Tag: finite element method

2 entries

Beyond PINNs: A Unified Gauss-Newton and Petrov-Galerkin Framework for Neural and Hybrid PDE Solvers

ScientificML

A unified framework combining physics-informed neural networks with finite element methods via functional Gauss-Newton problems and Petrov-Galerkin discretization.

See LICENSE file PINNfinite element methodPDE solver

A Geometrically Parameterized Quasi-Stationary 3D Model for High-Frequency Induction Tube Welding

Electromagnetics

Presents a 3D multiphysics FEM framework for high-frequency induction tube welding, coupling time-harmonic magnetic scalar potential with quasi-stationary heat transport for coupled electromagnetic-thermal simulation.

See LICENSE file induction tube weldingmultiphysics simulationfinite element method

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