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
相关论文
共 51 条
[21]   KAM theory: The legacy of Kolmogorov's 1954 paper [J].
Broer, HW .
BULLETIN OF THE AMERICAN MATHEMATICAL SOCIETY, 2004, 41 (04) :507-521
[22]  
Coles S., 2001, An Introduction to Statistical Modelling of Extreme Values
[23]   Statistics of closest return for some non-uniformly hyperbolic systems [J].
Collet, P .
ERGODIC THEORY AND DYNAMICAL SYSTEMS, 2001, 21 :401-420
[24]   On the robustness of chaos in dynamical systems: Theories and applications [J].
Elhadj, Zeraoulia ;
Sprott, J. C. .
FRONTIERS OF PHYSICS IN CHINA, 2008, 3 (02) :195-204
[25]   Extreme value statistics of the total energy in an intermediate-complexity model of the midlatitude atmospheric jet. part 11: Trend detection and assessment [J].
Felici, Mara ;
Lucarini, Valerio ;
Speranza, Antonio ;
Vitolo, Renato .
JOURNAL OF THE ATMOSPHERIC SCIENCES, 2007, 64 (07) :2159-2175
[26]   Extreme value statistics of the total energy in an intermediate-complexity model of the midlatitude atmospheric jet. part 1: Stationary case [J].
Felici, Mara ;
Lucarini, Valerio ;
Speranza, Antonio ;
Vitolo, Renato .
JOURNAL OF THE ATMOSPHERIC SCIENCES, 2007, 64 (07) :2137-2158
[27]   On the link between dependence and independence in extreme value theory for dynamical systems [J].
Freitas, Ana Cristina Moreira ;
Freitas, Jorge Milhazes .
STATISTICS & PROBABILITY LETTERS, 2008, 78 (09) :1088-1093
[28]   The statistical stability of equilibrium states for interval maps [J].
Freitas, Jorge Milhazes ;
Todd, Mike .
NONLINEARITY, 2009, 22 (02) :259-281
[29]   DYNAMICAL ENSEMBLES IN STATIONARY STATES [J].
GALLAVOTTI, G ;
COHEN, EGD .
JOURNAL OF STATISTICAL PHYSICS, 1995, 80 (5-6) :931-970
[30]  
Gallavotti G., 2002, Texts and Monographs in Physics