Deep Learning Models for Global Coordinate Transformations that Linearize PDEs

Craig Gin, Bethany Lusch, Steven L. Brunton +1

We develop a deep autoencoder architecture that can be used to find a coordinate transformation which turns a nonlinear PDE into a linear PDE. Our architecture is motivated by the…