Data-driven predictive control for continuous-time linear parameter varying systems with application to wind turbine

doi:10.1007/s12555-015-0480-6

CQUET-IR

	Data-driven predictive control for continuous-time linear parameter varying systems with application to wind turbine
	Luo, Xiaosuo1,2
	2017-04-01
发表期刊	INTERNATIONAL JOURNAL OF CONTROL AUTOMATION AND SYSTEMS
ISSN	1598-6446
EISSN	2005-4092
卷号	15 期号:2 页码:619-626
摘要	A new data-driven predictive control method based on subspace identification for continuous-time linear parameter varying (LPV) systems is presented in this paper. It is developed by reformulating the continuous-time LPV system which utilizes Laguerre filters to obtain the subspace prediction of output. The subspace predictors are derived by QR decomposition of input-output and Laguerre matrices obtained by input-output data. The predictors are then applied to design the model predictive controller. It is shown that the integrated action is incorporated in the control effect to eliminate the steady-state offset. We control the continuous-time LPV systems to obtain the attractive performance with the proposed data-driven predictive control method. The proposed controller is applied to a wind turbine to verify its effectiveness and feasibility. © 2017, Institute of Control, Robotics and Systems and The Korean Institute of Electrical Engineers and Springer-Verlag Berlin Heidelberg.
关键词	Controllers Linear systems Model predictive control Parameter estimation Predictive control systems Wind turbines Continuous-time Data-driven approach Linear parameter varying systems Model predictive controllers Predictive control methods Steady-state offsets Subspace identification Subspace predictors
DOI	10.1007/s12555-015-0480-6
收录类别	EI ; SCIE
语种	英语
WOS研究方向	Automation & Control Systems
WOS类目	Automation & Control Systems
WOS记录号	WOS:000399302500016
出版者	Institute of Control, Robotics and Systems
EI入藏号	20171103431112
EI分类号	615.8 Wind Power (Before 1993, use code 611 ) ; 731.1 Control Systems ; 732.1 Control Equipment ; 961 Systems Science
原始文献类型	Journal article (JA)
出版地	BUCHEON
引用统计	被引频次：11[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	https://ir.cqcet.edu.cn/handle/39TD4454/3035
专题	重庆电子科技职业大学建筑与材料学院
作者单位	1.School of Automation, Chongqing University, Chongqing; 400044, China; 2.Chongqing College of Electronic Engineering, Chongqing; 401331, China
第一作者单位	重庆电子科技职业大学
推荐引用方式 GB/T 7714	Luo, Xiaosuo. Data-driven predictive control for continuous-time linear parameter varying systems with application to wind turbine[J]. INTERNATIONAL JOURNAL OF CONTROL AUTOMATION AND SYSTEMS,2017,15(2):619-626.
APA	Luo, Xiaosuo.(2017).Data-driven predictive control for continuous-time linear parameter varying systems with application to wind turbine.INTERNATIONAL JOURNAL OF CONTROL AUTOMATION AND SYSTEMS,15(2),619-626.
MLA	Luo, Xiaosuo."Data-driven predictive control for continuous-time linear parameter varying systems with application to wind turbine".INTERNATIONAL JOURNAL OF CONTROL AUTOMATION AND SYSTEMS 15.2(2017):619-626.

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