Automatic algorithm for accurate numerical gradient calculation in general and complex spacecraft trajectories

An automatic algorithm for accurate numerical gradient calculations has been developed. The algorithm is based on both finite differences and Chebyshev interpolation approximations. The novelty of the method is an automated tuning of the step size perturbation required for both methods. This automat...

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Main Author: Restrepo, Ricardo Leon
Format: Others
Language:English
Published: 2012
Subjects:
Online Access:http://hdl.handle.net/2152/ETD-UT-2010-12-2624
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spelling ndltd-UTEXAS-oai-repositories.lib.utexas.edu-2152-ETD-UT-2010-12-26242015-09-20T17:05:43ZAutomatic algorithm for accurate numerical gradient calculation in general and complex spacecraft trajectoriesRestrepo, Ricardo LeonNumerical derivativesFinite differenceOptimization systemsTrajectory designState transition matrixChebyshev interpolationAn automatic algorithm for accurate numerical gradient calculations has been developed. The algorithm is based on both finite differences and Chebyshev interpolation approximations. The novelty of the method is an automated tuning of the step size perturbation required for both methods. This automation guaranties the best possible solution using these approaches without the requirement of user inputs. The algorithm treats the functions as a black box, which makes it extremely useful when general and complex problems are considered. This is the case of spacecraft trajectory design problems and complex optimization systems. An efficient procedure for the automatic implementation is presented. Several examples based on an Earth-Moon free return trajectory are presented to validate and demonstrate the accuracy of the method. A state transition matrix (STM) procedure is developed as a reference for the validation of the method.text2012-02-21T15:05:54Z2012-02-21T15:05:54Z2010-122012-02-21December 20102012-02-21T15:06:01Zthesisapplication/pdfhttp://hdl.handle.net/2152/ETD-UT-2010-12-26242152/ETD-UT-2010-12-2624eng
collection NDLTD
language English
format Others
sources NDLTD
topic Numerical derivatives
Finite difference
Optimization systems
Trajectory design
State transition matrix
Chebyshev interpolation
spellingShingle Numerical derivatives
Finite difference
Optimization systems
Trajectory design
State transition matrix
Chebyshev interpolation
Restrepo, Ricardo Leon
Automatic algorithm for accurate numerical gradient calculation in general and complex spacecraft trajectories
description An automatic algorithm for accurate numerical gradient calculations has been developed. The algorithm is based on both finite differences and Chebyshev interpolation approximations. The novelty of the method is an automated tuning of the step size perturbation required for both methods. This automation guaranties the best possible solution using these approaches without the requirement of user inputs. The algorithm treats the functions as a black box, which makes it extremely useful when general and complex problems are considered. This is the case of spacecraft trajectory design problems and complex optimization systems. An efficient procedure for the automatic implementation is presented. Several examples based on an Earth-Moon free return trajectory are presented to validate and demonstrate the accuracy of the method. A state transition matrix (STM) procedure is developed as a reference for the validation of the method. === text
author Restrepo, Ricardo Leon
author_facet Restrepo, Ricardo Leon
author_sort Restrepo, Ricardo Leon
title Automatic algorithm for accurate numerical gradient calculation in general and complex spacecraft trajectories
title_short Automatic algorithm for accurate numerical gradient calculation in general and complex spacecraft trajectories
title_full Automatic algorithm for accurate numerical gradient calculation in general and complex spacecraft trajectories
title_fullStr Automatic algorithm for accurate numerical gradient calculation in general and complex spacecraft trajectories
title_full_unstemmed Automatic algorithm for accurate numerical gradient calculation in general and complex spacecraft trajectories
title_sort automatic algorithm for accurate numerical gradient calculation in general and complex spacecraft trajectories
publishDate 2012
url http://hdl.handle.net/2152/ETD-UT-2010-12-2624
work_keys_str_mv AT restreporicardoleon automaticalgorithmforaccuratenumericalgradientcalculationingeneralandcomplexspacecrafttrajectories
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