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Benchmarking of machine learning ocean subgrid parameterizations in an idealized model
Recently, a growing number of studies have used machine learning (ML) models to
parameterize computationally intensive subgrid‐scale processes in ocean models. Such …
parameterize computationally intensive subgrid‐scale processes in ocean models. Such …
Diagnosing scale-dependent energy cycles in a high-resolution isopycnal ocean model
Energy exchanges between large-scale ocean currents and mesoscale eddies play an
important role in setting the large-scale ocean circulation but are not fully captured in …
important role in setting the large-scale ocean circulation but are not fully captured in …
A scale‐dependent analysis of the barotropic vorticity budget in a global ocean simulation
H Khatri, SM Griffies, BA Storer… - Journal of Advances …, 2024 - Wiley Online Library
The climatological mean barotropic vorticity budget is analyzed to investigate the relative
importance of surface wind stress, topography, planetary vorticity advection, and nonlinear …
importance of surface wind stress, topography, planetary vorticity advection, and nonlinear …
Influences of mesoscale ocean eddies on flow vertical structure in a resolution‐based model hierarchy
The understanding and representation of energetic transfers associated with ocean
mesoscale eddies is fundamental to the development of parameterizations for climate …
mesoscale eddies is fundamental to the development of parameterizations for climate …
[PDF][PDF] FlowSieve: A coarse-graining utility for geophysical flows on the sphere
Ocean and atmosphere dynamics span an incredibly wide range of spatial and temporal
scales, with spatial scales ranging from the sub-millimetre viscous scales all the way up to …
scales, with spatial scales ranging from the sub-millimetre viscous scales all the way up to …
Building ocean climate emulators
The current explosion in machine learning for climate has led to skilled, computationally
cheap emulators for the atmosphere. However, the research for ocean emulators remains …
cheap emulators for the atmosphere. However, the research for ocean emulators remains …
Backscatter in energetically-constrained Leith parameterizations
I Grooms - Ocean Modelling, 2023 - Elsevier
This paper combines two strains in the literature on subgrid-scale parameterizations for
eddying ocean models to develop six new parameterizations and test them in an idealized …
eddying ocean models to develop six new parameterizations and test them in an idealized …
A stable implementation of a data‐driven scale‐aware mesoscale parameterization
Ocean mesoscale eddies are often poorly represented in climate models, and therefore,
their effects on the large scale circulation must be parameterized. Traditional …
their effects on the large scale circulation must be parameterized. Traditional …
NeverWorld2: An idealized model hierarchy to investigate ocean mesoscale eddies across resolutions
GM Marques, N Loose, E Yankovsky… - Geoscientific Model …, 2022 - gmd.copernicus.org
We describe an idealized primitive-equation model for studying mesoscale turbulence and
leverage a hierarchy of grid resolutions to make eddy-resolving calculations on the finest …
leverage a hierarchy of grid resolutions to make eddy-resolving calculations on the finest …
The role of bottom friction in mediating the response of the Weddell Gyre circulation to changes in surface stress and buoyancy fluxes
Abstract The Weddell Gyre is one of the dominant features of the Southern Ocean circulation
and its dynamics have been linked to processes of climatic relevance. Variability in the …
and its dynamics have been linked to processes of climatic relevance. Variability in the …