The Optimal Control of Discrete-Time Delay Nonlinear System with Dual Heuristic Dynamic Programming

被引:0
|
作者
Wang, Bin [1 ]
Zhao, Dongbin [1 ]
机构
[1] Chinese Acad Sci, State Key Lab Management & Control Complex Syst, Inst Automat, Beijing 100190, Peoples R China
关键词
Adaptive dynamic programming; dual heuristic programming; time delay; optimal control; discrete-time; nonlinear system; neural networks; STABILITY ANALYSIS;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, an effective iterative algorithm is proposed to deal with the optimal control problem of a class of nonlinear discrete-time delay systems. We define a meaningful performance index function to removing the disturbance of time delay terms. The iterative Dual Heuristic Programming (DHP) algorithm is introduced to design the optimal controller. Three neural networks are chosen to facilitate the implementation of the algorithm, which approximate the performance index function, the optimal control policy and the nonlinear delay system, respectively. A simulation example is given to demonstrate the validity of the proposed optimal control approach. For time-variant delay, this iterative algorithm shows the improved performance compared with other methods.
引用
收藏
页码:664 / 672
页数:9
相关论文
共 50 条
  • [41] An iterative adaptive dynamic programming algorithm for optimal control of unknown discrete-time nonlinear systems with constrained inputs
    Liu, Derong
    Wang, Ding
    Yang, Xiong
    INFORMATION SCIENCES, 2013, 220 : 331 - 342
  • [42] Adaptive Dynamic Programming for Finite-Horizon Optimal Control of Discrete-Time Nonlinear Systems with ε-Error Bound
    Wang, Fei-Yue
    Jin, Ning
    Liu, Derong
    Wei, Qinglai
    IEEE TRANSACTIONS ON NEURAL NETWORKS, 2011, 22 (01): : 24 - 36
  • [43] Policy Optimization Adaptive Dynamic Programming for Optimal Control of Input-Affine Discrete-Time Nonlinear Systems
    Lin, Mingduo
    Zhao, Bo
    IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2023, 53 (07): : 4339 - 4350
  • [44] Twin Deterministic Policy Gradient Adaptive Dynamic Programming for Optimal Control of Affine Nonlinear Discrete-time Systems
    Xu, Jiahui
    Wang, Jingcheng
    Rao, Jun
    Zhong, Yanjiu
    Zhao, Shangwei
    INTERNATIONAL JOURNAL OF CONTROL AUTOMATION AND SYSTEMS, 2022, 20 (09) : 3098 - 3109
  • [45] Twin Deterministic Policy Gradient Adaptive Dynamic Programming for Optimal Control of Affine Nonlinear Discrete-time Systems
    Jiahui Xu
    Jingcheng Wang
    Jun Rao
    Yanjiu Zhong
    Shangwei Zhao
    International Journal of Control, Automation and Systems, 2022, 20 : 3098 - 3109
  • [46] Optimal Control of Nonaffine Nonlinear Discrete-Time Systems Using Kernel-based Adaptive Dynamic Programming
    Tan, Fuxiao
    Liu, Zhongrui
    Yang, Tongtong
    2015 5TH INTERNATIONAL CONFERENCE ON INFORMATION SCIENCE AND TECHNOLOGY (ICIST), 2015, : 588 - 593
  • [47] Robust inverse optimal control for discrete-time nonlinear system stabilization
    Ornelas-Tellez, Fernando
    Sanchez, Edgar N.
    Loukianov, Alexander G.
    Jesus Rico, J.
    EUROPEAN JOURNAL OF CONTROL, 2014, 20 (01) : 38 - 44
  • [48] An integrated optimal control algorithm for discrete-time nonlinear stochastic system
    Kek, Sie Long
    Teo, Kok Lay
    Ismail, A. A. Mohd
    INTERNATIONAL JOURNAL OF CONTROL, 2010, 83 (12) : 2536 - 2545
  • [49] Discrete-time optimal control problems with time delay argument: New discrete-time Euler–Lagrange equations with delay
    Abdolkhaleghzadeh, Seyed Mostafa
    Effati, Sohrab
    Rakhshan, Seyed Ali
    ISA Transactions, 2024, 154 : 95 - 112
  • [50] Dual iterative adaptive dynamic programming for a class of discrete-time nonlinear systems with time-delays
    Wei, Qinglai
    Wang, Ding
    Zhang, Dehua
    NEURAL COMPUTING & APPLICATIONS, 2013, 23 (7-8): : 1851 - 1863