Real-Time Trajectory Planning for Hypersonic Entry Using Adaptive Non-Uniform Discretization and Convex Optimization
This paper introduces an improved sequential convex programming algorithm using adaptive non-uniform discretization for the hypersonic entry problem. In order to ensure real-time performance, an inverse-free precise discretization based on first-order hold discretization is adopted to obtain a high-...
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Published in: | Mathematics (Basel) Vol. 11; no. 12; p. 2754 |
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Abstract | This paper introduces an improved sequential convex programming algorithm using adaptive non-uniform discretization for the hypersonic entry problem. In order to ensure real-time performance, an inverse-free precise discretization based on first-order hold discretization is adopted to obtain a high-accuracy solution with fewer temporal nodes, which would lead to constraint violation between the temporal nodes due to the sparse time grid. To deal with this limitation, an adaptive non-uniform discretization is developed, which provides a search direction for purposeful clustering of discrete points by adding penalty terms in the problem construction process. Numerical results show that the proposed method has fast convergence with high accuracy while all the path constraints are satisfied over the time horizon, thus giving potential to real-time trajectory planning. |
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AbstractList | This paper introduces an improved sequential convex programming algorithm using adaptive non-uniform discretization for the hypersonic entry problem. In order to ensure real-time performance, an inverse-free precise discretization based on first-order hold discretization is adopted to obtain a high-accuracy solution with fewer temporal nodes, which would lead to constraint violation between the temporal nodes due to the sparse time grid. To deal with this limitation, an adaptive non-uniform discretization is developed, which provides a search direction for purposeful clustering of discrete points by adding penalty terms in the problem construction process. Numerical results show that the proposed method has fast convergence with high accuracy while all the path constraints are satisfied over the time horizon, thus giving potential to real-time trajectory planning. |
Audience | Academic |
Author | Ma, Jiarui Zhang, Qiliang Wang, Jinbo Chen, Hongbo |
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Cites_doi | 10.1016/j.automatica.2010.06.048 10.2514/2.5021 10.2514/6.2023-0300 10.1177/0954410019840839 10.2514/2.4862 10.1007/s10589-007-9098-9 10.1017/CBO9780511804441 10.2514/6.2016-0378 10.1137/1.9781611971453 10.2514/1.G001210 10.2514/2.4231 10.1016/j.automatica.2022.110359 10.2514/1.G002150 10.2514/2.4008 10.2514/4.867347 10.2514/1.27553 10.2514/1.A34640 10.2514/1.A33566 10.2514/1.62605 10.2514/1.37030 10.1007/s42064-017-0003-8 10.2514/6.2023-2003 10.2514/1.A32949 10.2514/1.58436 10.23919/ECC.2013.6669541 10.2514/1.G001553 |
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Snippet | This paper introduces an improved sequential convex programming algorithm using adaptive non-uniform discretization for the hypersonic entry problem. In order... |
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SubjectTerms | Accuracy Adaptive algorithms adaptive non-uniform discretization Algorithms Clustering Computational geometry Convex analysis Convexity Discretization feasibility guarantee Guarantees hypersonic entry Mathematical programming Mathematics Methods Nodes Optimization Real time real-time trajectory planning sequential convex programming Trajectory planning Variables |
Title | Real-Time Trajectory Planning for Hypersonic Entry Using Adaptive Non-Uniform Discretization and Convex Optimization |
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