Finite Difference Neural Networks: Fast Prediction of Partial Differential Equations

no code implementations • 2 Jun 2020 • Zheng Shi, Nur Sila Gulgec, Albert S. Berahas, Shamim N. Pakzad, Martin Takáč

Discovering the underlying behavior of complex systems is an important topic in many science and engineering disciplines.

FD-Net with Auxiliary Time Steps: Fast Prediction of PDEs using Hessian-Free Trust-Region Methods

no code implementations • 28 Oct 2019 • Nur Sila Gulgec, Zheng Shi, Neil Deshmukh, Shamim Pakzad, Martin Takáč

Discovering the underlying physical behavior of complex systems is a crucial, but less well-understood topic in many engineering disciplines.