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Kun-Xiang Luo

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Open access Oct 2026

A method for predicting tool remaining useful life based on a physics-informed neural network

This paper proposes a Physics-Informed Neural Network (PINN)-based method for tool remaining useful life (RUL) prediction by incorporating physical wear evolution laws into a data-driven prediction framework. The method improves prediction accuracy and enhances cross-scenario adaptability through consistency with t...

Jin-Ping Chen, Li-Juan Shen, Zhi-Sheng Ye et al. · 0 citations

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