Grinding wheel wear evaluation with the PMSCNN model

Grinding wheel wear evaluation with the PMSCNN model

Abstract The grinding wheel wear significantly affects machining efficiency and machining quality. Consequently, the grinding wheel wear assessment model PMSCNN derived from the Convolutional Neural Network (CNN) and the Transformer model is presented. Firstly, the grinding wheel spindle motor curre...

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Bibliographic Details
Main Authors: Sumei Si, Zekai Si, Deqiang Mu, Hailiang Tang
Format: Article
Language:English
Published: Nature Portfolio 2025-08-01
Series:Scientific Reports
Subjects:
Gradient boosting regressor
Position encoding
Grinding wear
Multi-head self-attention mechanism
CNN
Online Access:https://doi.org/10.1038/s41598-025-12406-8
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https://doi.org/10.1038/s41598-025-12406-8

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