[HTML][HTML] Stochastic parameterization: Toward a new view of weather and climate models
Stochastic Parameterization: Toward a New View of Weather and Climate Models in:
Bulletin of the American Meteorological Society Volume 98 Issue 3 (2017) Jump to Content …
Bulletin of the American Meteorological Society Volume 98 Issue 3 (2017) Jump to Content …
Stochastic methods and complexity science in climate research and modeling
The 2021 Nobel prize for physics was awarded to two climate scientists, Syukuro Manabe
and Klaus Hasselmann, and the physicist Giorgio Parisi. While at first sight the work of Parisi …
and Klaus Hasselmann, and the physicist Giorgio Parisi. While at first sight the work of Parisi …
Machine learning for stochastic parameterization: Generative adversarial networks in the Lorenz'96 model
DJ Gagne, HM Christensen… - Journal of Advances …, 2020 - Wiley Online Library
Stochastic parameterizations account for uncertainty in the representation of unresolved
subgrid processes by sampling from the distribution of possible subgrid forcings. Some …
subgrid processes by sampling from the distribution of possible subgrid forcings. Some …
Towards process‐level representation of model uncertainties: stochastically perturbed parametrizations in the ECMWF ensemble
Ensemble forecasts depend on representations of model uncertainties. Here, we introduce a
model uncertainty representation where a novel approach is taken to the established …
model uncertainty representation where a novel approach is taken to the established …
Improved stochastic physics schemes for global weather and climate models
C Sanchez, KD Williams… - Quarterly Journal of the …, 2016 - Wiley Online Library
The importance of probabilistic weather predictions and climate projections is growing. One
of the key elements of the former is stochastic physics, schemes that perturb some uncertain …
of the key elements of the former is stochastic physics, schemes that perturb some uncertain …
Tropical Cyclone Simulation Models for Resilience Engineering–A Review
Tropical cyclones (TCs) pose significant threats to coastal regions, necessitating
advancements in mitigation and prevention strategies. Community resilience, as a …
advancements in mitigation and prevention strategies. Community resilience, as a …
[HTML][HTML] Stochastically perturbed parameterizations in an HRRR-based ensemble
Stochastically Perturbed Parameterizations in an HRRR-Based Ensemble in: Monthly
Weather Review Volume 147 Issue 1 (2019) Jump to Content Jump to Main Navigation …
Weather Review Volume 147 Issue 1 (2019) Jump to Content Jump to Main Navigation …
[HTML][HTML] A stochastic parameter perturbation method to represent uncertainty in a microphysics scheme
G Thompson, J Berner, M Frediani… - Monthly Weather …, 2021 - journals.ametsoc.org
Current state-of-the art regional numerical weather forecasts are run at horizontal grid
spacings of a few kilometers, which permits medium-to large-scale convective systems to be …
spacings of a few kilometers, which permits medium-to large-scale convective systems to be …
Introducing independent patterns into the stochastically perturbed parametrization tendencies (SPPT) scheme
The Stochastically Perturbed Parametrization Tendencies (SPPT) scheme is used at
weather and climate forecasting centres worldwide to represent model uncertainty that …
weather and climate forecasting centres worldwide to represent model uncertainty that …
Stochastic parameterization identification using ensemble Kalman filtering combined with maximum likelihood methods
For modelling geophysical systems, large-scale processes are described through a set of
coarse-grained dynamical equations while small-scale processes are represented via …
coarse-grained dynamical equations while small-scale processes are represented via …