Disentangled Generative Models for Robust Prediction of System Dynamics

1 code implementation • 26 Aug 2021 • Stathi Fotiadis, Mario Lino, Shunlong Hu, Stef Garasto, Chris D Cantwell, Anil Anthony Bharath

Deep neural networks have become increasingly of interest in dynamical system prediction, but out-of-distribution generalization and long-term stability still remains challenging.

Disentanglement Out-of-Distribution Generalization

Fully Convolutional Approach for Simulating Wave Dynamics

no code implementations • 1 Jan 2021 • Mario Lino Valencia, Chris D Cantwell, Eduardo Pignatelli, Stathi Fotiadis, Anil Anthony Bharath

In this work, we investigate the performance of fully convolutional networks to predict the motion and interaction of surface waves in open and closed complex geometries.