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具有完美捕获点的随机游走的最小传输效率最优无标度网络。

Optimal scale-free network with a minimum scaling of transport efficiency for random walks with a perfect trap.

机构信息

School of Computer Science, Fudan University, Shanghai 200433, China.

出版信息

J Chem Phys. 2013 Jan 21;138(3):034101. doi: 10.1063/1.4774269.

Abstract

Average trapping time (ATT) is central in the trapping problem since it is a key indicator characterizing the efficiency of the problem. Previous research has provided the scaling of a lower bound of the ATT for random walks in general networks with a deep trap. However, it is still not well understood in which networks this minimal scaling can be reached. Particularly, explicit quantitative results for ATT in such networks, even in a specific network, are lacking, in spite that such networks shed light on the design for optimal networks with the highest trapping efficiency. In this paper, we study the trapping problem taking place on a hierarchical scale-free network with a perfect trap. We focus on four representative cases with the immobile trap located at the root, a peripheral node, a neighbor of the root with a single connectivity, and a farthest node from the root, respectively. For all the four cases, we obtain the closed-form formulas for the ATT, as well as its leading scalings. We show that for all the four cases of trapping problems, the dominating scalings of ATT can reach the predicted minimum scalings. This work deepens the understanding of behavior of trapping in scale-free networks, and is helpful for designing networks with the most efficient transport process.

摘要

平均捕获时间(ATT)在捕获问题中至关重要,因为它是描述问题效率的关键指标。之前的研究已经为具有深阱的一般网络中随机游走的 ATT 下限提供了扩展。然而,在哪些网络中可以达到这种最小扩展仍然不是很清楚。特别是,即使在特定网络中,这种网络中 ATT 的明确定量结果仍然缺乏,尽管这种网络为具有最高捕获效率的最佳网络设计提供了启示。在本文中,我们研究了在具有完美陷阱的层次无标度网络上发生的捕获问题。我们分别关注位于根节点、外围节点、根节点的单个连通邻居和离根节点最远的节点处的固定陷阱的四种代表性情况。对于所有四种情况,我们得到了 ATT 的封闭形式公式及其主要扩展。我们表明,对于所有四种捕获问题情况,ATT 的主导扩展都可以达到预测的最小扩展。这项工作加深了对无标度网络中捕获行为的理解,有助于设计具有最高传输效率的网络。

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