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Influence of Suspended Load on 3D Numerical Simulation of Flow and Bed Evolution in a Meandering Channel Bend
Publisher: American Society of Civil Engineers
Abstract: A three-dimensional (3D) numerical model based on unstructured grids has been used to study flow and bed evolution in a laboratory meandering channel bend. The model employs the Reynolds-averaged Navier-Stokes equations ...
Physics-Informed Neural Networks for Steady-State Weir Flows Using the Serre–Green–Naghdi Equations
Publisher: American Society of Civil Engineers
Abstract: This paper presents physics-informed neural networks (PINNs) to approximate the Serre–Green–Naghdi equations (SGNEs) that model steady-state weir flows. Four PINNs are proposed to solve the forward problem and three types ...
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