21 citations · 22 across the 2 of their papers we have counts for
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Generative convective parametrization of dry atmospheric boundary layer
Florian Heyder, Juan Pedro Mellado, Jörg Schumacher
Turbulence parametrizations will remain a necessary building block in kilometer-scale Earth system models. In convective boundary layers, where the mean vertical gradients of conse…
Reduced-order modeling of two-dimensional turbulent Rayleigh-Bénard flow by hybrid quantum-classical reservoir computing
Philipp Pfeffer, Florian Heyder, Jörg Schumacher
Two hybrid quantum-classical reservoir computing models are presented to reproduce low-order statistical properties of a two-dimensional turbulent Rayleigh-Bénard convection flow a…
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…