Stochastic superparameterization in a quasigeostrophic model of the Antarctic Circumpolar Current

被引:45
|
作者
Grooms, Ian [1 ]
Majda, Andrew J. [1 ,2 ]
Smith, K. Shafer [1 ,2 ]
机构
[1] NYU, Courant Inst Math Sci, Ctr Atmosphere Ocean Sci, New York, NY 10012 USA
[2] NYU Abu Dhabi, Ctr Prototype Climate Modelling, Abu Dhabi, U Arab Emirates
关键词
Stochastic parameterization; Mesoscale parameterization; Superparameterization; Southern Ocean; WIND-DRIVEN; EDDY FLUXES; GENERAL-CIRCULATION; MULTISCALE MODELS; COMPLEX-SYSTEMS; OCEAN; PARAMETERIZATION; BACKSCATTER; EDDIES; STABILITY;
D O I
10.1016/j.ocemod.2014.10.001
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
Stochastic superparameterization, a stochastic parameterization framework based on a multiscale formalism, is developed for mesoscale eddy parameterization in coarse-resolution ocean modeling. The framework of stochastic superparameterization is reviewed and several configurations are implemented and tested in a quasigeostrophic channel model - an idealized representation of the Antarctic Circumpolar Current. Five versions of the Gent-McWilliams (GM) parameterization are also implemented and tested for comparison. Skill is measured using the time-mean and temporal variability separately, and in combination using the relative entropy in the single-point statistics. Among all the models, those with the more accurate mean state have the less accurate variability, and vice versa. Stochastic superparameterization results in improved climate fidelity in comparison with GM parameterizations as measured by the relative entropy. In particular, configurations of stochastic superparameterization that include stochastic Reynolds stress terms in the coarse model equations, corresponding to kinetic energy backscatter, perform better than models that only include isopycnal height smoothing. (C) 2014 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1 / 15
页数:15
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