Tool wear prediction in turning using workpiece surface profile images and deep learning neural networks

Edge Location to Subpixel Values in Digital Imagery

A. Tabatabai, O.R. Mitchell · IEEE Transactions on Pattern Analysis and Machine Intelligence · 1984 · 310 citations

Engineering, Computer Engineering, Computer Science +16

Digital image processing with deep learning for automated cutting tool wear detection

Thomas Bergs, Carsten Holst, Pranjul Gupta et al. · Procedia Manufacturing · 2020 · 161 citations · Full text

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Tool wear mechanism and prediction in milling TC18 titanium alloy using deep learning

Junyan Ma, Decheng Luo, Xiaoping Liao et al. · Measurement · 2020 · 161 citations

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Deep learning-based tool wear prediction and its application for machining process using multi-scale feature fusion and channel attention mechanism

Xingwei Xu, Jianwen Wang, Bingfu Zhong et al. · Measurement · 2021 · 160 citations

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Research on tool wear prediction based on temperature signals and deep learning

Zhaopeng He, Tielin Shi, Jianping Xuan et al. · Wear · 2021 · 160 citations

Engineering, Computer Science, Mechanical Engineering +16