Physics Guided RNNs for Modeling Dynamical Systems: A Case Study in Simulating Lake Temperature Profiles.
Xiaowei JiaJared WillardAnuj KarpatneJordan S. ReadJacob ZwartMichael S. SteinbachVipin KumarPublished in: CoRR (2018)
Keyphrases
- dynamical systems
- nonlinear dynamical systems
- dynamical models
- differential equations
- dynamic systems
- phase space
- state space
- qualitative simulation
- control theory
- agent environment
- linear systems
- linear dynamical systems
- recurrent neural networks
- echo state networks
- dynamical behavior
- partially observable
- physical processes
- predictive state representations
- discrete dynamical systems