Inter-turn Short Circuit Diagnosis Using New D-Q Synchronous Min–Max Coordinate System and Linear Discriminant Analysis

Applied Sciences

Kyoung-Min Kim¹  Yeong-Jin Goh² 

[1] Automation, Suncheon Jeil College, Suncheon 57997, Korea;;Department of Electrical &

关键词: 3-phase induction motor;    fault diagnosis;    inter-turn short circuit (itsc);    linear discriminant analysis (lda);    d-q synchronous min–max coordinate;   

DOI  :  10.3390/app10061996

来源: DOAJ

【 摘 要 】

In this paper, a direct-quadrature (D-Q) synchronous min−max coordinate system is proposed (as a new method) for diagnosing the occurrence of inter-turn short circuits (ITSC) of three-phase induction motors, and it was found that this method can linearly diagnose such short circuits using only the maximum value of the d-axis current component from the heavy load to the full load. In the diagnosis of ITSC, a method to perform linear discriminant analysis (LDA) efficiently was applied owing to the difficulty of linear separation under light load conditions. In the aforementioned method, time burden is generated because operations are performed for the entire data and between classes. However, the proposed method is useful even when it is applied to the entire load with only the LDA eigenvector of the minimum light load. This is proved by the graphical evaluation of the interaction between the false acceptance rate (FAR) and false recognition rate (FRR), and the results demonstrate that the proposed method is more efficient than existing LDA application methods.

【 授权许可】

Unknown