Empirical Mode Reduction in a Model of Extratropical Low-Frequency VariabilitySource: Journal of the Atmospheric Sciences:;2006:;Volume( 063 ):;issue: 007::page 1859DOI: 10.1175/JAS3719.1Publisher: American Meteorological Society
Abstract: This paper constructs and analyzes a reduced nonlinear stochastic model of extratropical low-frequency variability. To do so, it applies multilevel quadratic regression to the output of a long simulation of a global baroclinic, quasigeostrophic, three-level (QG3) model with topography; the model's phase space has a dimension of O(104). The reduced model has 45 variables and captures well the non-Gaussian features of the QG3 model's probability density function (PDF). In particular, the reduced model's PDF shares with the QG3 model its four anomalously persistent flow patterns, which correspond to opposite phases of the Arctic Oscillation and the North Atlantic Oscillation, as well as the Markov chain of transitions between these regimes. In addition, multichannel singular spectrum analysis identifies intraseasonal oscillations with a period of 35?37 days and of 20 days in the data generated by both the QG3 model and its low-dimensional analog. An analytical and numerical study of the reduced model starts with the fixed points and oscillatory eigenmodes of the model's deterministic part and uses systematically an increasing noise parameter to connect these with the behavior of the full, stochastically forced model version. The results of this study point to the origin of the QG3 model's multiple regimes and intraseasonal oscillations and identify the connections between the two types of behavior.
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contributor author | Kondrashov, D. | |
contributor author | Kravtsov, S. | |
contributor author | Ghil, M. | |
date accessioned | 2017-06-09T16:52:59Z | |
date available | 2017-06-09T16:52:59Z | |
date copyright | 2006/07/01 | |
date issued | 2006 | |
identifier issn | 0022-4928 | |
identifier other | ams-75905.pdf | |
identifier uri | http://onlinelibrary.yabesh.ir/handle/yetl/4218293 | |
description abstract | This paper constructs and analyzes a reduced nonlinear stochastic model of extratropical low-frequency variability. To do so, it applies multilevel quadratic regression to the output of a long simulation of a global baroclinic, quasigeostrophic, three-level (QG3) model with topography; the model's phase space has a dimension of O(104). The reduced model has 45 variables and captures well the non-Gaussian features of the QG3 model's probability density function (PDF). In particular, the reduced model's PDF shares with the QG3 model its four anomalously persistent flow patterns, which correspond to opposite phases of the Arctic Oscillation and the North Atlantic Oscillation, as well as the Markov chain of transitions between these regimes. In addition, multichannel singular spectrum analysis identifies intraseasonal oscillations with a period of 35?37 days and of 20 days in the data generated by both the QG3 model and its low-dimensional analog. An analytical and numerical study of the reduced model starts with the fixed points and oscillatory eigenmodes of the model's deterministic part and uses systematically an increasing noise parameter to connect these with the behavior of the full, stochastically forced model version. The results of this study point to the origin of the QG3 model's multiple regimes and intraseasonal oscillations and identify the connections between the two types of behavior. | |
publisher | American Meteorological Society | |
title | Empirical Mode Reduction in a Model of Extratropical Low-Frequency Variability | |
type | Journal Paper | |
journal volume | 63 | |
journal issue | 7 | |
journal title | Journal of the Atmospheric Sciences | |
identifier doi | 10.1175/JAS3719.1 | |
journal fristpage | 1859 | |
journal lastpage | 1877 | |
tree | Journal of the Atmospheric Sciences:;2006:;Volume( 063 ):;issue: 007 | |
contenttype | Fulltext |