Optimal Control Computation for Nonlinear Fractional Time-Delay Systems with State Inequality Constraints
In this paper, a numerical method is developed for solving a class of delay fractional optimal control problems involving nonlinear time-delay systems and subject to state inequality constraints. The fractional derivatives in this class of problems are described in the sense of Caputo, and they can...
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| Published in | Journal of optimization theory and applications Vol. 191; no. 1; pp. 83 - 117 |
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| Main Authors | , , , , |
| Format | Journal Article |
| Language | English |
| Published |
New York
Springer US
01.10.2021
Springer Nature B.V |
| Subjects | |
| Online Access | Get full text |
| ISSN | 0022-3239 1573-2878 |
| DOI | 10.1007/s10957-021-01926-8 |
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| Abstract | In this paper, a numerical method is developed for solving a class of delay fractional optimal control problems involving nonlinear time-delay systems and subject to state inequality constraints. The fractional derivatives in this class of problems are described in the sense of Caputo, and they can be of different orders. First, we propose a numerical integration scheme for the fractional time-delay system and prove that the convergence rate of the numerical solution to the exact one is of second order based on Taylor expansion and linear interpolation. This gives rise to a discrete-time optimal control problem. Then, we derive the gradient formulas of the cost and constraint functions with respect to the decision variables and present a gradient computation procedure. On this basis, a gradient-based optimization algorithm is developed to solve the resulting discrete-time optimal control problem. Finally, several example problems are solved to demonstrate the effectiveness of the developed solution approach. |
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| AbstractList | In this paper, a numerical method is developed for solving a class of delay fractional optimal control problems involving nonlinear time-delay systems and subject to state inequality constraints. The fractional derivatives in this class of problems are described in the sense of Caputo, and they can be of different orders. First, we propose a numerical integration scheme for the fractional time-delay system and prove that the convergence rate of the numerical solution to the exact one is of second order based on Taylor expansion and linear interpolation. This gives rise to a discrete-time optimal control problem. Then, we derive the gradient formulas of the cost and constraint functions with respect to the decision variables and present a gradient computation procedure. On this basis, a gradient-based optimization algorithm is developed to solve the resulting discrete-time optimal control problem. Finally, several example problems are solved to demonstrate the effectiveness of the developed solution approach. |
| Author | Gong, Zhaohua Liu, Chongyang Wang, Song Yu, Changjun Teo, Kok Lay |
| Author_xml | – sequence: 1 givenname: Chongyang orcidid: 0000-0002-2229-6717 surname: Liu fullname: Liu, Chongyang email: liu_chongyang@yahoo.com organization: School of Mathematics and Information Science, Shandong Technology and Business University, School of Electrical Engineering, Computing, and Mathematical Sciences, Curtin University – sequence: 2 givenname: Zhaohua surname: Gong fullname: Gong, Zhaohua organization: School of Mathematics and Information Science, Shandong Technology and Business University – sequence: 3 givenname: Changjun surname: Yu fullname: Yu, Changjun organization: Department of Mathematics, Shanghai University – sequence: 4 givenname: Song surname: Wang fullname: Wang, Song organization: School of Electrical Engineering, Computing, and Mathematical Sciences, Curtin University – sequence: 5 givenname: Kok Lay surname: Teo fullname: Teo, Kok Lay organization: School of Mathematical Sciences, Sunway University, Coordinated Innovation Center for Computable Modeling in Management Science, Tianjin University of Finance and Economics |
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| CitedBy_id | crossref_primary_10_1016_j_chaos_2023_113964 crossref_primary_10_1016_j_cam_2025_116526 crossref_primary_10_1186_s13660_024_03140_2 crossref_primary_10_1007_s11590_022_01926_1 crossref_primary_10_1016_j_chaos_2022_112499 crossref_primary_10_1109_TVT_2024_3394955 crossref_primary_10_1016_j_cnsns_2022_106838 crossref_primary_10_5194_ms_13_297_2022 crossref_primary_10_1016_j_nahs_2023_101372 crossref_primary_10_3390_fractalfract6100579 crossref_primary_10_1007_s10957_023_02212_5 crossref_primary_10_1016_j_cnsns_2024_107988 crossref_primary_10_1002_oca_2877 crossref_primary_10_1142_S1793524523500018 crossref_primary_10_1016_j_amc_2022_127094 crossref_primary_10_1016_j_cam_2024_116169 crossref_primary_10_3934_era_2024101 crossref_primary_10_1007_s40435_023_01113_9 crossref_primary_10_1109_ACCESS_2024_3489630 crossref_primary_10_3934_era_2024271 crossref_primary_10_1007_s10957_021_01935_7 crossref_primary_10_1007_s40819_022_01373_7 crossref_primary_10_1016_j_rico_2023_100313 |
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| Keywords | Fractional optimal control Numerical integration Numerical optimization 90C55 Inequality constraint 34K37 49M37 Fractional time-delay system |
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| SubjectTerms | Algorithms Applications of Mathematics Calculus of Variations and Optimal Control; Optimization Computation Control systems Engineering Inequality Integral equations Interpolation Mathematics Mathematics and Statistics Methods Nonlinear control Nonlinear systems Numerical analysis Numerical integration Numerical methods Operations Research/Decision Theory Optimization Optimization techniques Taylor series Theory of Computation Time delay systems Time optimal control |
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| Title | Optimal Control Computation for Nonlinear Fractional Time-Delay Systems with State Inequality Constraints |
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