Aging Detection of 110 kV XLPE Cable for a CFETR Power Supply System Based on Deep Neural Network

doi:10.3390/en15093127

	Aging Detection of 110 kV XLPE Cable for a CFETR Power Supply System Based on Deep Neural Network
	Chen, Hui 1,2; Wang, Junjia 2; Hu, Hejun 1,2; Li, Xiaofeng 1,2; Huang, Yiyun 2
刊名	ENERGIES
	2022-05-01
卷号	15
关键词	TOKAMAK cable aging CFETR high harmonic content deep neural network
DOI	10.3390/en15093127
通讯作者	Huang, Yiyun(yyhuang@ipp.ac.cn)
英文摘要	To detect the aging of power cables in the TOKAMAK power supply systems, this paper proposed a deep neural network diagnosis model and algorithm for power cable aging, based on logistic regression according to the characteristics of different high-order harmonics generated by different aging parts of the power cable. The experimental results showed that the model has high diagnostic accuracy, and the average error is only 2.35%. The method proposed in this paper has certain application potential in the CFETR power cable auxiliary monitoring system.
资助项目	Comprehensive Research Facility For Fusion Technology Program Of China[2018-000052-73-01-001228] ; Hefei Institutes Of Physical Science Fund, Chinese Academy Of Sciences[Yzjj2021qn16]
WOS关键词	FAULT-DIAGNOSIS
WOS研究方向	Energy & Fuels
语种	英语
出版者	MDPI
WOS记录号	WOS:000794498000001
资助机构	Comprehensive Research Facility For Fusion Technology Program Of China ; Hefei Institutes Of Physical Science Fund, Chinese Academy Of Sciences
内容类型	期刊论文
源URL	[http://ir.hfcas.ac.cn:8080/handle/334002/130849]
专题	中国科学院合肥物质科学研究院
通讯作者	Huang, Yiyun
作者单位	1.USTC, Scinece Isl Branch, Grad Sch, Hefei 230026, Peoples R China 2.Chinese Acad Sci, Inst Plasma Phys, Hefei 230031, Peoples R China
推荐引用方式 GB/T 7714	Chen, Hui,Wang, Junjia,Hu, Hejun,et al. Aging Detection of 110 kV XLPE Cable for a CFETR Power Supply System Based on Deep Neural Network[J]. ENERGIES,2022,15.
APA	Chen, Hui,Wang, Junjia,Hu, Hejun,Li, Xiaofeng,&Huang, Yiyun.(2022).Aging Detection of 110 kV XLPE Cable for a CFETR Power Supply System Based on Deep Neural Network.ENERGIES,15.
MLA	Chen, Hui,et al."Aging Detection of 110 kV XLPE Cable for a CFETR Power Supply System Based on Deep Neural Network".ENERGIES 15(2022).