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Author:

Li, Meng-Hua (Li, Meng-Hua.) | Wang, Ding (Wang, Ding.) | Zhao, Ming-Ming (Zhao, Ming-Ming.) | Qiao, Jun-Fei (Qiao, Jun-Fei.)

Indexed by:

EI Scopus

Abstract:

The continuous-time zero-sum game problem with asymmetric constraints is investigated by making use of the adaptive critic control approach. Firstly, a novel nonquadratic function is established to deal with the asymmetric constraint problem, which relaxes the restriction on the control matrix. Secondly, the optimal control, the worst disturbance, and the Hamilton-Jacobi-Isaacs equation are derived. After that, an adaptive critic control method is constructed to approximate the optimal cost function, so as to obtain the near-optimal control as well as the near-worst disturbance. It is worth mentioning that for the zero-sum game problem with asymmetric constraints, this paper proposes an innovative critic learning criterion to strengthen the learning process and eliminate the dependence on the initial admissible control, which has not been considered in previous papers. Moreover, the stability of the system state and the weight estimation error of the critic network is proved using the Lyapunov method. Finally, the effectiveness of the proposed algorithm is verified by utilizing two examples, namely, the F-16 aircraft and the inverted pendulum. At the same time, for comparison, the simulation results under the traditional learning algorithm are provided to further illustrate the feasibility of the innovative learning criterion proposed. © 2025 Northeast University. All rights reserved.

Keyword:

Continuous time systems Lyapunov methods Inverted pendulum Contrastive Learning Optimal control systems Adaptive control systems Cost functions Jacobian matrices Dynamic programming

Author Community:

  • [ 1 ] [Li, Meng-Hua]School of Information Science and Technology, Beijing University of Technology, Beijing; 100124, China
  • [ 2 ] [Li, Meng-Hua]Beijing Key Laboratory of Computational Intelligence and Intelligent System, Beijing University of Technology, Beijing; 100124, China
  • [ 3 ] [Li, Meng-Hua]Beijing Laboratory of Smart Environmental Protection, Beijing University of Technology, Beijing; 100124, China
  • [ 4 ] [Li, Meng-Hua]Beijing Institute of Artificial Intelligence, Beijing University of Technology, Beijing; 100124, China
  • [ 5 ] [Wang, Ding]School of Information Science and Technology, Beijing University of Technology, Beijing; 100124, China
  • [ 6 ] [Wang, Ding]Beijing Key Laboratory of Computational Intelligence and Intelligent System, Beijing University of Technology, Beijing; 100124, China
  • [ 7 ] [Wang, Ding]Beijing Laboratory of Smart Environmental Protection, Beijing University of Technology, Beijing; 100124, China
  • [ 8 ] [Wang, Ding]Beijing Institute of Artificial Intelligence, Beijing University of Technology, Beijing; 100124, China
  • [ 9 ] [Zhao, Ming-Ming]School of Information Science and Technology, Beijing University of Technology, Beijing; 100124, China
  • [ 10 ] [Zhao, Ming-Ming]Beijing Key Laboratory of Computational Intelligence and Intelligent System, Beijing University of Technology, Beijing; 100124, China
  • [ 11 ] [Zhao, Ming-Ming]Beijing Laboratory of Smart Environmental Protection, Beijing University of Technology, Beijing; 100124, China
  • [ 12 ] [Zhao, Ming-Ming]Beijing Institute of Artificial Intelligence, Beijing University of Technology, Beijing; 100124, China
  • [ 13 ] [Qiao, Jun-Fei]School of Information Science and Technology, Beijing University of Technology, Beijing; 100124, China
  • [ 14 ] [Qiao, Jun-Fei]Beijing Key Laboratory of Computational Intelligence and Intelligent System, Beijing University of Technology, Beijing; 100124, China
  • [ 15 ] [Qiao, Jun-Fei]Beijing Laboratory of Smart Environmental Protection, Beijing University of Technology, Beijing; 100124, China
  • [ 16 ] [Qiao, Jun-Fei]Beijing Institute of Artificial Intelligence, Beijing University of Technology, Beijing; 100124, China

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Source :

Control and Decision

ISSN: 1001-0920

Year: 2025

Issue: 4

Volume: 40

Page: 1347-1356

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 4

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