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
来源
NEURAL INFORMATION PROCESSING, ICONIP 2012, PT I | 2012年 / 7663卷
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
  • [1] Dual Heuristic dynamic Programming for nonlinear discrete-time uncertain systems with state delay
    Wang, Bin
    Zhao, Dongbin
    Alippi, Cesare
    Liu, Derong
    NEUROCOMPUTING, 2014, 134 : 222 - 229
  • [2] Multi-step heuristic dynamic programming for optimal control of nonlinear discrete-time systems
    Luo, Biao
    Liu, Derong
    Huang, Tingwen
    Yang, Xiong
    Ma, Hongwen
    INFORMATION SCIENCES, 2017, 411 : 66 - 83
  • [3] Optimal Tracking Control for a Class of Nonlinear Discrete-Time Systems with Time Delays Based on Heuristic Dynamic Programming
    Zhang, Huaguang
    Song, Ruizhuo
    Wei, Qinglai
    Zhang, Tieyan
    IEEE TRANSACTIONS ON NEURAL NETWORKS, 2011, 22 (12): : 1851 - 1862
  • [4] Approximately Optimal Control of Discrete-Time Nonlinear Switched Systems Using Globalized Dual Heuristic Programming
    Chaoxu Mu
    Kaiju Liao
    Ling Ren
    Zhongke Gao
    Neural Processing Letters, 2020, 52 : 1089 - 1108
  • [5] Approximately Optimal Control of Discrete-Time Nonlinear Switched Systems Using Globalized Dual Heuristic Programming
    Mu, Chaoxu
    Liao, Kaiju
    Ren, Ling
    Gao, Zhongke
    NEURAL PROCESSING LETTERS, 2020, 52 (02) : 1089 - 1108
  • [6] Neural-Network-Based Constrained Optimal Control Scheme for Discrete-Time Switched Nonlinear System Using Dual Heuristic Programming
    Zhang, Huaguang
    Qin, Chunbin
    Luo, Yanhong
    IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING, 2014, 11 (03) : 839 - 849
  • [7] Neural-Network-Based Optimal Control for a Class of Unknown Discrete-Time Nonlinear Systems Using Globalized Dual Heuristic Programming
    Liu, Derong
    Wang, Ding
    Zhao, Dongbin
    Wei, Qinglai
    Jin, Ning
    IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING, 2012, 9 (03) : 628 - 634
  • [8] Value Iteration Adaptive Dynamic Programming for Optimal Control of Discrete-Time Nonlinear Systems
    Wei, Qinglai
    Liu, Derong
    Lin, Hanquan
    IEEE TRANSACTIONS ON CYBERNETICS, 2016, 46 (03) : 840 - 853
  • [9] Invariant Adaptive Dynamic Programming for Discrete-Time Optimal Control
    Zhu, Yuanheng
    Zhao, Dongbin
    He, Haibo
    IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2020, 50 (11): : 3959 - 3971
  • [10] Discrete-time optimal control - Comments on dynamic programming
    Wu, S.-Z. (wsz_1@xjtu.edu.cn), 1600, South China University of Technology (30): : 1165 - 1169