A Seasonal-Trend-Decomposition-Based Voltage-Source-Inverter Open-Circuit Fault Diagnosis Method

被引:10
|
作者
Zhou, Yang [1 ,2 ]
Zhao, Jin [1 ,2 ]
Song, Yujin [1 ,2 ]
Sun, Jiajiang [1 ,2 ]
Fu, Hu [1 ,2 ]
Chu, Min [1 ,2 ]
机构
[1] Huazhong Univ Sci & Technol, Key Lab Imaging Proc & Intelligence Control, Minist Educ, Wuhan 430074, Peoples R China
[2] Huazhong Univ Sci & Technol, Sch Artificial Intelligence & Automat, Wuhan 430074, Peoples R China
基金
中国国家自然科学基金;
关键词
Open-circuit (OC) fault; power transistor; seasonal-trend (S-T) decomposition; voltage-source inverter (VSI); DATA-DRIVEN METHOD; IGBT;
D O I
10.1109/TPEL.2022.3190937
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This article considers power transistor open-circuit fault in a two-level voltage-source inverter and proposes a highly accurate, robust, and simple diagnosis method based on seasonal-trend decomposition. First, the three-phase current signal is decomposed into the trend, seasonal, and remainder components through the simplified seasonal-trend decomposition algorithm. Then, two characteristics "seasonal index" and "trend index" are defined. The theoretical values of the two characteristic quantities under different conditions are derived through simplified current waveform analysis and approximate integral calculation. Finally, the thresholds of characteristic quantities are set, and the diagnosis algorithm is designed. Experiments verify the effectiveness and the merits of the proposed method.
引用
收藏
页码:15517 / 15527
页数:11
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