Information theoretic clustering for coarse-grained modeling of non-equilibrium gas dynamics

Christian Jacobsen, Ivan Zanardi, Sahil Bhola, Karthik Duraisamy, Marco Panesi

Abstract: Highlights•Information theoretic approach to develop coarse grained models of non-equilibrium physics.•High degree of flexibility in choosing the system to drive the clustering process.•End-to-end differentiable and model-consistent approach to clustering.•Several enhancements to promote tractability of implementation.•Potential for enhancing interpretability of the selected physics.