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
收藏
页数:21
相关论文
共 50 条
  • [21] Adaptive current protection for three-phase short-circuit faults in active distribution networks
    Su, Shi
    Li, Yuan
    He, Xuehao
    Xie, Qingyang
    Chen, Xiaolong
    Zheng, Zhiyan
    Li, Botong
    Zhang, Jing
    IET RENEWABLE POWER GENERATION, 2024, 18 : 4621 - 4637
  • [22] Hybrid Model-Based Fuzzy Logic Diagnostic System for Stator Faults in Three-Phase Cage Induction Motors
    Aswad, Raya A. K.
    Jassim, Bassim M. H.
    Zahawi, Bashar
    Gadoue, Shady
    IEEE ACCESS, 2023, 11 : 75707 - 75714
  • [23] Analysis of Three-Phase Power Transformer Windings Forces Caused by Magnetic Inrush and Short-Circuit Currents
    Li, Hongkui
    Li, Yan
    Sun, Xi
    Li, Dongxu
    Jing, Youteng
    2009 INTERNATIONAL CONFERENCE ON APPLIED SUPERCONDUCTIVITY AND ELECTROMAGNETIC DEVICES, 2009, : 229 - +
  • [24] Classification of inter-turn short-circuit faults in induction motors based on quaternion analysis
    Cardenas-Cornejo, Juan-Jose
    Ibarra-Manzano, Mario-Alberto
    Gonzalez-Parada, Adrian
    Castro-Sanchez, Rogelio
    Almanza-Ojeda, Dora-Luz
    MEASUREMENT, 2023, 222
  • [25] An innovative MRAS-based technique for online detection of short-circuit faults in three-phase induction motor windings
    Milles, Abdessmad
    Benbouhenni, Habib
    Debdouche, Naamane
    Yessef, Mourad
    Elbarbary, Z. M. S.
    ELECTRICAL ENGINEERING, 2024, : 5269 - 5290
  • [26] Time Domain Diagnosis of Multiple Faults in Three Phase Induction Motors Using Inteligent Approaches
    Palacios, R. H. C.
    Godoy, W. F.
    Goedtel, A.
    da Silva, I. N.
    Morinigo-Sotelo, D.
    Duque-Perez, O.
    2017 IEEE 11TH INTERNATIONAL SYMPOSIUM ON DIAGNOSTICS FOR ELECTRICAL MACHINES, POWER ELECTRONICS AND DRIVES (SDEMPED), 2017, : 85 - 89
  • [27] The design of multiple linear regression models using a genetic algorithm to diagnose initial short-circuit faults in 3-phase induction motors
    Junior, Arismar M. G.
    Silva, Valceres V. R.
    Baccarini, Lane M. R.
    Mendes, Livia F. S.
    APPLIED SOFT COMPUTING, 2018, 63 : 50 - 58
  • [28] Short-Circuit Fault Diagnosis of a Three-Phase Current-Source Inverter
    Narasimhan, Sneha
    Rastogi, Sagar Kumar
    Bhattacharya, Subhashish
    2022 IEEE ENERGY CONVERSION CONGRESS AND EXPOSITION (ECCE), 2022,
  • [29] Probabilistic short-circuit analysis in unbalanced three-phase power systems
    Carpinelli, G
    Proto, D
    Di Perna, C
    Varilone, P
    Verde, P
    2004 INTERNATIONAL CONFERENCE ON PROBABILISTIC METHODS APPLIED TO POWER SYSTEMS, 2004, : 807 - 812
  • [30] Diagnosis of Stator Winding Inter-turn Short Circuit in Three-Phase Induction Motors by Using Artificial Neural Networks
    Broniera, P. J.
    Gongora, W. S.
    Goedtel, A.
    Godoy, W. F.
    2013 9TH IEEE INTERNATIONAL SYMPOSIUM ON DIAGNOSTICS FOR ELECTRIC MACHINES, POWER ELECTRONICS AND DRIVES (SDEMPED), 2013, : 281 - 287