Research on Gearbox Fault Diagnosis Method Based on VMD and Optimized LSTM

Research on Gearbox Fault Diagnosis Method Based on VMD and Optimized LSTM

The reliability of gearboxes is extremely important for the normal operation of mechanical equipment. This paper proposes an optimized long short-term memory (LSTM) neural network fault diagnosis method. Additionally, a feature extraction method is employed, utilizing variational mode decomposition...

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Bibliographic Details
Main Authors: Bang-Cheng Zhang, Shi-Qi Sun, Xiao-Jing Yin, Wei-Dong He, Zhi Gao
Format: Article
Language:English
Published: MDPI AG 2023-10-01
Series:Applied Sciences
Subjects:
fault diagnosis
variational mode decomposition
chameleon search algorithm
long short-term memory neural network
gearbox
Online Access:https://www.mdpi.com/2076-3417/13/21/11637

Internet

https://www.mdpi.com/2076-3417/13/21/11637

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