Permissible Area Analyses of Measurement Errors with Required Fault Diagnosability Performance

doi:10.3390/s19224880

	Permissible Area Analyses of Measurement Errors with Required Fault Diagnosability Performance
	Jiang, Dong-Nian1,2 ; Li, Wei1,2
	2019-11
发表期刊	SENSORS
ISSN	14248220
卷号	19 期号:22
摘要	Fault diagnosability is the basis of fault diagnosis. Fault diagnosability evaluation refers to whether there is enough measurable information in the system to support the rapid and reliable detection of a fault. However, due to unavoidable measurement errors in a system, a quantitative evaluation index of system fault diagnosability is inadequate. In order to overcome the adverse effects of measurement errors, improve the accuracy of the quantitative evaluation of fault diagnosability, and improve the safety level of the system, a method for a permissible area analysis of measurement errors for a quantitative evaluation of fault diagnosability is proposed in this paper. Firstly, in order for the residuals obey normal distribution, a design method of the permissible area of measurement errors based on the Kullback-Leibler divergence (KLD) is given. Secondly, two key problems in calculating the KLD are solved by sparse kernel density estimation and the Monte Carlo method. Finally, the feasibility and validity of the method are analyzed through a case study.
关键词	fault diagnosability quantitative evaluation Kullback-Leibler divergence
DOI	10.3390/s19224880
收录类别	SCI
语种	英语
资助项目	National Natural Science of China[61763027] ; Industrial Support and Guidance Project of Colleges and Universities in Gansu Province[2019C-05] ; Open Fund Project of Key Laboratory of Gansu Advanced Control for Industrial Processes[2019KFJJ04][2019KFJJ03]
WOS研究方向	Chemistry ; Engineering ; Instruments & Instrumentation
WOS类目	Chemistry, Analytical ; Engineering, Electrical & Electronic ; Instruments & Instrumentation
WOS记录号	WOS:000503381500059
出版者	MDPI
EI入藏号	20194607670306
EI主题词	Fault detection
EI分类号	922.1 Probability Theory - 922.2 Mathematical Statistics
引用统计	被引频次：2[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	https://ir.lut.edu.cn/handle/2XXMBERH/64119
专题	电气工程与信息工程学院
通讯作者	Jiang, Dong-Nian
作者单位	1.Lanzhou Univ Technol, Coll Elect & Informat Engn, Lanzhou 730050, Gansu, Peoples R China 2.Key Lab Gansu Adv Control Ind Proc, Lanzhou 730050, Gansu, Peoples R China
第一作者单位	电气工程与信息工程学院
通讯作者单位	电气工程与信息工程学院
第一作者的第一单位	电气工程与信息工程学院
推荐引用方式 GB/T 7714	Jiang, Dong-Nian,Li, Wei. Permissible Area Analyses of Measurement Errors with Required Fault Diagnosability Performance[J]. SENSORS,2019,19(22).
APA	Jiang, Dong-Nian,&Li, Wei.(2019).Permissible Area Analyses of Measurement Errors with Required Fault Diagnosability Performance.SENSORS,19(22).
MLA	Jiang, Dong-Nian,et al."Permissible Area Analyses of Measurement Errors with Required Fault Diagnosability Performance".SENSORS 19.22(2019).