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Reliable Fault Diagnosis of Bearings Using an Optimized Stacked Variational Denoising Auto-Encoder

Variational auto-encoders (VAE) have recently been successfully applied in the intelligent fault diagnosis of rolling bearings due to its self-learning ability and robustness. However, the hyper-parameters of VAEs depend, to a significant extent, on artificial settings, which is regarded as a common...

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Detalles Bibliográficos
Autores principales: Yan, Xiaoan, Xu, Yadong, She, Daoming, Zhang, Wan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8775338/
https://www.ncbi.nlm.nih.gov/pubmed/35052062
http://dx.doi.org/10.3390/e24010036