deep neural nets

Deep Learning Models for Global CoordinateTransformations that Linearize PDEs

We develop a deep autoencoder architecture that can be used to find a coordinate trans-formation which turns a nonlinear PDE into a linear PDE. Our architecture is motivatedby the linearizing transformations provided by the Cole-Hopf transform for …