Source code for scenarioVariableTimeStepIntegrators

#
#  ISC License
#
#  Copyright (c) 2021, Autonomous Vehicle Systems Lab, University of Colorado at Boulder
#
#  Permission to use, copy, modify, and/or distribute this software for any
#  purpose with or without fee is hereby granted, provided that the above
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#
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#  WITH REGARD TO THIS SOFTWARE INCLUDING ALL IMPLIED WARRANTIES OF
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#  OR IN CONNECTION WITH THE USE OR PERFORMANCE OF THIS SOFTWARE.
#

r"""
Overview
--------

This script illustrates how to setup different variable time step integration methods for a basic 3-DOF orbit scenario.
Both a fourth-order (RKF45) and a seventh-order (RKF78) integrators are used. For comparison, an RK4 integrator is also
used.

The script is found in the folder ``basilisk/examples`` and executed by using::

      python3 scenarioVariableTimeStepIntegrators.py

For more information on how to setup different integrators, see :ref:`scenarioIntegrators`. When the simulation
completes, a plot is shown for illustrating both the true and the numerically evaluated orbit.

Illustration of Simulation Results
----------------------------------

::

    show_plots = True, integratorCase = {'rk4', 'rkf45', 'rkf78'}

The following figure illustrates the resulting trajectories relative to the true trajectory using a very coarse
integration time step of 2 hours. The variable time step integrators still approximates the true orbit well, while
the RK4 method is starting to show some visible errors, illustrating that much smaller time steps must be used with
this method in this scenario.

.. image:: /_images/Scenarios/scenarioVariableTimeStepIntegrators.svg
   :align: center


Creating New Integrator Modules
-------------------------------

New integration modules can be readily created for Basilisk.  They are all stored in the folder
``Basilisk/src/simulation/dynamics/Integrators/``.

The integrators must be created to function on a general state vector and be independent of the particular
dynamics being integrated.  Note that the default integrator is placed inside the ``_GeneralModulesFiles``
folder within the ``dynamics`` folder.

"""

#
# Basilisk Scenario Script and Integrated Test
#
# Purpose:  Demonstration of how to setup and use different variable time step integrators in
#           Basilisk.  The simulation performs a 3-DOF elliptic orbit scenario.
# Author:   João Vaz Carneiro
# Creation Date:  Sep. 26, 2021
#

import os

import matplotlib.pyplot as plt
import numpy as np
# The path to the location of Basilisk
# Used to get the location of supporting data.
from Basilisk import __path__
from Basilisk.simulation import spacecraft
from Basilisk.simulation import svIntegrators
# import general simulation support files
from Basilisk.utilities import SimulationBaseClass
from Basilisk.utilities import macros
from Basilisk.utilities import orbitalMotion
from Basilisk.utilities import simIncludeGravBody
from Basilisk.utilities import unitTestSupport  # general support file with common unit test functions
# attempt to import vizard
from Basilisk.utilities import vizSupport

bskPath = __path__[0]
fileName = os.path.basename(os.path.splitext(__file__)[0])


[docs] def run(show_plots, integratorCase, relTol, absTol): """ The scenarios can be run with the followings setups parameters: Args: show_plots (bool): Determines if the script should display plots integratorCase (bool): Specify what type of integrator to use in the sim ======= ============================ String Definition ======= ============================ 'rk4' RK4 'rkf45' RKF45 'rkf78' RKF78 ======= ============================ relTol (double): Specify the relative tolerance to use in the integration absTol (double): Specify the absolute tolerance to use in the integration """ # Create simulation variable names simTaskName = "simTask" simProcessName = "simProcess" # Create a sim module as an empty container scSim = SimulationBaseClass.SimBaseClass() # add progress bar scSim.SetProgressBar(True) # # create the simulation process # dynProcess = scSim.CreateNewProcess(simProcessName) # create the dynamics task and specify the integration update time simulationTimeStep = macros.hour2nano(2.) dynProcess.addTask(scSim.CreateNewTask(simTaskName, simulationTimeStep)) # # setup the simulation tasks/objects # # initialize spacecraft object and set properties scObject = spacecraft.Spacecraft() scObject.ModelTag = "bskSat" # set the variable time step integrator if integratorCase == "rkf45": integratorObject = svIntegrators.svIntegratorRKF45(scObject) scObject.setIntegrator(integratorObject) # set the relative and absolute tolerances integratorObject.relTol = relTol integratorObject.absTol = absTol elif integratorCase == "rkf78": integratorObject = svIntegrators.svIntegratorRKF78(scObject) scObject.setIntegrator(integratorObject) # set the relative and absolute tolerances integratorObject.relTol = relTol integratorObject.absTol = absTol # add spacecraft object to the simulation process scSim.AddModelToTask(simTaskName, scObject) # clear prior gravitational body and SPICE setup definitions gravFactory = simIncludeGravBody.gravBodyFactory() earth = gravFactory.createEarth() earth.isCentralBody = True # ensure this is the central gravitational body mu = earth.mu # attach gravity model to spacecraft gravFactory.addBodiesTo(scObject) # # setup orbit and simulation time # # setup the orbit using classical orbit elements oe = orbitalMotion.ClassicElements() oe.a = 16e7 oe.e = 0.8 oe.i = 33.3 * macros.D2R oe.Omega = 48.2 * macros.D2R oe.omega = 347.8 * macros.D2R oe.f = -90 * macros.D2R rN, vN = orbitalMotion.elem2rv(mu, oe) oe = orbitalMotion.rv2elem(mu, rN, vN) # # initialize Spacecraft States with in the initialization variables # scObject.hub.r_CN_NInit = rN # m - r_CN_N scObject.hub.v_CN_NInit = vN # m - v_CN_N # set the simulation time n = np.sqrt(mu / oe.a / oe.a / oe.a) P = 2. * np.pi / n simulationTime = macros.sec2nano(0.9 * P) # # Setup data logging before the simulation is initialized # numDataPoints = 100 samplingTime = unitTestSupport.samplingTime(simulationTime, simulationTimeStep, numDataPoints) dataLog = scObject.scStateOutMsg.recorder(samplingTime) scSim.AddModelToTask(simTaskName, dataLog) # if this scenario is to interface with the BSK Viz, uncomment the following lines vizSupport.enableUnityVisualization(scSim, simTaskName, scObject # , saveFile=fileName ) # # initialize Simulation # scSim.InitializeSimulation() # # configure a simulation stop time and execute the simulation run # scSim.ConfigureStopTime(simulationTime) scSim.ExecuteSimulation() # # retrieve the logged data # posData = dataLog.r_BN_N velData = dataLog.v_BN_N # # plot the results # np.set_printoptions(precision=16) # if integratorCase == "rkf45": # plt.close("all") # clears out plots from earlier test runs # draw orbit in perifocal frame b = oe.a * np.sqrt(1 - oe.e * oe.e) p = oe.a * (1 - oe.e * oe.e) plt.figure(1) plt.axis([-50, 10, -20, 20]) # draw the planet fig = plt.gcf() ax = fig.gca() ax.set_aspect('equal') planetColor = '#008800' planetRadius = 1.0 ax.add_artist(plt.Circle((0, 0), planetRadius, color=planetColor)) # draw the actual orbit rData = [] fData = [] labelStrings = ("rk4", "rkf45", "rkf78") for idx in range(0, len(posData)): oeData = orbitalMotion.rv2elem(mu, posData[idx], velData[idx]) rData.append(oeData.rmag/earth.radEquator) fData.append(oeData.f + oeData.omega - oe.omega) plt.plot(rData * np.cos(fData), rData * np.sin(fData) , color=unitTestSupport.getLineColor(labelStrings.index(integratorCase), len(labelStrings)) , label=integratorCase , linewidth=3.0 ) # draw the full osculating orbit from the initial conditions fData = np.linspace(0, 2 * np.pi, 100) rData = [] for idx in range(0, len(fData)): rData.append(p / (1 + oe.e * np.cos(fData[idx]))) plt.plot(rData * np.cos(fData)/earth.radEquator, rData * np.sin(fData)/earth.radEquator , '--' , color='#555555' ) plt.xlabel('$i_e$ Cord. [DU]') plt.ylabel('$i_p$ Cord. [DU]') plt.legend(loc='lower right') plt.grid() figureList = {} pltName = fileName figureList[pltName] = plt.figure(1) if show_plots: plt.show() if integratorCase == "rkf78": plt.close("all") # return some information of value for testing return dataLog.times(), posData, velData, figureList
# # This statement below ensures that the unit test scrip can be run as a # stand-along python script # if __name__ == "__main__": run( True, # show_plots 'rkf78', # integrator case(0 - rk4, 1 - rkf45, 2 - rkf78) 1e-5, # relative tolerance 1e-8) # absolute tolerance