A systematic exploration of reservoir computing for forecasting complex spatiotemporal dynamics.
Jason A. PlattStephen G. PennyTimothy A. SmithTse-Chun ChenHenry D. I. AbarbanelPublished in: Neural Networks (2022)
Keyphrases
- reservoir computing
- dynamic model
- highly nonlinear
- recurrent neural networks
- real world
- short term
- complex systems
- high level
- higher level
- space time
- dynamical systems
- spatial and temporal
- complex data
- data sets
- reinforcement learning
- case study
- learning algorithm
- complex environments
- early warning
- physical constraints
- genetic algorithm
- physical processes
- spatiotemporal features