Controlling dynamical systems to complex target states using machine learning: next-generation vs. classical reservoir computing.
Alexander HaluszczynskiDaniel KöglmayrChristoph RäthPublished in: IJCNN (2023)
Keyphrases
- dynamical systems
- machine learning
- reservoir computing
- nonlinear dynamical systems
- dynamic systems
- differential equations
- state space
- control theory
- partially observable
- recurrent neural networks
- qualitative simulation
- complex systems
- phase space
- data mining
- agent environment
- discrete dynamical systems
- model selection
- real valued
- dynamical models
- model checking
- dynamical behavior
- genetic algorithm
- qualitative differential equations