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

Abstract 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 industri...

Full description

Bibliographic Details
Main Authors: Diwang Ruan, Jinzhao Han, Jianping Yan, Clemens Gühmann
Format: Article
Language:English
Published: Nature Portfolio 2023-04-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-023-31532-9