Kevin T. Carlberg

Deep Conservation: A Latent-Dynamics Model for Exact Satisfaction of Physical Conservation Laws

This work proposes an approach for latent-dynamics learning that exactly enforces physical conservation laws. The method comprises two steps. First, the method computes a low-dimensional embedding of the high-dimensional dynamical-system state using deep convolutional autoencoders. This defines a lo…