Stator Fault Diagnosis of a Permanent Magnet Synchronous Generator Using a Decision Tree Classifier

This work presents a decision tree-based classifier to diagnose short circuit faults between the stator’s turns in a permanent magnet synchronous generator. The generator currents are processed with the discrete wavelet transform to obtain features to feed the binary classifier that performs the diagnosis. Experimental results are presented to show the performance of the proposed scheme.

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Publication Details

Journal
Memorias del Congreso Nacional de Control Automático
Published
2024-12-27
DOI
https://doi.org/10.58571/cnca.amca.2024.068
Primary Topic
Machine Fault Diagnosis Techniques
Type
article
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article

Stator Fault Diagnosis of a Permanent Magnet Synchronous Generator Using a Decision Tree Classifier

Victor M. Cardenas, Ricardo Álvarez-Salas, Mario González-García, Francisco Javier Villalobos Piña et al.
Memorias del Congreso Nacional de Control Automático
Machine Fault Diagnosis Techniques
article

Stator Fault Diagnosis of a Permanent Magnet Synchronous Generator Using a Decision Tree Classifier

Victor M. Cardenas, Ricardo Álvarez-Salas, Mario González-García, Francisco Javier Villalobos Piña, J. Salas
article en

Abstract

This work presents a decision tree-based classifier to diagnose short circuit faults between the stator’s turns in a permanent magnet synchronous generator. The generator currents are processed with the discrete wavelet transform to obtain features to feed the binary classifier that performs the diagnosis. Experimental results are presented to show the performance of the proposed scheme.

Memorias del Congreso Nacional de Control AutomáticoVol. 7(1)
Openalex Percentile: Top 70%
Machine Fault Diagnosis Techniques
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Stator Fault Diagnosis of a Permanent Magnet Synchronous Generator Using a Decision Tree Classifier — Victor M. Cardenas, Ricardo Álvarez-Salas, et al. · Memorias del Congreso Nacional de Control Automático (2024) | TGRS Research Map | TGRS