Reliability evaluation of rolling bearings based on generative adversarial network sample enhancement and maximum entropy method

Reliability evaluation of rolling bearings based on generative adversarial network sample enhancement and maximum entropy method

Abstract Aiming at the difficulty of extracting vibration data under actual working conditions of rolling bearings, this paper proposes a bearing reliability evaluation method based on generative adversarial network sample enhancement and maximum entropy method under the condition of few samples. Ba...

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Bibliographic Details
Main Authors: Fannian Meng, Liujie Wang, Hao Li, Wenliao Du, Xiaoyun Gong, Changjun Wu, Shuangqiang Luo
Format: Article
Language:English
Published: Nature Portfolio 2024-12-01
Series:Scientific Reports
Subjects:
Generative adversarial network
Maximum entropy principle
Reliability
Lack of information
Sample enhancement
Online Access:https://doi.org/10.1038/s41598-024-82452-1
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https://doi.org/10.1038/s41598-024-82452-1

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