An Intelligent Optimization-Based Particle Filter for Fault Diagnosis

doi:10.1109/ACCESS.2021.3068417

	An Intelligent Optimization-Based Particle Filter for Fault Diagnosis
	Cao, Zheng 1,2,3; Du, Xianjun 2
刊名	IEEE ACCESS
	2021
卷号	9 页码:87839-87848
关键词	Mathematical model Fault diagnosis Wind power generation Search problems Doubly fed induction generators Wind turbines Particle filters Fault diagnosis detection and isolation particle filter (PF) beetle swarm antennae search (BSAS) algorithm doubly fed induction generator (DFIG)
ISSN号	2169-3536
DOI	10.1109/ACCESS.2021.3068417
英文摘要	It is very important to implement the fault diagnosis technology in industrial processes to make the process more reliable. In this paper, an improved particle filter (PF) method based on a modified beetle swarm antennae search (BSAS) algorithm is proposed and verified in a doubly fed induction generator (DFIG) fault diagnosis application. Firstly, the search strategy of BSAS is improved to ensure its global search ability. Secondly, it is introduced to the traditional PF algorithm to improve the particle diversity and impoverishment drawbacks. Finally, the fault diagnosis algorithm is verified by combining the DFIG state space model. The simulation experimental of fault detection and isolation results show that the proposed method is simple and effective, and it can effectively monitor the occurrence of faults. For the fault diagnostic application, the method proposed in this paper could be implemented in other model based processes, including chemical process, biochemical wastewater treatment process, etc.
WOS研究方向	Computer Science ; Engineering ; Telecommunications
语种	英语
出版者	IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
WOS记录号	WOS:000673356700001
内容类型	期刊论文
源URL	[http://ir.lut.edu.cn/handle/2XXMBERH/148662]
专题	电气工程与信息工程学院
作者单位	1.Lanzhou Univ Technol, Natl Demonstrat Ctr Expt Elect & Control Engn Edu, Lanzhou 730050, Peoples R China 2.Lanzhou Univ Technol, Coll Elect & Informat Engn, Lanzhou 730050, Peoples R China; 3.Lanzhou Univ Technol, Key Lab Gansu Adv Control Ind Proc, Lanzhou 730050, Peoples R China;
推荐引用方式 GB/T 7714	Cao, Zheng,Du, Xianjun. An Intelligent Optimization-Based Particle Filter for Fault Diagnosis[J]. IEEE ACCESS,2021,9:87839-87848.
APA	Cao, Zheng,&Du, Xianjun.(2021).An Intelligent Optimization-Based Particle Filter for Fault Diagnosis.IEEE ACCESS,9,87839-87848.
MLA	Cao, Zheng,et al."An Intelligent Optimization-Based Particle Filter for Fault Diagnosis".IEEE ACCESS 9(2021):87839-87848.