Advanced Fault Detection and Severity Analysis of Broken Rotor Bars in Induction Motors: Comparative Classification and Feature Study Using Dimensionality Reduction Techniques

Advanced Fault Detection and Severity Analysis of Broken Rotor Bars in Induction Motors: Comparative Classification and Feature Study Using Dimensionality Reduction Techniques

This paper presents an experimental investigation into the detection and classification of broken rotor bar (BRB) faults in a 1.1 kW squirrel cage induction motor (IM) across various load conditions and fault severities: 1.5 BRBs, 2 BRBs, 2.5 BRBs, and 3 BRBs. Motor current signature analysis (MCSA)...

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Bibliographic Details
Main Authors: Rahul R. Kumar, Litili O. Waisale, Jiuta L. Tamata, Andrea Tortella, Shahin H. Kia, Mauro Andriollo
Format: Article
Language:English
Published: MDPI AG 2024-12-01
Series:Machines
Subjects:
squirrel cage induction motor
broken rotor bars
dimensionality reduction
signal processing
principal component analysis
curvilinear component analysis
Online Access:https://www.mdpi.com/2075-1702/12/12/890
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