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Light convolutional neural network by neural architecture search and model pruning for bearing fault diagnosis and remaining useful life prediction

Convolutional Neural Network (CNN) has been extensively used in bearing fault diagnosis and Remaining Useful Life (RUL) prediction. However, accompanied by CNN’s increasing performance is a deeper network structure and growing parameter size. This prevents it from being deployed in industrial applic...

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Detalles Bibliográficos
Autores principales: Ruan, Diwang, Han, Jinzhao, Yan, Jianping, Gühmann, Clemens
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10073187/
https://www.ncbi.nlm.nih.gov/pubmed/37015955
http://dx.doi.org/10.1038/s41598-023-31532-9