69 citations · 124 across the 5 of their papers we have counts for
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physics.flu-dyn2021★ 14 cited
Generalizability of reservoir computing for flux-driven two-dimensional convection
Florian Heyder, Juan Pedro Mellado, Jörg Schumacher
We explore the generalization properties of an echo state network applied as a reduced dynamical model to predict flux-driven two-dimensional turbulent convection. To this end, we…
physics.flu-dyn2021★ 19 cited
Echo State Network for two-dimensional turbulent moist Rayleigh-Bénard convection
Florian Heyder, Jörg Schumacher
Recurrent neural networks are machine learning algorithms which are suited well to predict time series. Echo state networks are one specific implementation of such neural networks…