An intelligent diagnosis scheme based on generative adversarial learning deep neural networks and its application to planetary gearbox fault pattern recognition

•A new diagnostic model named SDAE-GAN is proposed.•The model combines Generative Adversarial Networks and Stacked Denoising Autoencoders.•The performance of the model is investigated in the planetary gearbox experiment platform.•Results suggest that SDAE-GAN is better than SDAE and other common dia...

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Bibliographic Details

Published in:	Neurocomputing (Amsterdam) Vol. 310; pp. 213 - 222
Main Authors:	Wang, Zirui, Wang, Jun, Wang, Youren
Format:	Journal Article
Language:	English
Published:	Elsevier B.V 08.10.2018
Subjects:	Adversarial machine learning Deep stacked denoising autoencoders Fault diagnosis Generative adversarial networks Planetary gearbox Small samples Fault diagnosis Generative adversarial networks Deep stacked denoising autoencoders Adversarial machine learning Planetary gearbox Small samples
ISSN:	0925-2312, 1872-8286
Online Access:	Get full text
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