A selective deep stacked denoising autoencoders ensemble with negative correlation learning for gearbox fault diagnosis

SSDAE-NCL-based gearbox fault diagnosis. [Display omitted] •A novel selective DNN ensemble is proposed for gearbox fault diagnosis.•A selective SDAE with NCL (SSDAE-NCL) is developed as a recognizer.•SSDAE-NCL is easy to use for users than single DNN for gearbox fault diagnosis.•The results illustra...

Full description

Bibliographic Details

Published in:	Computers in industry Vol. 108; pp. 62 - 72
Main Author:	Yu, Jianbo
Format:	Journal Article
Language:	English
Published:	Elsevier B.V 01.06.2019
Subjects:	Deep learning Gearbox fault diagnosis Negative correlation learning Selective ensemble learning Stacked denoising autoencoder Deep learning Selective ensemble learning Stacked denoising autoencoder Gearbox fault diagnosis Negative correlation learning
ISSN:	0166-3615, 1872-6194
Online Access:	Get full text
Tags:	Add Tag No Tags, Be the first to tag this record!