A novel triggering condition of event-triggered control based on heuristic dynamic programming for discrete-time systems
Wang, Ziyang2; Wei, Qinglai3; Liu, Derong1
刊名Optimal Control Applications & Methods
2018-04-23
卷号39期号:4页码:1467-1478
关键词Adaptive Dynamic Design Adaptive Dynamic Programming Approximate Dynamic Programming Event-triggered Control Optimal Control
ISSN号1099-1514
DOIhttps://doi.org/10.1002/oca.2421
英文摘要

In this paper, an event‐triggered heuristic dynamic programming algorithm for discrete‐time nonlinear systems with a novel triggering condition is studied. Different from traditional heuristic dynamic programming algorithms, the control law in this algorithm will only be updated when the triggering condition is satisfied to reduce the computational burden. Three neural networks are employed, which are model network, action network, and critic network. Model functions, control laws, and value functions are estimated using neural networks, respectively. The main contribution of this algorithm is the novel triggering condition with simpler form and fewer assumptions. Additionally, a proof of the stability for discrete‐time systems using Lyapunov technique is given. Finally, two simulations are shown to verify the effectiveness of the developed algorithm.

URL标识查看原文
资助项目National Natural Science Foundation of China[61722312] ; National Natural Science Foundation of China (NSFC)[61533017] ; National Natural Science Foundation of China[61233001] ; National Natural Science Foundation of China[61374105]
语种英语
内容类型期刊论文
源URL[http://ir.ia.ac.cn/handle/173211/28405]  
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
通讯作者Wei, Qinglai
作者单位1.3School of Automation, Guangdong University of Technology, Guangzhou, China
2.School of Automation and Electrical Engineering, University of Science and Technology Beijing, Beijing, China
3.The State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing, China
推荐引用方式
GB/T 7714
Wang, Ziyang,Wei, Qinglai,Liu, Derong. A novel triggering condition of event-triggered control based on heuristic dynamic programming for discrete-time systems[J]. Optimal Control Applications & Methods,2018,39(4):1467-1478.
APA Wang, Ziyang,Wei, Qinglai,&Liu, Derong.(2018).A novel triggering condition of event-triggered control based on heuristic dynamic programming for discrete-time systems.Optimal Control Applications & Methods,39(4),1467-1478.
MLA Wang, Ziyang,et al."A novel triggering condition of event-triggered control based on heuristic dynamic programming for discrete-time systems".Optimal Control Applications & Methods 39.4(2018):1467-1478.
个性服务
查看访问统计
相关权益政策
暂无数据
收藏/分享
所有评论 (0)
暂无评论
 

除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。


©版权所有 ©2017 CSpace - Powered by CSpace