南方科技大学知识苑(SUSTech KC): Data-Driven Adaptive Predictive Control Method With Autotuned Weighting Factor for Nonlinear Systems Using Triangular Dynamic Linearization

题名	Data-Driven Adaptive Predictive Control Method With Autotuned Weighting Factor for Nonlinear Systems Using Triangular Dynamic Linearization
作者	Pang, Zhong-Hua 1; Zhang, Yumo 1; Sun, Xueyuan 2; Gao, Shengnan 1; Liu, Guo-Ping3
通讯作者	Gao, Shengnan
发表日期	2024-08-01
DOI	10.1109/JAS.2023.124179
发表期刊	IEEE-CAA JOURNAL OF AUTOMATICA SINICA 影响因子和分区
ISSN	2329-9266
EISSN	2329-9274
卷号	11 期号:8
摘要	Dear Editor, In this letter, a novel data-driven adaptive predictive control method is proposed using the triangular dynamic linearization technique. The proposed method only contains one time-varying parameter with explicit physical meaning, which can prevent severe deviation in parameter estimation. Specifically, a triangular dynamic linearization (TDL) data model is employed to predict future system outputs, and then to correct inaccurate predictive outputs, a feedback regulator is designed. An autotuned weighing factor is introduced to alleviate the computational burden in practical applications and further improve output tracking performance. Closed-loop stability conditions are derived by rigorous analysis. Simulation results are provided to demonstrate the efficacy of the proposed method.
相关链接	[来源记录]
收录类别	SCI ; EI
语种	英语
学校署名	其他
资助项目	National Natural Science Foundation of China["62173002","52301408","62173255"] ; Beijing Natural Science Foundation[4222045]
WOS研究方向	Automation & Control Systems
WOS类目	Automation & Control Systems
WOS记录号	WOS:001273931000004
出版者	IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
来源库	Web of Science
引用统计
成果类型	期刊论文
条目标识符	http://sustech.caswiz.com/handle/2SGJ60CL/790027
专题	南方科技大学
作者单位	1.North China Univ ofTechnol, Key Lab Fieldbus Technol & Automat Beijing, Beijing 100144, Peoples R China 2.Capital Univ Econ & Business, Sch Data Sci, Beijing 100070, Peoples R China 3.Southern Univ Sci & Technol, Ctr Control Sci & Technol, Shenzhen 518055, Peoples R China
推荐引用方式 GB/T 7714	Pang, Zhong-Hua,Zhang, Yumo,Sun, Xueyuan,et al. Data-Driven Adaptive Predictive Control Method With Autotuned Weighting Factor for Nonlinear Systems Using Triangular Dynamic Linearization[J]. IEEE-CAA JOURNAL OF AUTOMATICA SINICA,2024,11(8).
APA	Pang, Zhong-Hua,Zhang, Yumo,Sun, Xueyuan,Gao, Shengnan,&Liu, Guo-Ping.(2024).Data-Driven Adaptive Predictive Control Method With Autotuned Weighting Factor for Nonlinear Systems Using Triangular Dynamic Linearization.IEEE-CAA JOURNAL OF AUTOMATICA SINICA,11(8).
MLA	Pang, Zhong-Hua,et al."Data-Driven Adaptive Predictive Control Method With Autotuned Weighting Factor for Nonlinear Systems Using Triangular Dynamic Linearization".IEEE-CAA JOURNAL OF AUTOMATICA SINICA 11.8(2024).