Dr. Huan Liu Profile

Dr. Huan Liu

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Publications (3)

Proceedings Article | 11 October 2024 Paper

Dataset augmentation method for milling tool breakage monitoring based on auxiliary classifier generative adversarial networks

Huan Liu, Chao Long, Ziteng Li, Shuhao Kang, Zhichao You, Xi Wang, Duo Li

Proceedings Volume 13278, 132780V (2024) https://doi.org/10.1117/12.3032479

KEYWORDS: Education and training, Gallium nitride, Statistical modeling, Teeth, Network architectures, Data acquisition, Signal processing, Tunable filters, Feature extraction, Data modeling

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Proceedings Article | 11 October 2024 Paper

A threshold-based and neural network approach for multi-tooth milling cutter tool breakage monitoring

Huan Liu, Shuhao Kang, Ziteng Li, Chao Long, Zhichao You, Xi Wang, Duo Li

Proceedings Volume 13278, 132781J (2024) https://doi.org/10.1117/12.3032477

KEYWORDS: Fuzzy logic, Teeth, Neural networks, Sensors, Feature extraction, Vibration, Signal to noise ratio, Reliability, Manufacturing, Failure analysis

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Proceedings Article | 11 October 2024 Paper

A physical guided data-driven tool condition monitoring model for high-speed vertical milling of carbon fiber reinforced polymer

Zhichao You, Ziteng Li, Huan Liu, Shuhao Kang, Chao Long, Duo Li

Proceedings Volume 13278, 1327816 (2024) https://doi.org/10.1117/12.3032239

KEYWORDS: Data modeling, Carbon fibers, Physics, Performance modeling, Statistical modeling, Feature extraction, Deep learning

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