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A PINN Approach for Solving Singularly Perturbed Parabolic Partial Differential Equations with Two Small Parameters

This paper proposes two Physics-Informed Neural Network models, DeepXDE and a raw PyTorch implementation, to effectively solve singularly perturbed parabolic partial differential equations with two small parameters, addressing the limitations of standard numerical methods in capturing boundary and interior layers.

Original authors: Archishman Nag, Akmal Raza, Arshad Khan

Published 2026-08-11
📖 1 min read☕ Coffee break read

Original authors: Archishman Nag, Akmal Raza, Arshad Khan

Original paper licensed under CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/). This is an AI-generated explanation of the paper below. It is not written or endorsed by the authors. For technical accuracy, refer to the original paper. Read full disclaimer

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