{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Example - 05 - Titan Aerocapture: Part 1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this example, you will learn to create an aerocapture feasibility chart for Titan.\n", "\n", "For reference, we will re-create a figure from the paper \"Lu and Saikia, Feasibility Assessment of Aerocapture for Future Titan Orbiter Missions, Journal of Spacecraft and Rockets, Vol. 55, No. 5, 2018\". DOI: 10.2514/1.A34121" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "execution_count": 3, "metadata": { "image/png": { "width": 400 } }, "output_type": "execute_result" } ], "source": [ "from IPython.display import Image\n", "Image(filename='../plots/lu-saikia-reference-a.png', width=400)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use AMAT to recreate this figure." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from AMAT.planet import Planet\n", "from AMAT.vehicle import Vehicle\n", "\n", "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\n", "from matplotlib.patches import Polygon\n", "import os" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Create a planet object for Titan\n", "planet=Planet(\"TITAN\")\n", "\n", "# Load an nominal atmospheric profile with height, temp, pressure, density data\n", "planet.loadAtmosphereModel('../atmdata/Titan/titan-gram-avg.dat', 0 , 1 , 2, 3)\n", "\n", "# Define the range for arrival Vinf and vehicle L/D\n", "vinf_kms_array = np.linspace( 0.0, 16.0, 17)\n", "LD_array = np.linspace( 0.0, 1.0 , 11)\n", "\n", "#vinf_kms_array = np.linspace( 0.0, 16.0, 2)\n", "#LD_array = np.linspace( 0.0, 1.0 , 2)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# Create a directory to store the data.\n", "# NOTE: You will get an error if the file already exists,\n", "# Rename the folder to something else.\n", "\n", "os.makedirs('../data/luSaikia2018a')\n", "\n", "# Use a runID to prefix the files for easy access for post-processing.\n", "runID = 'BC90RAP1700'\n", "\n", "num_total = len(vinf_kms_array)*len(LD_array)\n", "count = 1\n", "\n", "# Compute the inertial entry speed from the hyperbolic excess speed.\n", "v0_kms_array = np.zeros(len(vinf_kms_array))\n", "v0_kms_array[:] = np.sqrt(1.0*(vinf_kms_array[:]*1E3)**2.0 + \\\n", " 2*np.ones(len(vinf_kms_array))*\\\n", " planet.GM/(planet.RP+1000.0*1.0E3))/1.0E3\n", "\n", "# Initialize matrices to store data.\n", "overShootLimit_array = np.zeros((len(v0_kms_array),len(LD_array))) \n", "underShootLimit_array = np.zeros((len(v0_kms_array),len(LD_array))) \n", "exitflag_os_array = np.zeros((len(v0_kms_array),len(LD_array))) \n", "exitflag_us_array = np.zeros((len(v0_kms_array),len(LD_array))) \n", "TCW_array = np.zeros((len(v0_kms_array),len(LD_array))) \n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Run #1 of 4: Arrival V_infty: 0.0 km/s, L/D:0.0 OSL: -24.635471317420524 USL: -24.635471317420524, TCW: 0.0 EFOS: 1.0 EFUS: 1.0\n", "Run #2 of 4: Arrival V_infty: 0.0 km/s, L/D:1.0 OSL: -23.422944245403414 USL: -27.0515137471466, TCW: 3.6285695017431863 EFOS: 1.0 EFUS: 1.0\n", "Run #3 of 4: Arrival V_infty: 16.0 km/s, L/D:0.0 OSL: -37.36673820708165 USL: -37.36673820708165, TCW: 0.0 EFOS: 1.0 EFUS: 1.0\n", "Run #4 of 4: Arrival V_infty: 16.0 km/s, L/D:1.0 OSL: -33.47214682791673 USL: -73.89901192915568, TCW: 40.426865101238945 EFOS: 1.0 EFUS: 1.0\n" ] } ], "source": [ "# Compute the corridor width over the defined Vinf and L/D matrix.\n", "# Note this will take maybe about an hour.\n", "# If you simply want to create the plot, you can load the existing data\n", "# in the ../data/luSaikia2018a folder as done below this cell.\n", "\n", "for i in range(0,len(v0_kms_array)):\n", " for j in range(0,len(LD_array)):\n", " vehicle=Vehicle('Kraken', 1000.0, 90.0, LD_array[j], 3.1416, 0.0, 1.00, planet)\n", " vehicle.setInitialState(1000.0,0.0,0.0,v0_kms_array[i],0.0,-4.5,0.0,0.0)\n", " vehicle.setSolverParams(1E-5)\n", " overShootLimit_array[i,j], exitflag_os_array[i,j] = \\\n", " vehicle.findOverShootLimit (6000.0, 1.0 , -88.0, -2.0, 1E-10, 1700.0)\n", " underShootLimit_array[i,j], exitflag_us_array[i,j] = \\\n", " vehicle.findUnderShootLimit(6000.0, 1.0 , -88.0, -2.0, 1E-10, 1700.0)\n", "\n", " TCW_array[i,j] = overShootLimit_array[i,j] - underShootLimit_array[i,j]\n", "\n", " print(\"Run #\"+str(count)+\" of \"+ str(num_total)+\\\n", " \": Arrival V_infty: \"+str(vinf_kms_array[i])+\\\n", " \" km/s\"+\", L/D:\"+str(LD_array[j]) +\\\n", " \" OSL: \"+str(overShootLimit_array[i,j])+\\\n", " \" USL: \"+str(underShootLimit_array[i,j])+\\\n", " \", TCW: \"+str(TCW_array[i,j])+\\\n", " \" EFOS: \"+str(exitflag_os_array[i,j])+\\\n", " \" EFUS: \"+str(exitflag_us_array[i,j]))\n", " \n", " count = count +1\n", "\n", "np.savetxt('../data/luSaikia2018a/'+runID+'vinf_kms_array.txt',vinf_kms_array)\n", "np.savetxt('../data/luSaikia2018a/'+runID+'v0_kms_array.txt',v0_kms_array)\n", "np.savetxt('../data/luSaikia2018a/'+runID+'LD_array.txt',LD_array)\n", "np.savetxt('../data/luSaikia2018a/'+runID+'overShootLimit_array.txt',overShootLimit_array)\n", "np.savetxt('../data/luSaikia2018a/'+runID+'exitflag_os_array.txt',exitflag_os_array)\n", "np.savetxt('../data/luSaikia2018a/'+runID+'undershootLimit_array.txt',underShootLimit_array)\n", "np.savetxt('../data/luSaikia2018a/'+runID+'exitflag_us_array.txt',exitflag_us_array)\n", "np.savetxt('../data/luSaikia2018a/'+runID+'TCW_array.txt',TCW_array)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compute the deceleration and heating loads." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "V_infty: 0.0 km/s, L/D: 0.0 G_MAX: 0.0810485245607735 QDOT_MAX: 1.0607636054752763 J_MAX: 1020.003796275038 STAG. PRES: 0.0007204224444467468\n", "V_infty: 0.0 km/s, L/D: 1.0 G_MAX: 0.20202892551813917 QDOT_MAX: 1.3893301148573975 J_MAX: 1252.170615904772 STAG. PRES: 0.0004253391968484517\n", "V_infty: 16.0 km/s, L/D: 0.0 G_MAX: 17.704051243426182 QDOT_MAX: 536.4530046363565 J_MAX: 35907.65472341787 STAG. PRES: 0.15433527803169042\n", "V_infty: 16.0 km/s, L/D: 1.0 G_MAX: 125.7389398961218 QDOT_MAX: 1065.8317771270392 J_MAX: 63948.52565398295 STAG. PRES: 0.044601211536270044\n" ] } ], "source": [ "acc_net_g_max_array = np.zeros((len(v0_kms_array),len(LD_array))) \n", "stag_pres_atm_max_array = np.zeros((len(v0_kms_array),len(LD_array))) \n", "q_stag_total_max_array = np.zeros((len(v0_kms_array),len(LD_array))) \n", "heatload_max_array = np.zeros((len(v0_kms_array),len(LD_array))) \n", "\n", "for i in range(0,len(v0_kms_array)):\n", " for j in range(0,len(LD_array)):\n", " vehicle=Vehicle('Kraken', 1000.0, 90.0, LD_array[j], 3.1416, 0.0, 1.00, planet)\n", " vehicle.setInitialState(1000.0,0.0,0.0,v0_kms_array[i],0.0,overShootLimit_array[i,j],0.0,0.0)\n", " vehicle.setSolverParams(1E-5)\n", "\n", " vehicle.propogateEntry(6000.0, 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", " rc_os = vehicle.rc\n", " vc_os = vehicle.vc\n", " stag_pres_atm_os = vehicle.computeStagPres(rc_os,vc_os)/(1.01325E5) \n", " heatload_os = vehicle.heatload\n", "\n", " vehicle=Vehicle('Kraken', 1000.0, 90.0, LD_array[j], 3.1416, 0.0, 1.00, planet)\n", " vehicle.setInitialState(1000.0,0.0,0.0,v0_kms_array[i],0.0,underShootLimit_array[i,j],0.0,0.0)\n", " vehicle.setSolverParams(1E-5)\n", "\n", " vehicle.propogateEntry(6000.0, 1.0, 0.0)\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", " rc_us = vehicle.rc\n", " vc_us = vehicle.vc\n", " stag_pres_atm_us = vehicle.computeStagPres(rc_us,vc_us)/(1.01325E5) \n", " heatload_us = vehicle.heatload\n", "\n", " q_stag_total_os = q_stag_con_os + q_stag_rad_os\n", " q_stag_total_us = q_stag_con_us + q_stag_rad_us\n", "\n", " acc_net_g_max_array[i,j] = max(max(acc_net_g_os),max(acc_net_g_us)) \n", " stag_pres_atm_max_array[i,j] = max(max(stag_pres_atm_os),max(stag_pres_atm_os))\n", " q_stag_total_max_array[i,j] = max(max(q_stag_total_os),max(q_stag_total_us)) \n", " heatload_max_array[i,j] = max(max(heatload_os),max(heatload_us))\n", "\n", " print(\"V_infty: \"+str(vinf_kms_array[i])+\" km/s\"+\", L/D: \"+str(LD_array[j])+\" G_MAX: \"+str(acc_net_g_max_array[i,j])+\" QDOT_MAX: \"+str(q_stag_total_max_array[i,j])+\" J_MAX: \"+str(heatload_max_array[i,j])+\" STAG. PRES: \"+str(stag_pres_atm_max_array[i,j]))\n", "\n", "np.savetxt('../data/luSaikia2018a/'+runID+'acc_net_g_max_array.txt',acc_net_g_max_array)\t\n", "np.savetxt('../data/luSaikia2018a/'+runID+'stag_pres_atm_max_array.txt',stag_pres_atm_max_array)\t\n", "np.savetxt('../data/luSaikia2018a/'+runID+'q_stag_total_max_array.txt',q_stag_total_max_array)\t\n", "np.savetxt('../data/luSaikia2018a/'+runID+'heatload_max_array.txt',heatload_max_array)\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We are now ready to create the plot!" ] }, { "cell_type": "code", "execution_count": 17, "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" } ], "source": [ "x = np.loadtxt('../data/luSaikia2018a/'+runID+'vinf_kms_array.txt')\n", "y = np.loadtxt('../data/luSaikia2018a/'+runID+'LD_array.txt')\n", "\n", "Z1 = np.loadtxt('../data/luSaikia2018a/'+runID+'TCW_array.txt')\n", "G1 = np.loadtxt('../data/luSaikia2018a/'+runID+'acc_net_g_max_array.txt')\n", "Q1 = np.loadtxt('../data/luSaikia2018a/'+runID+'q_stag_total_max_array.txt')\n", "H1 = np.loadtxt('../data/luSaikia2018a/'+runID+'heatload_max_array.txt')\n", "\n", "f1 = interpolate.interp2d(x, y, np.transpose(Z1), kind='cubic')\t\n", "g1 = interpolate.interp2d(x, y, np.transpose(G1), kind='cubic')\n", "q1 = interpolate.interp2d(x, y, np.transpose(Q1), kind='cubic')\n", "h1 = interpolate.interp2d(x, y, np.transpose(H1), kind='cubic')\n", "\n", "x_new = np.linspace( 0.0, 16, 170)\n", "y_new = np.linspace( 0.0, 1.0 ,110)\n", "z_new = np.zeros((len(x_new),len(y_new)))\n", "\n", "z1_new = np.zeros((len(x_new),len(y_new)))\n", "g1_new = np.zeros((len(x_new),len(y_new)))\n", "q1_new = np.zeros((len(x_new),len(y_new)))\n", "h1_new = np.zeros((len(x_new),len(y_new)))\n", "\n", "for i in range(0,len(x_new)):\n", " for j in range(0,len(y_new)):\n", "\n", " z1_new[i,j] = f1(x_new[i],y_new[j])\n", " g1_new[i,j] = g1(x_new[i],y_new[j])\n", " q1_new[i,j] = q1(x_new[i],y_new[j])\n", " h1_new[i,j] = h1(x_new[i],y_new[j])\n", "\n", "Z1 = z1_new\n", "G1 = g1_new\n", "Q1 = q1_new\n", "H1 = h1_new/1000.0\n", "\n", "X, Y = np.meshgrid(x_new, y_new)\n", "\n", "Zlevels = np.array([2.5,3.5])\n", "Glevels = np.array([10.0, 20.0])\n", "Qlevels = np.array([100.0, 200.0])\n", "Hlevels = np.array([30.0])\n", "\n", "\n", "fig = plt.figure()\n", "fig.set_size_inches([3.25,3.25])\n", "plt.ion()\n", "plt.rc('font',family='Times New Roman')\n", "params = {'mathtext.default': 'regular' } \n", "plt.rcParams.update(params)\n", "\n", "ZCS1 = plt.contour(X, Y, np.transpose(Z1), levels=Zlevels, colors='black')\n", "plt.clabel(ZCS1, inline=1, fontsize=10, colors='black',fmt='%.1f',inline_spacing=1)\n", "ZCS1.collections[0].set_linewidths(1.50)\n", "ZCS1.collections[1].set_linewidths(1.50)\n", "ZCS1.collections[0].set_label(r'$TCW, deg.$')\n", "\n", "GCS1 = plt.contour(X, Y, np.transpose(G1), levels=Glevels, colors='blue',linestyles='dashed')\n", "plt.clabel(GCS1, inline=1, fontsize=10, colors='blue',fmt='%d',inline_spacing=0)\n", "GCS1.collections[0].set_linewidths(1.50)\n", "GCS1.collections[1].set_linewidths(1.50)\n", "GCS1.collections[0].set_label(r'$g$'+r'-load')\n", "\n", "QCS1 = plt.contour(X, Y, np.transpose(Q1), levels=Qlevels, colors='red',linestyles='dotted',zorder=11)\n", "plt.clabel(QCS1, inline=1, fontsize=10, colors='red',fmt='%d',inline_spacing=0)\n", "QCS1.collections[0].set_linewidths(1.50)\n", "QCS1.collections[1].set_linewidths(1.50)\n", "QCS1.collections[0].set_label(r'$\\dot{q}$'+', '+r'$W/cm^2$')\n", "\n", "\n", "HCS1 = plt.contour(X, Y, np.transpose(H1), levels=Hlevels, colors='xkcd:brown',linestyles='dashdot')\n", "plt.clabel(HCS1, inline=1, fontsize=10, colors='xkcd:brown',fmt='%d',inline_spacing=0)\n", "HCS1.collections[0].set_linewidths(1.75)\n", "HCS1.collections[0].set_label(r'$Q$'+', '+r'$kJ/cm^2$')\n", "\n", "plt.xlabel(\"Arrival \"+r'$V_\\infty$'+r', km/s' ,fontsize=10)\n", "plt.ylabel(\"L/D\",fontsize=10)\n", "plt.xticks(fontsize=10)\n", "plt.yticks(fontsize=10)\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.legend(loc='upper right', fontsize=8)\n", "\n", "\n", "dat0 = ZCS1.allsegs[1][0]\n", "x1,y1=dat0[:,0],dat0[:,1]\n", "F1 = interpolate.interp1d(x1, y1, kind='linear',fill_value='extrapolate', bounds_error=False)\n", "\n", "dat1 = GCS1.allsegs[0][0]\n", "x2,y2=dat1[:,0],dat1[:,1]\n", "F2 = interpolate.interp1d(x2, y2, kind='linear',fill_value='extrapolate', bounds_error=False)\n", "\n", "dat2 = QCS1.allsegs[0][0]\n", "x3,y3= dat2[:,0],dat2[:,1]\n", "F3 = interpolate.interp1d(x3, y3, kind='linear',fill_value='extrapolate', bounds_error=False)\n", "\n", "\n", "x4 = np.linspace(0,30,301)\n", "y4 = F1(x4)\n", "y5 = F2(x4)\n", "y6 = F3(x4)\n", "\n", "y7 = np.minimum(y5,y6)\n", "\n", "plt.fill_between(x4, y4, y7, where=y4<=y7,color='xkcd:neon green')\n", "plt.xlim([0.0,16.0])\n", "plt.ylim([0.0,1.0])\n", "\n", "plt.savefig('../plots/LuSaikia2018a-fig16.png',bbox_inches='tight')\n", "plt.savefig('../plots/LuSaikia2018a-fig16.pdf', dpi=300,bbox_inches='tight')\n", "plt.savefig('../plots/LuSaikia2018a-fig16.eps', dpi=300,bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "execution_count": 18, "metadata": { "image/png": { "width": 400 } }, "output_type": "execute_result" } ], "source": [ "from IPython.display import Image\n", "Image(filename='../plots/LuSaikia2018a-fig16-higher-res.png', width=400)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The plots are now saved in plots/LuSaikia2018a and should match with the results from the paper." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Congratulations!** You have created an aerocapture feasibility chart for Titan. In the next example, you will recreate the same chart for a different vehicle ballistic coefficient." ] } ], "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 }