Multi-layer convolutional dictionary learning network for signal denoising and its application to explainable rolling bearing fault diagnosis

As a vital mechanical sub-component, the health monitoring of rolling bearings is important. Vibration signal analysis is a commonly used approach for fault diagnosis of bearings. Nevertheless, the collected vibration signals cannot avoid interference from noises which has a negative influence on fa...

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Veröffentlicht in:	ISA transactions Jg. 147; S. 55 - 70
Hauptverfasser:	Qin, Yi, Yang, Rui, He, Biao, Chen, Dingliang, Mao, Yongfang
Format:	Journal Article
Sprache:	Englisch
Veröffentlicht:	United States Elsevier Ltd 01.04.2024
Schlagworte:	Dictionary learning Multi-layer sparse coding Signal denoising Sparse representation Unrolling Multi-layer sparse coding Sparse representation Unrolling Signal denoising Dictionary learning
ISSN:	0019-0578, 1879-2022, 1879-2022
Online-Zugang:	Volltext
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