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Deep energy learning integrating dual-weight adaptive network and adversarial training: An open-set fault diagnosis model for rolling bearings under cross-device conditions

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Proceedings of the Institution of Mechanical Engineers, Part C: Journal of Mechanical Engineering Science

Published online on

Abstract

Proceedings of the Institution of Mechanical Engineers, Part C: Journal of Mechanical Engineering Science, Ahead of Print.
Open-set fault diagnosis of rolling bearings is pivotal for the simultaneous detection of known and unknown anomalies in the intelligent operation and maintenance of industrial equipment. Conventional deep-learning approaches exhibit overfitting and ...