Particle filtering based remaining useful life prediction for electromagnetic coil insulation | |
Guo HF(郭海丰)1,2,4,5,6; Xu AD(徐皑冬)1,2,6; Wang K(王锴)1,2,6; Sun Y(孙越)1,2,5,6; Han XJ(韩晓佳)1,2,5,6; Hong, Seung Ho3; Yu, Mengmeng3 | |
刊名 | Sensors (Switzerland)
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2021 | |
卷号 | 21期号:2页码:1-14 |
关键词 | insulation degradation insulation failure inter-turn short resonant frequency PF prognostics |
ISSN号 | 1424-8220 |
产权排序 | 1 |
英文摘要 | Electromagnetic coils are one of the key components of many systems. Their insulation failure can have severe effects on the systems in which coils are used. This paper focuses on insulation degradation monitoring and remaining useful life (RUL) prediction of electromagnetic coils. First, insulation degradation characteristics are extracted from coil high-frequency electrical parameters. Second, health indicator is defined based on insulation degradation characteristics to indicate the health degree of coil insulation. Finally, an insulation degradation model is constructed, and coil insulation RUL prediction is performed by particle filtering. Thermal accelerated degradation experiments are performed to validate the RUL prediction performance. The proposed method presents opportunities for predictive maintenance of systems that incorporate coils. |
资助项目 | National Natural Science Foundation of China[62073313] |
WOS研究方向 | Chemistry ; Engineering ; Instruments & Instrumentation |
语种 | 英语 |
WOS记录号 | WOS:000611702700001 |
资助机构 | National Natural Science Foundation of China (62073313) |
内容类型 | 期刊论文 |
源URL | [http://ir.sia.cn/handle/173321/28206] ![]() |
专题 | 沈阳自动化研究所_工业控制网络与系统研究室 |
通讯作者 | Wang K(王锴) |
作者单位 | 1.Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang 110016, China 2.Key Laboratory of Networked Control Systems, Chinese Academy of Sciences, Shenyang 110016, China 3.Department of Electronic Engineering, Hanyang University, Ansan 15588, Korea, Republic of 4.Liaoning Institute of Science and Technology, Benxi 117004, China 5.University of Chinese Academy of Sciences, Beijing 100049, China 6.Institutes for Robotics and Intelligent Manufacturing, Chinese Academy of Sciences, Shenyang 110169, China |
推荐引用方式 GB/T 7714 | Guo HF,Xu AD,Wang K,et al. Particle filtering based remaining useful life prediction for electromagnetic coil insulation[J]. Sensors (Switzerland),2021,21(2):1-14. |
APA | Guo HF.,Xu AD.,Wang K.,Sun Y.,Han XJ.,...&Yu, Mengmeng.(2021).Particle filtering based remaining useful life prediction for electromagnetic coil insulation.Sensors (Switzerland),21(2),1-14. |
MLA | Guo HF,et al."Particle filtering based remaining useful life prediction for electromagnetic coil insulation".Sensors (Switzerland) 21.2(2021):1-14. |
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