Ser-Giacomi Enrico, Rossi Vincent, López Cristóbal, Hernández-García Emilio
Instituto de Física Interdisciplinar y Sistemas Complejos, IFISC (CSIC-UIB), Campus Universitat de les Illes Balears, E-07122 Palma de Mallorca, Spain.
Chaos. 2015 Mar;25(3):036404. doi: 10.1063/1.4908231.
We represent transport between different regions of a fluid domain by flow networks, constructed from the discrete representation of the Perron-Frobenius or transfer operator associated to the fluid advection dynamics. The procedure is useful to analyze fluid dynamics in geophysical contexts, as illustrated by the construction of a flow network associated to the surface circulation in the Mediterranean sea. We use network-theory tools to analyze the flow network and gain insights into transport processes. In particular, we quantitatively relate dispersion and mixing characteristics, classically quantified by Lyapunov exponents, to the degree of the network nodes. A family of network entropies is defined from the network adjacency matrix and related to the statistics of stretching in the fluid, in particular, to the Lyapunov exponent field. Finally, we use a network community detection algorithm, Infomap, to partition the Mediterranean network into coherent regions, i.e., areas internally well mixed, but with little fluid interchange between them.
我们通过流网络来表示流体域不同区域之间的输运,该流网络由与流体平流动力学相关的佩龙 - 弗罗贝尼乌斯算子或转移算子的离散表示构建而成。正如与地中海表面环流相关的流网络的构建所示,该过程对于分析地球物理背景下的流体动力学很有用。我们使用网络理论工具来分析流网络,并深入了解输运过程。特别是,我们将经典地由李雅普诺夫指数量化的扩散和混合特征与网络节点的度数定量关联起来。从网络邻接矩阵定义了一族网络熵,并将其与流体中拉伸的统计量相关联,特别是与李雅普诺夫指数场相关联。最后,我们使用一种网络社区检测算法Infomap,将地中海网络划分为连贯区域,即内部混合良好但它们之间流体交换很少的区域。