Use of neural networks for stable, accurate and physically consistent parameterization of subgrid atmospheric processes with good performance at reduced precision

J Yuval, PA O'Gorman, CN Hill - Geophysical Research Letters, 2021 - Wiley Online Library
A promising approach to improve climate‐model simulations is to replace traditional subgrid
parameterizations based on simplified physical models by machine learning algorithms that …

[HTML][HTML] Toward convective-scale prediction within the next generation global prediction system

L Zhou, SJ Lin, JH Chen, LM Harris… - Bulletin of the …, 2019 - journals.ametsoc.org
Baldauf, M., A. Seifert, J. Forstner, D. Majewski, M. Raschendorfer, and T. Reinhardt, 2011:
Operational convective-scale numerical weather prediction with the COSMO model …

Detailed investigation of the self-aggregation of convection in cloud-resolving simulations

CJ Muller, IM Held - Journal of the Atmospheric Sciences, 2012 - journals.ametsoc.org
In models of radiative–convective equilibrium it is known that convection can spontaneously
aggregate into one single localized moist region if the domain is large enough. The large …

The added value of large-eddy and storm-resolving models for simulating clouds and precipitation

B Stevens, C Acquistapace, A Hansen… - Journal of the …, 2020 - jstage.jst.go.jp
More than one hundred days were simulated over very large domains with fine (0.156 km to
2.5 km) grid spacing for realistic conditions to test the hypothesis that storm (kilometer) and …

Organization of tropical convection in low vertical wind shears: Role of updraft entrainment

AM Tompkins, AG Semie - Journal of Advances in Modeling …, 2017 - Wiley Online Library
Radiative‐convective equilibrium simulations with a 2 km horizontal resolution are
conducted to investigate the impact on convective organization of different …

GFDL SHiELD: A unified system for weather‐to‐seasonal prediction

L Harris, L Zhou, SJ Lin, JH Chen… - Journal of Advances …, 2020 - Wiley Online Library
We present the System for High‐resolution prediction on Earth‐to‐Local Domains (SHiELD),
an atmosphere model developed by the Geophysical Fluid Dynamics Laboratory (GFDL) …

[HTML][HTML] Intensification of precipitation extremes with warming in a cloud-resolving model

CJ Muller, PA O'Gorman, LE Back - Journal of Climate, 2011 - journals.ametsoc.org
Intensification of Precipitation Extremes with Warming in a Cloud-Resolving Model in:
Journal of Climate Volume 24 Issue 11 (2011) Jump to Content Jump to Main Navigation …

Simulation of the recent multidecadal increase of Atlantic hurricane activity using an 18-km-grid regional model

TR Knutson, JJ Sirutis, ST Garner… - Bulletin of the …, 2007 - journals.ametsoc.org
In this study, a new modeling framework for simulating Atlantic hurricane activity is
introduced. The model is an 18-km-grid nonhydrostatic regional model, run over observed …

[HTML][HTML] Climate models permit convection at much coarser resolutions than previously considered

J Vergara-Temprado, N Ban, D Panosetti… - Journal of …, 2020 - journals.ametsoc.org
Climate Models Permit Convection at Much Coarser Resolutions Than Previously Considered
in: Journal of Climate Volume 33 Issue 5 (2020) Jump to Content Jump to Main Navigation …

Tropical cyclogenesis sensitivity to environmental parameters in radiative–convective equilibrium

DS Nolan, ED Rappin… - Quarterly Journal of the …, 2007 - Wiley Online Library
In this study, the relationship between the likelihood of tropical cyclogenesis and external
environmental forcings is explored in the simplest idealized modelling framework possible …