38 citations · 42 across the 3 of their papers we have counts for
3 papers
Data Driven Regional Weather Forecasting: Example using the Shallow Water Equations
Randall Clark, Henry Abarbanel, Luke C. Fairbanks +2
Using data alone, without knowledge of underlying physical models, nonlinear discrete time regional forecasting dynamical rules are constructed employing well tested methods from a…
Robust Forecasting using Predictive Generalized Synchronization in Reservoir Computing
Jason A. Platt, Adrian S. Wong, Randall Clark +2
Reservoir computers (RC) are a form of recurrent neural network (RNN) used for forecasting timeseries data. As with all RNNs, selecting the hyperparameters presents a challenge whe…
Forecasting Using Reservoir Computing: The Role of Generalized Synchronization
Jason A. Platt, Adrian Wong, Randall Clark +2
Reservoir computers (RC) are a form of recurrent neural network (RNN) used for forecasting time series data. As with all RNNs, selecting the hyperparameters presents a challenge wh…