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    Comparative Study between Physics-Informed CNN and PCA in Induction Motor Broken Bars MCSA Detection by Abderrahim Boushaba, Sebastien Cauet, Afzal Chamroo, Erik Etien, Laurent Rambault

    Published 2022-12-01
    “…In this article, two methods for broken bar detection in induction motors are considered and tested using data collected from the LIAS laboratory at the University of Poitiers. The first approach is Motor Current Signature Analysis (MCSA) with Convolutional Neural Networks (CNN), in which measurements have to be processed in the frequency domain before training the CNN to ensure that the resulting model is physically informed. …”
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