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Journal of Biomechanical Engineering|July 8, 2026

Physics-Informed Neural Network Assisted Extraction of Height-averaged Pulsatile Flow Velocity From Scalar Signal Transport in a Shallow Microfluidic ChannelYu-Xing Gong, Yi-Teng Wang, Jia-Guo Yin, et al.

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Journal of Biomechanical Engineering|July 8, 2026

Physics-Informed Neural Network Assisted Extraction of Height-averaged Pulsatile Flow Velocity From Scalar Signal Transport in a Shallow Microfluidic ChannelYu-Xing Gong, Yi-Teng Wang, Jia-Guo Yin, et al.

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