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

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). The propose…