Diagnosis of Multiple Short-Circuit Faults in Three-Phase Induction Motors Using Electric Phasor Analysis of Line Currents and Fuzzy Logic

被引:0
|
作者
Reyes-Malanche, Josue A. [1 ]
Ramirez-Velasco, Efrain [2 ]
Villalobos-Pina, Francisco J. [2 ]
Yepez, Eduardo-Cabal [3 ]
机构
[1] Univ Tecnol Aguascalientes, Dept Prod & Segur Ind, Aguascalientes 20200, Mexico
[2] TecNm Inst Tecnol Aguascalientes, Dept Ingn Elect Elect, Aguascalientes 20256, Mexico
[3] Univ Guanajuato, Multidisciplinary Studies Dept, Engn Div, Campus Irapuato Salamanca, Guanajuato 38944, Mexico
关键词
phasor analysis; short-circuit; multiple faults; induction motor; fuzzy logic; STATOR;
D O I
10.3390/pr13010070
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
The three-phase induction motor (IM) plays an essential role in industry; therefore, ensuring these motors operate under faultless and reliable conditions. Previous studies have reported that 28% to 38% of IM failures are related to the stator windings. For this reason, numerous efforts have been made to develop low-cost procedures for early fault detection in IMs. However, their primary drawback is that they involve complex mathematical operations for analyzing acquired information in the frequency or time-frequency domains, making online implementation challenging. Consequently, there remains a need for a reliable, online method to detect faulty conditions in IMs. In this work, a straightforward methodology based on the phasor-representation analysis and a fuzzy logic classifier is proposed for the online detection and classification of short-circuit faults in a three-phase IM. The signal-processing technique in this approach involves basic arithmetic operations, making it feasible for implementation on the Texas Instruments 32-bit, floating-point digital signal processor TMS320F28335. The obtained results demonstrate the efficacy and utility of the proposed methodology in detecting and classifying incipient or simultaneous short-circuit faults. It significantly reduces processing time while achieving high precision and accuracy compared to previous approaches reported in recent literature.
引用
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页数:21
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