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Optimal control of unknown nonaffine nonlinear discrete-time systems based on adaptive dynamic programming

文献类型:期刊论文

作者Wang, Ding1; Liu, Derong1; Wei, Qinglai1; Zhao, Dongbin1; Jin, Ning2
刊名AUTOMATICA
出版日期2012-08-01
卷号48期号:8页码:1825-1832
关键词Adaptive critic designs Adaptive dynamic programming Approximate dynamic programming Globalized dual heuristic programming Intelligent control Neural network Optimal control
英文摘要An intelligent-optimal control scheme for unknown nonaffine nonlinear discrete-time systems with discount factor in the cost function is developed in this paper. The iterative adaptive dynamic programming algorithm is introduced to solve the optimal control problem with convergence analysis. Then, the implementation of the iterative algorithm via globalized dual heuristic programming technique is presented by using three neural networks, which will approximate at each iteration the cost function, the control law, and the unknown nonlinear system, respectively. In addition, two simulation examples are provided to verify the effectiveness of the developed optimal control approach. (C) 2012 Elsevier Ltd. All rights reserved.
WOS标题词Science & Technology ; Technology
类目[WOS]Automation & Control Systems ; Engineering, Electrical & Electronic
研究领域[WOS]Automation & Control Systems ; Engineering
关键词[WOS]FEEDBACK-CONTROL ; REINFORCEMENT ; ADP
收录类别SCI
语种英语
WOS记录号WOS:000307688200040
源URL[http://ir.ia.ac.cn/handle/173211/3825]  
专题自动化研究所_复杂系统管理与控制国家重点实验室_智能化团队
作者单位1.Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China
2.Univ Illinois, Dept Elect & Comp Engn, Chicago, IL 60607 USA
推荐引用方式
GB/T 7714
Wang, Ding,Liu, Derong,Wei, Qinglai,et al. Optimal control of unknown nonaffine nonlinear discrete-time systems based on adaptive dynamic programming[J]. AUTOMATICA,2012,48(8):1825-1832.
APA Wang, Ding,Liu, Derong,Wei, Qinglai,Zhao, Dongbin,&Jin, Ning.(2012).Optimal control of unknown nonaffine nonlinear discrete-time systems based on adaptive dynamic programming.AUTOMATICA,48(8),1825-1832.
MLA Wang, Ding,et al."Optimal control of unknown nonaffine nonlinear discrete-time systems based on adaptive dynamic programming".AUTOMATICA 48.8(2012):1825-1832.

入库方式: OAI收割

来源:自动化研究所

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