Real-Time Motor Fault Detection by 1-D Convolutional Neural Networks

İnce, Türker; Kıranyaz, Serkan; Eren, Levent; Aşkar, Murat; Gabbouj, Moncef

doi:10.1109/tie.2016.2582729

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Real-Time Motor Fault Detection by 1-D Convolutional Neural Networks

Published in IEEE Transactions on Industrial Electronics • Jun 29, 2016

Authors:

Türker İnce

Serkan Kıranyaz

Levent Eren

Abstract

Early detection of the motor faults is essential and artificial neural networks are widely used for this purpose. The typical systems usually encapsulate two distinct blocks: feature extraction and classification. Such fixed and hand-crafted features may be a suboptimal choice and require a signific...

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Feature extraction

Convolutional neural network

Computer science

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