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physics.flu-dyn2021
U-Net-Based Surrogate Model For Evaluation of Microfluidic Channels
Quang Tuyen Le, Pao-Hsiung Chiu, Chin Chun Ooi
Microfluidics have shown great promise in multiple applications, especially in biomedical diagnostics and separations. While the flow properties of these microfluidic devices can b…
physics.flu-dyn2021
Surrogate Modeling of Fluid Dynamics with a Multigrid Inspired Neural Network Architecture
Quang Tuyen Le, Chin Chun Ooi
Algebraic or geometric multigrid methods are commonly used in numerical solvers as they are a multi-resolution method able to handle problems with multiple scales. In this work, we…