Detecting and locating near-optimal almost-invariant sets and cycles

被引:87
|
作者
Froyland, G
Dellnitz, M
机构
[1] Univ Western Australia, Dept Math & Stat, Nedlands, WA 6907, Australia
[2] Univ Paderborn, Dept Math & Comp Sci, D-33095 Paderborn, Germany
来源
SIAM JOURNAL ON SCIENTIFIC COMPUTING | 2003年 / 24卷 / 06期
关键词
almost-invariant set; almost-cycle; macrostructure; Fiedler vector; graph partitioning; minimal cut; maximal cut; Laplacian matrix;
D O I
10.1137/S106482750238911X
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
The behaviors of trajectories of nonlinear dynamical systems are notoriously hard to characterize and predict. Rather than characterizing dynamical behavior at the level of trajectories, we consider following the evolution of sets. There are often collections of sets that behave in a very predictable way, in spite of the fact that individual trajectories are entirely unpredictable. Such special collections of sets are invisible to studies of long trajectories. We describe a global set-oriented method to detect and locate these large dynamical structures. Our approach is a marriage of new ideas in modern dynamical systems theory and the novel application of graph dissection algorithms.
引用
收藏
页码:1839 / 1863
页数:25
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