A Diagnostic Method for IGBTs Open-circuit Faults in NPC Inverter

被引:0
|
作者
Chu, Min [1 ]
Zhao, Jin [1 ]
Song, YuJin [1 ]
Wu, ZhiXi [1 ]
Ding, XinZhong [2 ]
机构
[1] Huazhong Univ Sci & Technol, Sch Artificial Intelligence & Automat, Wuhan 430074, Hubei, Peoples R China
[2] Shanghai Step Robot Co Ltd, Shanghai 201801, Peoples R China
关键词
NPC Inverter; Open-circuit Faults; Signal-driven and Data-driven; Fault Diagnosis; Open-loop v/f Control; RECTIFIERS; ALGORITHM;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper proposes an integration fault diagnosis approach of signal-driven method and data-driven method for three-level inverter feeding induction motor under open-loop v/f control. The current paths are analyzed under the normal case and open-circuit fault cases in the IGBTs. A method combining signal-driven and data-driven is proposed. The average values of the positive and negative currents and the ratios are used to be the input features of a two-layer feedforward neural network. Experiments are carried out at different speed and load conditions, which verify the effectiveness of the proposed method.
引用
收藏
页码:3972 / 3977
页数:6
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