Incorporating physical constraints in a deep probabilistic machine learning framework for coarse-graining dynamical systems

Sebastian Kaltenbach, Phaedon-Stelios Koutsourelakis

Data-based discovery of effective, coarse-grained (CG) models of high-dimensional dynamical systems presents a unique challenge in computational physics and particularly in the con…