南方科技大学知识苑(SUSTech KC): Demagnetization Fault Diagnosis of PMSM Using Custom Phase Space Reconstruction Image

题名	Demagnetization Fault Diagnosis of PMSM Using Custom Phase Space Reconstruction Image
作者	Xie, Jinping 1; Long, Zhuo 2; Zhang, Xiaofei 1; Qin, Guojun 1; Huang, Fengqin 1; Rao, Zhimeng3
通讯作者	Long, Zhuo; Zhang, Xiaofei
发表日期	2023
DOI	10.1109/TIM.2023.3302935
发表期刊	IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT 影响因子和分区
ISSN	0018-9456
EISSN	1557-9662
卷号	72
摘要	In traditional one-dimensional (1-D) signal-based fault diagnosis methods, there are difficulties in signal feature extraction and complexities in adjusting model hyperparameters. Therefore, a demagnetization fault diagnosis method for permanent magnet synchronous motor (PMSM) using a custom phase space reconstruction (CPSR) image is proposed, which can be generalized to condition recognition. First, a CPSR method is proposed to reconstruct the magnetic leakage signal into a two-dimensional (2-D) data image. Second, to overcome the problem of poor diagnosability of high-dimensional shallow features in existing local feature extraction methods, an image feature coding (IFC) method is proposed, which can improve diagnostic performance through deep feature extraction and coding. Third, the improved autonomous learning multimodel constructs different fault data clouds with coded information, and realizes fault diagnosis according to the fuzzy rules of the data cloud. Four kinds of demagnetized fault motors were manufactured for experimental verification. The extensive experimental results demonstrate that the proposed method is effective.
关键词	Data image feature coding technology intelligent fault diagnosis permanent magnet synchronous motor (PMSM)
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 Science Foundation of China[52077064] ; Key Research and Development Program of Hunan[2023GK2006] ; National Key Research and Development Program of China[2022YFF0608700]
WOS研究方向	Engineering ; Instruments & Instrumentation
WOS类目	Engineering, Electrical & Electronic ; Instruments & Instrumentation
WOS记录号	WOS:001053888300019
出版者	IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
EI入藏号	20233314569758
EI主题词	Codes (symbols) ; Computerized tomography ; Extraction ; Failure analysis ; Fault detection ; Fuzzy inference ; Image enhancement ; Image reconstruction ; Permanent magnets ; Phase space methods ; Synchronous motors ; Time series analysis
EI分类号	Electric Components:704.1 ; AC Motors:705.3.1 ; Computer Theory, Includes Formal Logic, Automata Theory, Switching Theory, Programming Theory:721.1 ; Data Processing and Image Processing:723.2 ; Expert Systems:723.4.1 ; Computer Applications:723.5 ; Chemical Operations:802.3 ; Mathematics:921 ; Mathematical Statistics:922.2
ESI学科分类	ENGINEERING
来源库	Web of Science
引用统计	被引频次[WOS]：6
成果类型	期刊论文
条目标识符	http://sustech.caswiz.com/handle/2SGJ60CL/553550
专题	工学院
作者单位	1.Hunan Univ, Coll Elect & Informat Engn, Changsha 410082, Peoples R China 2.Changsha Univ Sci & Technol, Coll Elect & Informat Engn, Changsha 410004, Peoples R China 3.South Univ Sci & Technol, Coll Engn, Shenzhen 518055, Peoples R China
推荐引用方式 GB/T 7714	Xie, Jinping,Long, Zhuo,Zhang, Xiaofei,et al. Demagnetization Fault Diagnosis of PMSM Using Custom Phase Space Reconstruction Image[J]. IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT,2023,72.
APA	Xie, Jinping,Long, Zhuo,Zhang, Xiaofei,Qin, Guojun,Huang, Fengqin,&Rao, Zhimeng.(2023).Demagnetization Fault Diagnosis of PMSM Using Custom Phase Space Reconstruction Image.IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT,72.
MLA	Xie, Jinping,et al."Demagnetization Fault Diagnosis of PMSM Using Custom Phase Space Reconstruction Image".IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT 72(2023).