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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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 |
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English |
format |
Others
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Numerical derivatives Finite difference Optimization systems Trajectory design State transition matrix Chebyshev interpolation |
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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 |
_version_ |
1716822296585306112 |