Data-Driven Design and Optimization of Feedback Control Systems for   Industrial Applications

doi:10.1109/TIE.2014.2301757

CORC > 北京大学 > 工学院

	Data-Driven Design and Optimization of Feedback Control Systems for Industrial Applications
	Zhang, Yong ; Yang, Ying ; Ding, Steven X. ; Li, Linlin
刊名	ieee transactions on industrial electronics
	2014
关键词	Control system analysis data-driven feedback systems optimization residual generation FAULT-TOLERANT CONTROL DYNAMIC PROCESSES SENSOR NETWORKS IDENTIFICATION PERFORMANCE
DOI	10.1109/TIE.2014.2301757
英文摘要	In this paper, regarding the observer form of the well-known Youla parameterization, the controller design and optimization are exhibited with an integrated residual access. To better reveal this philosophy, the feedback control loop is interpreted on the basis of the observer-based residual generator. The next main attention is drawn to the generation of residuals, the design of a deadbeat controller for system stabilization both in the data-driven environment, and later the optimal adaptive realization of a dynamic system that translates residuals into compensatory control inputs to meet certain performance specifications. Towards these goals, numerical algorithms are summarized, and for the issues of controller optimization, the reinforcement learning algorithm is introduced using only measured input-output and residual signals. In addition, the effectiveness of developed schemes for industrial applications is also illustrated by experimental studies on a laboratory continuous stirred tank heater (CSTH) process.; http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000337123000063&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=8e1609b174ce4e31116a60747a720701 ; Automation & Control Systems; Engineering, Electrical & Electronic; Instruments & Instrumentation; SCI(E); EI; 6; ARTICLE; yong.zhang@pku.edu.cn; yy@mech.pku.edu.cn; steven.ding@uni-due.de; linlin.li@uni-due.de; 11; 6409-6417; 61
语种	英语
内容类型	期刊论文
源URL	[http://ir.pku.edu.cn/handle/20.500.11897/154209]
专题	工学院
推荐引用方式 GB/T 7714	Zhang, Yong,Yang, Ying,Ding, Steven X.,et al. Data-Driven Design and Optimization of Feedback Control Systems for Industrial Applications[J]. ieee transactions on industrial electronics,2014.
APA	Zhang, Yong,Yang, Ying,Ding, Steven X.,&Li, Linlin.(2014).Data-Driven Design and Optimization of Feedback Control Systems for Industrial Applications.ieee transactions on industrial electronics.
MLA	Zhang, Yong,et al."Data-Driven Design and Optimization of Feedback Control Systems for Industrial Applications".ieee transactions on industrial electronics (2014).