Robust extremes in chaotic deterministic systems

被引:9
作者
Vitolo, Renato [1 ]
Holland, Mark P. [1 ]
Ferro, Christopher A. T. [1 ]
机构
[1] Univ Exeter, Sch Engn Comp & Math, Exeter EX4 4QF, Devon, England
关键词
INTERMEDIATE-COMPLEXITY MODEL; MIDLATITUDE ATMOSPHERIC JET; LORENZ ATTRACTOR; VALUE STATISTICS; CLIMATE MODEL; TOTAL-ENERGY; SRB MEASURES; DIFFERENTIATION; BIFURCATIONS; PROBABILITY;
D O I
10.1063/1.3270389
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
This paper introduces the notion of robust extremes in deterministic chaotic systems, presents initial theoretical results, and outlines associated inferential techniques. A chaotic deterministic system is said to exhibit robust extremes under a given observable when the associated statistics of extreme values depend smoothly on the system's control parameters. Robust extremes are here illustrated numerically for the flow of the Lorenz model [E. N. Lorenz, J. Atmos. Sci. 20, 130 (1963)]. Robustness of extremes is proved for one-dimensional Lorenz maps with two distinct types of observables for which conditions guaranteeing robust extremes are formulated explicitly. Two applications are shown: improving the precision of the statistical estimator for extreme value distributions and predicting future extremes in nonstationary systems. For the latter, extreme wind speeds are examined in a simple quasigeostrophic model with a robust chaotic attractor subject to nonstationary forcing. (C) 2009 American Institute of Physics. [doi:10.1063/1.3270389]
引用
收藏
页数:9
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