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: SDM (2019)
Keyphrases
- dynamical systems
- nonlinear dynamical systems
- dynamical models
- dynamic systems
- differential equations
- recurrent neural networks
- phase space
- state space
- qualitative simulation
- control theory
- dynamical behavior
- linear dynamical systems
- predictive state representations
- linear systems
- nonlinear dynamics
- physical processes
- fuzzy neural network
- echo state networks
- optimal solution
- discrete dynamical systems