Information dissemination dynamics in delay tolerant network: a bipartite network approach

Sudipta Saha, Niloy Ganguly, Animesh Mukherjee
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引用次数: 5

Abstract

In this paper, we present a model of a delay tolerant network(DTN) and identify that this model can be suitably reformulated as a bipartite network and that the major predictions from the former are equivalent to that of the latter. In particular, we show that the coverage of the information dissemination process in the DTN matches accurately with the size of the largest component in the suitably thresholded one-mode projection of the corresponding bipartite network. In the process of this analysis, some of the important insights gained are that (a) arbitrarily increasing the number of agents participating in the dissemination process cannot increase the coverage once the system has reached the stationary state for a given buffer time (i.e., the time for which a message resides in the buffer of the places visited by the agents), (b) the coverage varies inversely with the square of the number of places in the system and directly with the square of the average social participation of the agents and (c) it is possible to design an optimal buffer time for a desired cost of coverage. To the best of our knowledge, this is the first such work that employs the rich theoretical backbone of bipartite networks as a "proxy" for the analysis of the otherwise intractable DTN dynamics thus allowing for various novel analytical estimates.
延迟容忍网络中的信息传播动力学:二部网络方法
在本文中,我们提出了一个延迟容忍网络(DTN)的模型,并确定了该模型可以适当地重新表述为二部网络,并且前者的主要预测与后者的预测等效。特别是,我们证明了DTN中信息传播过程的覆盖范围与相应二部网络的适当阈值单模投影中最大分量的大小准确匹配。在此分析过程中,获得的一些重要见解是:(a)一旦系统在给定的缓冲时间(即消息驻留在代理访问位置的缓冲区的时间)内达到稳态,任意增加参与传播过程的代理数量并不能增加覆盖范围;(b)覆盖范围与系统中位置数量的平方成反比,与代理的平均社会参与的平方成正比;(c)可以为期望的覆盖成本设计最佳缓冲时间。据我们所知,这是第一次这样的工作,采用丰富的理论骨干的二部网络作为“代理”,否则难以处理的DTN动态分析,从而允许各种新的分析估计。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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