A shift in paradigm for system identification

doi:10.1080/00207179.2019.1578407

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	A shift in paradigm for system identification
	Ljung, Lennart 1; Chen, Tianshi 2,3; Mu, Biqiang 4
	2020-02-01
发表期刊	INTERNATIONAL JOURNAL OF CONTROL
ISSN	0020-7179
卷号	93 期号:2 页码:173-180
摘要	System identification is a mature research area with well established paradigms, mostly based on classical statistical methods. Recently, there has been considerable interest in so called kernel-based regularisation methods applied to system identification problem. The recent literature on this is extensive and at times difficult to digest. The purpose of this contribution is to provide an accessible account of the main ideas and results of kernel-based regularisation methods for system identification. The focus is to assess the impact of these new techniques on the field and traditional paradigms.
关键词	System identification linear regressions bias-variance tradeoff regularisation kernel methods
DOI	10.1080/00207179.2019.1578407
收录类别	SCI
语种	英语
WOS研究方向	Automation & Control Systems
WOS类目	Automation & Control Systems
WOS记录号	WOS:000513185600002
出版者	TAYLOR & FRANCIS LTD
引用统计
文献类型	期刊论文
条目标识符	http://ir.amss.ac.cn/handle/2S8OKBNM/50868
专题	中国科学院数学与系统科学研究院
通讯作者	Ljung, Lennart
作者单位	1.Linkoping Univ, Dept Elect Engn, Div Automat Control, Linkoping, Sweden 2.Chinese Univ Hong Kong, Sch Sci & Engn, Shenzhen, Peoples R China 3.Chinese Univ Hong Kong, Shenzhen Res Inst Big Data, Shenzhen, Peoples R China 4.Chinese Acad Sci, Acad Math & Syst Sci, Inst Syst Sci, Key Lab Syst & Control, Beijing, Peoples R China
推荐引用方式 GB/T 7714	Ljung, Lennart,Chen, Tianshi,Mu, Biqiang. A shift in paradigm for system identification[J]. INTERNATIONAL JOURNAL OF CONTROL,2020,93(2):173-180.
APA	Ljung, Lennart,Chen, Tianshi,&Mu, Biqiang.(2020).A shift in paradigm for system identification.INTERNATIONAL JOURNAL OF CONTROL,93(2),173-180.
MLA	Ljung, Lennart,et al."A shift in paradigm for system identification".INTERNATIONAL JOURNAL OF CONTROL 93.2(2020):173-180.