An iterative adaptive dynamic programming method for solving a class of nonlinear zero-sum differential games

被引:338
|
作者
Zhang, Huaguang [1 ]
Wei, Qinglai [2 ]
Liu, Derong [2 ]
机构
[1] Northeastern Univ, Sch Informat Sci & Engn, Shenyang 110004, Peoples R China
[2] Chinese Acad Sci, Inst Automat, Beijing 100190, Peoples R China
基金
国家高技术研究发展计划(863计划); 北京市自然科学基金; 中国国家自然科学基金;
关键词
Adaptive critic designs; Adaptive dynamic programming; Approximate dynamic programming; Neural network; Zero-sum differential games; SYSTEMS; EQUATION;
D O I
10.1016/j.automatica.2010.10.033
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, a new iterative adaptive dynamic programming (ADP) method is proposed to solve a class of continuous-time nonlinear two-person zero-sum differential games. The idea is to use the ADP technique to obtain the optimal control pair iteratively which makes the performance index function reach the saddle point of the zero-sum differential games. If the saddle point does not exist, the mixed optimal control pair is obtained to make the performance index function reach the mixed optimum. Stability analysis of the nonlinear systems is presented and the convergence property of the performance index function is also proved. Two simulation examples are given to illustrate the performance of the proposed method. (C) 2010 Elsevier Ltd. All rights reserved.
引用
收藏
页码:207 / 214
页数:8
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