rad\n", "\n", "'''\n", "Create fig #1 - altitude history of aerocapture maneuver\n", "'''\n", "\n", "fig = plt.figure()\n", "fig.set_size_inches([6.5,6.5])\n", "plt.rc('font',family='Times New Roman')\n", "params = {'mathtext.default': 'regular' } \n", "plt.rcParams.update(params)\n", "plt.plot(t_min_os , h_km_os, linestyle='solid' , color='xkcd:blue',linewidth=2.0, label='Overshoot')\n", "plt.plot(t_min_us , h_km_us, linestyle='solid' , color='xkcd:green',linewidth=2.0, label='Undershoot')\n", "\n", "plt.xlabel('Time, min',fontsize=14)\n", "plt.ylabel(\"Altitude, km\",fontsize=14)\n", "\n", "ax = plt.gca()\n", "ax.tick_params(direction='in')\n", "ax.yaxis.set_ticks_position('both')\n", "ax.xaxis.set_ticks_position('both')\n", "plt.tick_params(direction='in')\n", "plt.tick_params(axis='x',labelsize=14)\n", "plt.tick_params(axis='y',labelsize=14)\n", "\n", "plt.legend(loc='lower right', fontsize=14)\n", "\n", "\n", "plt.savefig('../plots/titan-systems-altitude.png',bbox_inches='tight')\n", "plt.savefig('../plots/titan-systems-altitude.pdf', dpi=300,bbox_inches='tight')\n", "plt.savefig('../plots/titan-systems-altitude.eps', dpi=300,bbox_inches='tight')\n", "\n", "plt.show()\n", "\n", "fig = plt.figure()\n", "fig.set_size_inches([6.5,6.5])\n", "plt.rc('font',family='Times New Roman')\n", "plt.plot(t_min_os , acc_net_g_os, linestyle='solid' , color='xkcd:blue',linewidth=2.0, label='Overshoot')\n", "plt.plot(t_min_us , acc_net_g_us, linestyle='solid' , color='xkcd:green',linewidth=2.0, label='Undershoot')\n", "\n", "plt.xlabel('Time, min',fontsize=14)\n", "plt.ylabel(\"Deceleration, Earth g\",fontsize=14)\n", "\n", "ax = plt.gca()\n", "ax.tick_params(direction='in')\n", "ax.yaxis.set_ticks_position('both')\n", "ax.xaxis.set_ticks_position('both')\n", "plt.tick_params(direction='in')\n", "plt.tick_params(axis='x',labelsize=14)\n", "plt.tick_params(axis='y',labelsize=14)\n", "\n", "plt.legend(loc='upper right', fontsize=14)\n", "\n", "\n", "plt.savefig('../plots/titan-systems-deceleration.png',bbox_inches='tight')\n", "plt.savefig('../plots/titan-systems-deceleration.pdf', dpi=300,bbox_inches='tight')\n", "plt.savefig('../plots/titan-systems-deceleration.eps', dpi=300,bbox_inches='tight')\n", "\n", "plt.show()\n", "\n", "fig = plt.figure()\n", "fig.set_size_inches([6.5,6.5])\n", "plt.rc('font',family='Times New Roman')\n", "plt.plot(t_min_os , q_stag_con_os, linestyle='solid' , color='xkcd:blue',linewidth=2.0, label='Overshoot convective')\n", "plt.plot(t_min_us , q_stag_con_us, linestyle='solid' , color='xkcd:magenta',linewidth=2.0, label='Undershoot convective')\n", "\n", "plt.xlabel('Time, min',fontsize=14)\n", "plt.ylabel(\"Stagnation-point heat rate, \"+r'$W/cm^2$',fontsize=14)\n", "ax = plt.gca()\n", "ax.tick_params(direction='in')\n", "ax.yaxis.set_ticks_position('both')\n", "ax.xaxis.set_ticks_position('both')\n", "plt.tick_params(direction='in')\n", "plt.tick_params(axis='x',labelsize=14)\n", "plt.tick_params(axis='y',labelsize=14)\n", "\n", "plt.legend(loc='upper right', fontsize=14)\n", "\n", "\n", "plt.savefig('../plots/titan-systems-heating.png',bbox_inches='tight')\n", "plt.savefig('../plots/titan-systems-heating.pdf', dpi=300,bbox_inches='tight')\n", "plt.savefig('../plots/titan-systems-heating.eps', dpi=300,bbox_inches='tight')\n", "\n", "plt.show()" ] } ], "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }