Adaptive Variational Modal Decomposition–Dual Attention Mechanism Parallel Residual Network: A Tool Lifetime Prediction Method Based on Adaptive Noise Reduction

Adaptive Variational Modal Decomposition–Dual Attention Mechanism Parallel Residual Network: A Tool Lifetime Prediction Method Based on Adaptive Noise Reduction

This paper addresses the issue of noise interference and variable working conditions in the production and machining environment, which lead to weak tool life features and reduced prediction accuracy. A tool lifetime prediction method based on AVMD-DAMResNet is proposed. The method first adapts the...

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Bibliographic Details
Main Authors: Jing Kang, Taiyong Wang, Yi Li, Ye Wei, Yaomin Zhang, Ying Tian
Format: Article
Language:English
Published: MDPI AG 2024-12-01
Series:Mathematics
Subjects:
tool lifetime prediction
signal denoising
variational modal decomposition
residual neural network
Online Access:https://www.mdpi.com/2227-7390/13/1/25
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