Stochastic climate dynamics: Random attractors and time-dependent invariant measures

被引:176
|
作者
Chekroun, Mickael D. [1 ,2 ,3 ]
Simonnet, Eric [4 ]
Ghil, Michael [1 ,2 ,3 ,5 ,6 ,7 ]
机构
[1] Univ Calif Los Angeles, Dept Atmospher Sci, Los Angeles, CA 90095 USA
[2] Univ Calif Los Angeles, Inst Geophys & Planetary Phys, Los Angeles, CA 90095 USA
[3] Ecole Normale Super, Environm Res & Teaching Inst CERES ERTI, F-75231 Paris 05, France
[4] CNRS, UMR 6618, Inst Non Lineaire Nice INLN UNSA, F-06560 Valbonne, France
[5] Ecole Normale Super, Dept Geosci, F-75231 Paris 05, France
[6] Ecole Normale Super, CNRS, Meteorol Dynam Lab, F-75231 Paris 05, France
[7] Ecole Normale Super, IPSL, F-75231 Paris 05, France
基金
美国国家科学基金会;
关键词
Climate dynamics; Dissipative dynamical systems; Intermittency; Pullback and random attractor; Sample invariant measure; SRB measure; EL-NINO; STATISTICAL PROPERTIES; RESPONSE THEORY; MODEL; VARIABILITY; OCEAN; ENSO; NOISE; PREDICTABILITY; APPROXIMATION;
D O I
10.1016/j.physd.2011.06.005
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
This article attempts a unification of the two approaches that have dominated theoretical climate dynamics since its inception in the 1960s: the nonlinear deterministic and the linear stochastic one. This unification, via the theory of random dynamical systems (RDS), allows one to consider the detailed geometric structure of the random attractors associated with nonlinear, stochastically perturbed systems. We report on high-resolution numerical studies of two idealized models of fundamental interest for climate dynamics. The first of the two is a stochastically forced version of the classical Lorenz model. The second one is a low-dimensional, nonlinear stochastic model of the El Nino-Southern Oscillation (ENSO). These studies provide a good approximation of the two models' global random attractors, as well as of the time-dependent invariant measures supported by these attractors; the latter are shown to have an intuitive physical interpretation as random versions of Sinai-Ruelle-Bowen (SRB) measures. (C) 2011 Elsevier B.V. All rights reserved.
引用
收藏
页码:1685 / 1700
页数:16
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