不同网络拓扑结构下信息传播的随机复制随机行走研究

Dimitris Kogias, K. Oikonomou, I. Stavrakakis
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引用次数: 8

摘要

众所周知,泛洪是通过网络传播信息的“最快”方式(达到100%的覆盖率),代价是通常难以接受的大消息转发开销;当开销得到控制或限制时,实现的覆盖率就会降低。单随机漫步器(SRW)是另一种流行的信息传播机制,与泛洪相比,它非常“慢”,但使用的开销更少,并且可能比泛洪实现更好的覆盖。后者可能归因于SRW更好的“拉伸”特性(访问更远的网络区域的能力),如果覆盖被定义为距离接收信息的网络节点最多L跳的网络节点集(L-覆盖的概念),则特别容易观察到。随机复制随机步行者(RRRWs)是一类广泛的信息传播机制,其成员由(第一)复制概率的给定值定义;显然,SWR对应于(第一)复制概率为零的rrrw,而(第一)复制概率接近1的值则产生大量类似洪水操作的信息传播代理(rw)。通过考虑各种性能指标(例如给定消息转发预算的实现覆盖率和花费可用消息转发预算所需的时间),并通过考虑各种网络拓扑(例如Random Geometric, Erdös- r和集群环境),我们表明RRRWs类可以“填充”性能空间,介于洪水和SRW引起的性能之间。因此提供了一组更丰富的信息传播策略,可以更好地匹配理想的性能约束或目标。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Study of randomly replicated random walks for information dissemination over various network topologies
Flooding is well known to be the “fastest” way to propagate information throughout a network (achieve 100% coverage), at the expense of typically unacceptably large message-forwarding overhead; when the overhead is controlled or limited, then the achieved coverage is reduced. A Single Random Walker (SRW) is another popular mechanism for information dissemination that is very “slow” compared to flooding but utilizes less overhead and can potentially achieve better coverage than flooding. The latter may be attributed to the better “stretching” properties (ability to visit further away network regions) of the SRW and is particularly observed if coverage is defined as the set of network nodes which are at most L hops away from a network node which received the information (notion of L-coverage, L ≥ 0). Randomly Replicated Random Walkers (RRRWs) are considered in this paper as a broad class of information dissemination mechanisms whose members are defined by a given value of the (first) replication probability; clearly a SWR corresponds to the RRRWs with zero (first) replication probability, while for values of the (first) replication probability close to one a large number of information disseminating agents (RWs) are generated resembling the operation of flooding. By considering various performance metrics (such as the achieved coverage for a given message-forwarding budget and the time required to spend the available message-forwarding budget), and by considering various network topologies (such as Random Geometric, Erdös- Rényi and Clustered environments), we show that the class of RRRWs can “fill” the performance space, between the performance induced by flooding and the SRW, thus offering a richer set of information dissemination strategies that can better match desirable performance constraints or objectives.
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