...) Navier–Stokes equation surrogate model With the advent of deep neural networks (DNNs) and their capacity to learn complex functions, a new field of scientific machine learning has emerged which incorporates physics into DNN. Physics informed neural networks (PINNs) are a class of scientific...

... 2000 31 March 2000 09 March 2001 finite difference methods Navier-Stokes equations ocean waves nonlinear systems simulation Numerical Wave Tank Multidirectional Waves Finite-Difference Method Fully Nonlinear Free-Surface Navier-Stokes Equation Density Function Two-Layer...