2 papers
math.AP2025
Solving Newell-Whitehead-Segel and Allen-Cahn Equations Employing Physics-Informed Neural Networks: A Comparative Analysis with Spline Methods
Ali Haider Shah, Naveed R. Butt, Asif Ahmad +1
This study focuses on the solution of partial differential equations (PDEs) by using physics-informed neural networks (PINNs). The Newell-Whitehead-Segel (NWS) equation and the All…
math.AP2025
Enhancing PINN Performance Through Lie Symmetry Group
Ali Haider Shah, Naveed R. Butt, Asif Ahmad +1
This paper presents intersection of Physics informed neural networks (PINNs) and Lie symmetry group to enhance the accuracy and efficiency of solving partial differential equation…