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most citedAnisotropic Error Analysis of Weak Galerkin finite element method for Singularly Perturbed Biharmonic Problems

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math.NA2025

A Parameter-Driven Physics-Informed Neural Network Framework for Solving Two-Parameter Singular Perturbation Problems Involving Boundary Layers

Pradanya Boro, Aayushman Raina, Srinivasan Natesan

In this article, our goal is to solve two-parameter singular perturbation problems (SPPs) in one- and two-dimensions using an adapted Physics-Informed Neural Networks (PINNs) appro…