Fault detection method based on data-driven residual evaluation strategy

doi:10.13195/j.kzyjc.2016.0706

	Fault detection method based on data-driven residual evaluation strategy
	Jiang, Dong-Nian1,2 ; Li, Wei 1,2
	2017-07-01
发表期刊	Kongzhi yu Juece/Control and Decision
ISSN	10010920
卷号	32 期号:7 页码:1181-1188
摘要	This paper proposes a fault detection method based on the residual evaluation strategy. On the basis of the system residual error data only, do not rely on the system analytical model for fault detection, a new theoretical basis is provided for fault detection based on the data-driven method for the complex system. In order to improve the accuracy of the system fault detection, the fault detection threshold is optimally designed on the basis of fault miss alarm ratio and false alarm ratio. And by detecting the possible failure of the excitation system in the vehicle power system, the accuracy and effectiveness of the proposed method is verified. © 2017, Editorial Office of Control and Decision. All right reserved.
关键词	Computer simulation Control engineering Data driven Data-driven methods Detection threshold Evaluation strategies Excitation system Kullback Leibler divergence Residual evaluation System fault detection
DOI	10.13195/j.kzyjc.2016.0706
收录类别	EI
语种	中文
出版者	Northeast University
EI入藏号	20173904217657
EI主题词	Fault detection
EI分类号	723.5 Computer Applications
来源库	Compendex
分类代码	723.5 Computer Applications
引用统计	无
文献类型	期刊论文
条目标识符	https://ir.lut.edu.cn/handle/2XXMBERH/114413
专题	电气工程与信息工程学院
作者单位	1.College of Electrical and Information Engineering, Lanzhou University of Technology, Lanzhou; 730050, China; 2.Key Laboratory of Gansu Advanced Control for Industrial Processes, Lanzhou University of Technology, Lanzhou; 730050, China
第一作者单位	兰州理工大学
第一作者的第一单位	兰州理工大学
推荐引用方式 GB/T 7714	Jiang, Dong-Nian,Li, Wei. Fault detection method based on data-driven residual evaluation strategy[J]. Kongzhi yu Juece/Control and Decision,2017,32(7):1181-1188.
APA	Jiang, Dong-Nian,&Li, Wei.(2017).Fault detection method based on data-driven residual evaluation strategy.Kongzhi yu Juece/Control and Decision,32(7),1181-1188.
MLA	Jiang, Dong-Nian,et al."Fault detection method based on data-driven residual evaluation strategy".Kongzhi yu Juece/Control and Decision 32.7(2017):1181-1188.