Search Results for author: Simin Shekarpaz

Found 2 papers, 1 papers with code

Splitting physics-informed neural networks for inferring the dynamics of integer- and fractional-order neuron models

no code implementations26 Apr 2023 Simin Shekarpaz, Fanhai Zeng, George Karniadakis

We introduce a new approach for solving forward systems of differential equations using a combination of splitting methods and physics-informed neural networks (PINNs).

PIAT: Physics Informed Adversarial Training for Solving Partial Differential Equations

1 code implementation14 Jul 2022 Simin Shekarpaz, Mohammad Azizmalayeri, Mohammad Hossein Rohban

In this paper, we propose the physics informed adversarial training (PIAT) of neural networks for solving nonlinear differential equations (NDE).

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