Enforcing constraints for interpolation and extrapolation in Generative Adversarial Networks

no code implementations • 22 Mar 2018 • Panos Stinis, Tobias Hagge, Alexandre M. Tartakovsky, Enoch Yeung

We suggest ways to enforce given constraints in the output of a Generative Adversarial Network (GAN) generator both for interpolation and extrapolation (prediction).

Generative Adversarial Network Time Series Analysis

Solving differential equations with unknown constitutive relations as recurrent neural networks

no code implementations • 6 Oct 2017 • Tobias Hagge, Panos Stinis, Enoch Yeung, Alexandre M. Tartakovsky

We solve a system of ordinary differential equations with an unknown functional form of a sink (reaction rate) term.

Time Series Time Series Analysis