Heterogeneity of the attractor of the Lorenz '96 model: Lyapunov analysis, unstable periodic orbits, and shadowing properties

被引:4
|
作者
Maiocchi, Chiara Cecilia [1 ,2 ]
Lucarini, Valerio [1 ,2 ,3 ]
Gritsun, Andrey [4 ]
Sato, Yuzuru [5 ,6 ,7 ]
机构
[1] Univ Reading, Dept Math & Stat, Reading, England
[2] Univ Reading, Ctr Math Planet Earth, Reading, England
[3] Beijing Normal Univ, Inst Nonequilibrium Syst, Sch Syst Sci, Beijing, Peoples R China
[4] Russian Acad Sci, Marchuk Inst Numer Math, Moscow, Russia
[5] Hokkaido Univ, RIES, N12 W7,Kita Ku, Sapporo, 0600812, Japan
[6] Hokkaido Univ, Dept Math, Sapporo, Japan
[7] London Math Lab, 8 Margravine Gardens, London W6 8RH, England
基金
欧盟地平线“2020”; 日本学术振兴会; 英国工程与自然科学研究理事会;
关键词
Unstable Periodic Orbits; Hyperbolicity; Lyapunov Analysis; Lorenz '96 Model; Transfer Operator; Shadowing; DYNAMICAL-SYSTEMS; LINEAR-RESPONSE; ALMOST-INVARIANT; NATURAL MEASURE; PREDICTABILITY; SETS; UNCERTAINTY; CYCLE; PARAMETRIZATIONS; ASSIMILATION;
D O I
10.1016/j.physd.2023.133970
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
It is well known that the predictability of weather and climate is strongly state-dependent. Special, easily recog-nisable, and extremely relevant atmospheric states like blockings are associated with anomalous instability. This reflects the general property that the attractors of chaotic systems can feature considerable heterogeneity in terms of dynamical properties, and specifically, of their instability. The attractor of a chaotic system is densely populated by unstable periodic orbits (UPOs) that can be used to approximate any forward trajectory through the so-called shadowing. Dynamical heterogeneity can lead to the presence of UPOs with different number of unstable dimensions. This phenomenon - unstable dimensions variability - is a serious breakdown of hyperbolicity and has considerable implications in terms of the structural stability of the system and of the possibility to model accurately its behaviour through numerical models. As a step in the direction of better understanding the properties of high-dimensional chaotic systems, here we provide an extensive numerical investigation of the variability of the dynamical properties across the attractor of the much studied Lorenz '96 model. By combining the Lyapunov analysis of the tangent space with the study of the shadowing of the chaotic trajectory performed by a very large set of UPOs, we show that the observed variability in the number of unstable dimensions is associated with the presence of a substantial number of finite-time Lyapunov exponents that fluctuate about zero also when very long averaging times are considered. The transition between regions of the attractor with different degrees of instability is associated with a significant drop of the quality of the shadowing. By performing a coarse graining based on the shadowing UPOs, we are able to characterise the slow fluctuations of the system between regions featuring, on the average, anomalously high and anomalously low instability. In turn, such regions are associated, respectively, with states of anomalously high and low energy, thus providing a clear link between the microscopic and thermodynamical properties of the system.
引用
收藏
页数:17
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