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 inJournal of optimization theory and applications Vol. 191; no. 1; pp. 83 - 117
Main Authors Liu, Chongyang, Gong, Zhaohua, Yu, Changjun, Wang, Song, Teo, Kok Lay
Format Journal Article
LanguageEnglish
Published New York Springer US 01.10.2021
Springer Nature B.V
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ISSN0022-3239
1573-2878
DOI10.1007/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.
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
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  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
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  givenname: Zhaohua
  surname: Gong
  fullname: Gong, Zhaohua
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  givenname: Changjun
  surname: Yu
  fullname: Yu, Changjun
  organization: Department of Mathematics, Shanghai University
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  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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Keywords Fractional optimal control
Numerical integration
Numerical optimization
90C55
Inequality constraint
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Fractional time-delay system
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Snippet In this paper, a numerical method is developed for solving a class of delay fractional optimal control problems involving nonlinear time-delay systems and...
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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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