GFINNs: GENERIC Formalism Informed Neural Networks for Deterministic and Stochastic Dynamical Systems.
Zhen ZhangYeonjong ShinGeorge Em KarniadakisPublished in: CoRR (2021)
Keyphrases
- dynamical systems
- neural network
- differential equations
- nonlinear dynamical systems
- dynamic systems
- linear systems
- timed petri nets
- qualitative simulation
- nonlinear dynamics
- control theory
- phase space
- state space
- agent environment
- hopfield neural network
- dynamical behavior
- control law
- partially observable
- dynamical models
- linear quadratic
- monte carlo
- partially observable markov decision processes
- dynamic programming
- video sequences