no code implementations • 18 Jul 2023 • Elham Kiyani, Mahdi Kooshkbaghi, Khemraj Shukla, Rahul Babu Koneru, Zhen Li, Luis Bravo, Anindya Ghoshal, George Em Karniadakis, Mikko Karttunen
Subsequently, the closed form dependency of parameter values found by PINN on the initial radii and contact angles are given using symbolic regression.
no code implementations • 18 May 2023 • Elham Kiyani, Khemraj Shukla, George Em Karniadakis, Mikko Karttunen
In addition, symbolic regression is employed to determine the closed form of the unknown part of the equation from the data, and the results confirm the accuracy of the X-PINNs based approach.
no code implementations • 13 Jun 2022 • Razyeh Behbahani, Hamidreza Yazdani Sarvestani, Erfan Fatehi, Elham Kiyani, Behnam Ashrafi, Mikko Karttunen, Meysam Rahmat
Laser machining is a highly flexible non-contact manufacturing technique that has been employed widely across academia and industry.