Optimal control for discrete-time systems with actuator saturation | |
Lin, Qiao; Wei, Qinglai; Zhao, Bo | |
刊名 | OPTIMAL CONTROL APPLICATIONS & METHODS |
2017-11-01 | |
卷号 | 38期号:6页码:1071-1080 |
关键词 | Approximate Dynamic Programming Discrete Time Generalized Policy Iteration Optimal Control Saturating Actuators |
DOI | 10.1002/oca.2313 |
文献子类 | Article |
英文摘要 | In this study, we use generalized policy iteration approximate dynamic programming (ADP) algorithm to design an optimal controller for a class of discrete-time systems with actuator saturation. A integral function is proposed to manage the saturation nonlinearity in actuators and then the generalized policy iteration ADP algorithm is developed to deal with the optimal control problem. Compared with other algorithm, the developed ADP algorithm includes 2 iteration procedures. In the present control scheme, 2 neural networks are introduced to approximate the control law and performance index function. Furthermore, numerical simulations illustrate the convergence and feasibility of the developed method. |
WOS关键词 | AFFINE NONLINEAR-SYSTEMS ; DYNAMIC-PROGRAMMING ALGORITHM ; ROBUST OPTIMAL-CONTROL ; TRACKING CONTROL ; FEEDBACK-CONTROL ; LINEAR-SYSTEMS ; HJB SOLUTION ; ITERATION ; DESIGNS |
WOS研究方向 | Automation & Control Systems ; Operations Research & Management Science ; Mathematics |
语种 | 英语 |
WOS记录号 | WOS:000415933200017 |
资助机构 | National Natural Science Foundation of China(61374105 ; 61233001 ; 61273140 ; 61503379 ; 61304079 ; 61533017 ; 61603387 ; U1501251) |
内容类型 | 期刊论文 |
源URL | [http://ir.ia.ac.cn/handle/173211/14345] |
专题 | 复杂系统管理与控制国家重点实验室_平行控制 |
作者单位 | Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China |
推荐引用方式 GB/T 7714 | Lin, Qiao,Wei, Qinglai,Zhao, Bo. Optimal control for discrete-time systems with actuator saturation[J]. OPTIMAL CONTROL APPLICATIONS & METHODS,2017,38(6):1071-1080. |
APA | Lin, Qiao,Wei, Qinglai,&Zhao, Bo.(2017).Optimal control for discrete-time systems with actuator saturation.OPTIMAL CONTROL APPLICATIONS & METHODS,38(6),1071-1080. |
MLA | Lin, Qiao,et al."Optimal control for discrete-time systems with actuator saturation".OPTIMAL CONTROL APPLICATIONS & METHODS 38.6(2017):1071-1080. |
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