Intelligent Control for Switched Systems with Time Delay via Deep Reinforcement Learning

Ruijia Song, Bolan Wang, Haoyu Cheng, Hanqiao Huang, Jie Yan

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

The problem of intelligent control for switched systems with time delay is investigated in this paper. Firstly, the state feedback controller is proposed for switched systems with time delay by robust control theory and non-fragile control. Multiple Lyapunov-Krasovskii functional method and average dwell time (ADT) approach are combined to analyze the stability of closed-loop system. Sufficient conditions to guarantee the stability and prescribed performance are given in the form of linear matrix inequalities (LMIs). In order to achieve better performance, the deep deterministic policy gradient (DDPG) approach is proposed to optimize the controller parameters in the neighborhood of parameters obtained by robust control. Numerical example is given in the end to illustrate the effectiveness and superiority of proposed method.

源语言英语
主期刊名Proceedings of the 33rd Chinese Control and Decision Conference, CCDC 2021
出版商Institute of Electrical and Electronics Engineers Inc.
6160-6165
页数6
ISBN(电子版)9781665440899
DOI
出版状态已出版 - 2021
活动33rd Chinese Control and Decision Conference, CCDC 2021 - Kunming, 中国
期限: 22 5月 202124 5月 2021

出版系列

姓名Proceedings of the 33rd Chinese Control and Decision Conference, CCDC 2021

会议

会议33rd Chinese Control and Decision Conference, CCDC 2021
国家/地区中国
Kunming
时期22/05/2124/05/21

指纹

探究 'Intelligent Control for Switched Systems with Time Delay via Deep Reinforcement Learning' 的科研主题。它们共同构成独一无二的指纹。

引用此