Feature Extraction Method of Series Arc Fault Occurred in Three-Phase Motor With Inverter Circuit

电弧故障断路器 断层(地质) 逆变器 谐波 控制理论(社会学) 三相 谐波 电子工程 工程类 系列(地层学) 功率(物理) 感应电动机 故障指示器 计算机科学 算法 电压 短路 电气工程 故障检测与隔离 声学 人工智能 物理 地质学 古生物学 生物 地震学 执行机构 量子力学 控制(管理)
作者
H. Gao,Wang Zhi-yong,Congxin Han,Aixia Tang,Fengyi Guo,Baifu Li
出处
期刊:IEEE Transactions on Power Electronics [Institute of Electrical and Electronics Engineers]
卷期号:37 (9): 11164-11173 被引量:7
标识
DOI:10.1109/tpel.2022.3164246
摘要

Series arc fault is one of the main causes of electrical fire. In a three-phase motor with inverter circuit, it is difficult to accurately identify series arc fault occurred in the lines at the back of the inverter, especially when the power supply contains complicated harmonics. To solve this problem, a new feature extraction method of the series arc fault based on the current signal measured at the front of the inverter (CSMFI) was proposed. The series arc fault experiments under different harmonic power supply conditions were carried out in the three-phase motor with inverter circuit. Five-layer decomposition was performed on the CSMFI by using empirical wavelet transform. The attractor track matrix (ATM) of each decomposed signal was established. The fault features of the series arc fault were obtained by calculating and selecting the singular values of the ATM. The series arc fault was identified by using an optimized support vector machine. The effectiveness of the method and its applicability under different experimental conditions were tested. The method can simultaneously identify the series arc fault occurred in the lines at the front or back of the inverter by analyzing the CSMFI. It also has strong anti-interference ability.
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