In Progress

Published: 2026-01-10

Articles

Physics-Informed Neural Networks for Solving PDEs Using Gradient-Regularized Loss Functions: Application to the Nonlinear Burgers’ Equation

H.K. Al-Mahdawi, Naif Almusallam , Vusala Muradova, Haifaa Mhammad Ali

1–10

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Gradient-Regularized Deep Ritz Networks for Solving Elliptic PDEs: Application to the Poisson Equation

H.K. Al-Mahdawi, Aleksandra Petrovic , Sandeep Poddar

11-19

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Structural Analysis of Quasi-Idempotents in Full Contraction Semigroups via Directed Graphs

Eze C., O. O Olaiya

20-27

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