Physics-guided Deep Markov Models for Learning Nonlinear Dynamical Systems with Uncertainty

Wei Liu, Zhilu Lai, Kiran Bacsa +1

In this paper, we propose a probabilistic physics-guided framework, termed Physics-guided Deep Markov Model (PgDMM). The framework targets the inference of the characteristics and…