most citedFinite Element Simulation of Modified Poisson-Nernst-Planck/Navier-Stokes Model for Compressible Electrolytes under Mechanical Equilibrium

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cs.LG2025

PINNs Algorithmic Framework for Simulation of Nonlinear Burgers' Type Models

Ajeet Singh, Ram Jiwari, Vikram +1

In this work, a physics-informed neural networks (PINNs) based algorithm is used for simulation of nonlinear 1D and 2D Burgers' type models. This scheme relies on a neural network…