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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Jingxuan Deng

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Aug 2026

Physics-informed machine learning for reconstructing three-dimensional velocity fields from two-dimensional concentration fields

We present a multi-domain physics-informed neural network (MDPINN) framework for reconstructing three-dimensional (3D) velocity fields from sparse two-dimensional concentration measurements in complex microfluidic flows. The approach is demonstrated in intersecting channels at a Reynolds number of 320, where strong 3D...

N. Ohashi, Jingxuan Deng, Hantian Liu et al. · 0 citations

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