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Title: A Gradient Based Subgrid‐Scale Parameterization for Ocean Mesoscale Eddies

Journal Article · · Journal of Advances in Modeling Earth Systems
DOI:https://doi.org/10.1029/2022MS003356· OSTI ID:1922121

Abstract Mesoscale eddies play an important role in transport of heat and biogeochemical tracers in the global ocean circulation. Resolving these energetic eddies, however, is challenging in ocean general circulation models (OGCM) because it requires a horizontal grid spacing of ≲1/8° that is computationally expensive. As a result, we are required to parameterize mesoscale eddy effects on large‐scale ocean flows. In this work, we introduce a new subgrid‐scale (SGS) model that is developed based on a Taylor series expansion of resolved variables to parameterize subgrid mesoscale eddy transports and momentum fluxes in OGCM. We have performed an a priori study to evaluate the performance of our new gradient model using high‐resolution ocean simulations. Our results show that the gradient model well predicts the actual SGS thickness fluxes in the zonal and meridional directions in coarse‐resolution simulations with the grid spacing ≳1/4°. The unresolved kinetic energy at the ocean surface is also skillfully estimated. More importantly, unlike current mesoscale eddy parameterizations, which are mainly developed based on an assumption of flat bottom ocean, our new SGS model can capture the structure of unresolved standing meanders at the ocean surface. We have also developed a dynamic procedure for setting in non‐dimensional parameters in our new parameterization through a non‐ad hoc and tuning‐free method. Overall, this work suggests that implementing the gradient model in OGCM can improve the model accuracy with an affordable computational cost in eddy‐permitting and non‐eddying simulations.

Sponsoring Organization:
USDOE
Grant/Contract Number:
DE‐SC‐0022211
OSTI ID:
1922121
Alternate ID(s):
OSTI ID: 1923927
Journal Information:
Journal of Advances in Modeling Earth Systems, Journal Name: Journal of Advances in Modeling Earth Systems Vol. 15 Journal Issue: 2; ISSN 1942-2466
Publisher:
American Geophysical Union (AGU)Copyright Statement
Country of Publication:
United States
Language:
English

References (46)

Parameterization of eddy fluxes based on a mesoscale energy budget journal August 2015
Energy budget-based backscatter in an eddy permitting primitive equation model journal October 2015
Atmospheric and Oceanic Fluid Dynamics book June 2017
A proposed modification of the Germano subgrid‐scale closure method journal March 1992
Testing of kinetic energy backscatter parameterizations in the NEMO ocean model journal April 2020
The Primitive Equations in the Stochastic Theory of Adiabatic Stratified Turbulence journal August 1999
Diagnosing Subgrid Mesoscale Eddy Fluxes With and Without Topography journal December 2019
Toward a stochastic parameterization of ocean mesoscale eddies journal July 2014
The relationship between a deformation-based eddy parameterization and the LANS-α turbulence model journal June 2018
A scale-dependent dynamic model for large-eddy simulation: application to a neutral atmospheric boundary layer journal July 2000
A dynamic subgrid‐scale eddy viscosity model journal July 1991
Challenges and Prospects in Ocean Circulation Models journal February 2019
Subduction by Submesoscales journal December 2018
On the interactions between planetary geostrophy and mesoscale eddies journal April 2011
Global Variability of the Wavenumber Spectrum of Oceanic Mesoscale Turbulence journal April 2011
A deformation-based parametrization of ocean mesoscale eddy reynolds stresses journal April 2017
A Modulated-Gradient Parametrization for the Large-Eddy Simulation of the Atmospheric Boundary Layer Using the Weather Research and Forecasting Model journal August 2017
Toward an Energetically Consistent, Resolution Aware Parameterization of Ocean Mesoscale Eddies journal August 2019
Spontaneous Generation of Near-Inertial Waves by the Kuroshio Front journal September 2015
The GM+E closure: A framework for coupling backscatter with the Gent and McWilliams parameterization journal April 2019
A Gradient Tensor–Based Subgrid-Scale Parameterization for Large-Eddy Simulations of Stratified Shear Layers Using the Weather Research and Forecasting Model journal September 2022
The Role of Eddies in Determining the Structure and Response of the Wind-Driven Southern Hemisphere Overturning: Results from the Modeling Eddies in the Southern Ocean (MESO) Project journal December 2006
Convolutions on the sphere: commutation with differential operators journal January 2019
Three-Dimensional, Space-Dependent Mesoscale Diffusivity: Derivation and Implications journal April 2019
Eddy Transport of Thickness and Momentum in Layer and Level Models journal June 1997
Scale-Invariance and Turbulence Models for Large-Eddy Simulation journal January 2000
A Diagnosis of Anisotropic Eddy Diffusion From a High‐Resolution Global Ocean Model journal January 2020
Mixing efficiency in large-eddy simulations of stratified turbulence journal June 2018
Large eddy simulations of stratified turbulence: the dynamic Smagorinsky model journal May 2015
The Force Balance of the Southern Ocean Meridional Overturning Circulation journal June 2013
Exploring the Relationship between Eddy-Induced Transport Velocity, Vertical Momentum Transfer, and the Isopycnal Flux of Potential Vorticity journal March 1998
Closure of the meridional overturning circulation through Southern Ocean upwelling journal February 2012
An Anisotropic Subgrid-Scale Parameterization for Large-Eddy Simulations of Stratified Turbulence journal October 2020
Diffusion‐Based Smoothers for Spatial Filtering of Gridded Geophysical Data journal September 2021
A Unified Model Spectrum for Anisotropic Stratified and Isotropic Turbulence in the Ocean and Atmosphere journal February 2019
A New Formulation of the Spectral Energy Budget of the Atmosphere, with Application to Two High-Resolution General Circulation Models journal July 2013
Stochastic backscatter in a subgrid‐scale model: Plane shear mixing layer journal March 1990
Stochastic superparameterization in a quasigeostrophic model of the Antarctic Circumpolar Current journal January 2015
The Impact of Horizontal Resolution on Energy Transfers in Global Ocean Models journal August 2017
Topographic Enhancement of Eddy Efficiency in Baroclinic Equilibration journal August 2014
Evaluation of non-eddy viscosity subgrid-scale models in stratified turbulence using direct numerical simulations journal September 2017
A scale-aware subgrid model for quasi-geostrophic turbulence: SUBGRID MODEL FOR QG TURBULENCE journal February 2017
Using a resolution function to regulate parameterizations of oceanic mesoscale eddy effects journal December 2013
Dynamically Consistent Parameterization of Mesoscale Eddies—Part II: Eddy Fluxes and Diffusivity from Transient Impulses journal June 2016
Direct Evidence of an Oceanic Inverse Kinetic Energy Cascade from Satellite Altimetry journal September 2005
Balanced and unbalanced routes to dissipation in an equilibrated Eady flow journal June 2010

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