Fault diagnosis of circuit breakers based on MSMOTE and FA-CNN-LSTM

ZHENG Yue; YAO Ying; JIN Cuicui; CHEN Zhaoyu; CAO Ranran; FAN Huaicong

doi:10.16136/j.joel.2025.04.0557

Journal of Optoelectronics · Laser, Volume. 36, Issue 4, 421(2025)

Fault diagnosis of circuit breakers based on MSMOTE and FA-CNN-LSTM

ZHENG Yue^1、*, YAO Ying², JIN Cuicui², CHEN Zhaoyu¹, CAO Ranran^3,4, and FAN Huaicong^3,4

Author Affiliations

¹State Grid Tianjin Electric Power Company, Tianjin 300010, China

²Electric Power Research Institute of State Grid Tianjin Electric Power Company, Tianjin 300384, China

³Tianjin Key Laboratory for Advanced Mechatronic System Design and Intelligent Control, School of Mechanical Engineering, Tianjin University of Technology, Tianjin 300384, China

⁴National Demonstration Center for Experimental Mechanical and Electrical Engineering Education,Tianjin University of Technology, Tianjin 300384, China

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ZHENG Yue, YAO Ying, JIN Cuicui, CHEN Zhaoyu, CAO Ranran, FAN Huaicong. Fault diagnosis of circuit breakers based on MSMOTE and FA-CNN-LSTM[J]. Journal of Optoelectronics · Laser, 2025, 36(4): 421

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Paper Information

Received: Oct. 26, 2023

Accepted: Mar. 21, 2025

Published Online: Mar. 21, 2025

The Author Email: ZHENG Yue (13820346730@163.com)

DOI:10.16136/j.joel.2025.04.0557

Topics

laser devices and laser physics

Lasers and Laser Optics

Laser physics

laser manufacturing

Instrumentation, Measurement and Metrology