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Globally and Locally Minimal Weight Spanning Tree Networks

机译:全球和本地最小权重生成树网络

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摘要

The competition between local and global driving forces is significant in awide variety of naturally occurring branched networks. We have investigated theimpact of a global minimization criterion versus a local one on the structureof spanning trees. To do so, we consider two spanning tree structures - thegeneralized minimal spanning tree (GMST) defined by Dror et al. [1] and ananalogous structure based on the invasion percolation network, which we termthe generalized invasive spanning tree or GIST. In general, these twostructures represent extremes of global and local optimality, respectively.Structural characteristics are compared between the GMST and GIST for a fixedlattice. In addition, we demonstrate a method for creating a series ofstructures which enable one to span the range between these two extremes. Twostructural characterizations, the occupied edge density (i.e., the fraction ofedges in the graph that are included in the tree) and the tortuosity of thearcs in the trees, are shown to correlate well with the degree to which anintermediate structure resembles the GMST or GIST. Both characterizations arestraightforward to determine from an image and are potentially useful tools inthe analysis of the formation of network structures.
机译:在各种自然发生的分支网络中,本地和全球驱动力之间的竞争非常重要。我们研究了全局最小化标准与局部最小化标准对生成树结构的影响。为此,我们考虑两个生成树结构-Dror等人定义的广义最小生成树(GMST)。 [1]和基于入侵渗透网络的类似结构,我们称之为广义入侵生成树或GIST。总的来说,这两个结构分别代表了全局最优性和局部最优性。比较了固定格的GMST和GIST的结构特征。此外,我们演示了一种用于创建一系列结构的方法,这些结构可使一个结构跨越这两个极端之间的范围。两种结构特征,即占据的边缘密度(即图中包含的图中边缘的比例)和树木中弧度的曲折性与中间结构与GMST或GIST相似的程度密切相关。两种表征都可以直接从图像确定,并且在分析网络结构的形成中可能是有用的工具。

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