A Combination of Deep Neural Networks and Physics to Solve the Inverse Problem of Burger's Equation. - Shaikhah Alkhadhr; Mohamed Almekkawy (EMBC, 2021)

Modeling the Wave Equation Using Physics-Informed Neural Networks Enhanced With Attention to Loss Weights. - Shaikhah Alkhadhr; Mohamed Almekkawy (ICASSP, 2023)

Wave Equation Modeling via Physics-Informed Neural Networks: Models of Soft and Hard Constraints for Initial and Boundary Conditions. - Shaikhah Alkhadhr; Mohamed Almekkawy (Sensors, 2023)