An enhancement denoising autoencoder for rolling bearing fault diagnosis

•A novel data preprocessing method is proposed when there is not enough data for the model.•Adjust the regularization parameters appropriately as the number of layers changes.•Improve the parameter norm penalty by combining with elastic net regularization. Denoising autoencoders can automatically le...

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Bibliographic Details

Published in:	Measurement : journal of the International Measurement Confederation Vol. 130; pp. 448 - 454
Main Authors:	Meng, Zong, Zhan, Xuyang, Li, Jing, Pan, Zuozhou
Format:	Journal Article
Language:	English
Published:	Elsevier Ltd 01.12.2018
Subjects:	Denoising autoencoder Elastic net Fault diagnosis Hyperparameter Regularisation Fault diagnosis Denoising autoencoder Hyperparameter Elastic net Regularisation
ISSN:	0263-2241, 1873-412X
Online Access:	Get full text
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