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Impact of Location Popularity on Throughput and Delay in Mobile Ad Hoc Networks

机译:位置受欢迎程度对移动Ad Hoc网络中吞吐量和延迟的影响

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摘要

With the advent of smart portable devices and location-based applications, user’s mobility pattern is found to be highly dependent on varying locations. In this paper, we analyze asymptotic throughput-delay performance of mobile ad hoc networks (MANETs) under a location popularity based scenario, where users are more likely to visit popular locations. This work provides a complementary perspective compared with previous studies on fundamental scaling laws for MANETs, mostly assuming that nodes move uniformly in the network. Specifically, we consider a cell-partitioned network model with cells of known popularity, which follows a Zipf’s law distribution with popularity exponent . We first conduct the analysis under traditional paradigm, and find that location heterogeneity affects the network performance negatively, which is due to the waste of potential transmission opportunities in popular cells. Motivated by this observation, we further propose a novel paradigm to enhance the network communication, exploiting these potential transmissions. Theoretical results demonstrate that our proposed scheme outperforms all delay-capacity results obtained in conventional scheme for any . In particular, when , it can achieve a constant capacity with an average delay of (except for a polylogarithmic factor), while the delay is in conventional scheme. And by letting , our results can cover Neely’s scaling laws. Moreover, we show that the delay-capacity tradeoff ratio satisfies , revealing that exploiting location popularity can effectively improve the performance in MANETs.
机译:随着智能便携式设备和基于位置的应用程序的出现,用户的移动性模式高度依赖于不同的位置。在本文中,我们分析了基于位置流行度的场景下移动自组织网络(MANET)的渐进吞吐量延迟性能,其中用户更可能访问流行位置。与以前关于MANET的基本缩放定律的研究相比,这项工作提供了一个补充的观点,主要是假设节点在网络中均匀移动。具体来说,我们考虑一个具有已知流行度的单元的单元划分的网络模型,该模型遵循具有流行指数的Zipf定律分布。我们首先在传统范式下进行分析,发现位置异质性会对网络性能产生负面影响,这是由于浪费了流行小区中潜在的传输机会。基于这种观察,我们进一步提出了一种新颖的范例,以利用这些潜在的传输来增强网络通信。理论结果表明,我们提出的方案优于任何情况下常规方案中获得的所有延迟容量结果。尤其是,当时,它可以实现恒定的容量,并且平均延迟为(多对数因子除外),而该延迟是常规方案中的。而且,通过出租,我们的结果可以覆盖Neely的缩放定律。此外,我们证明了时延-容量折衷比满足要求,表明利用位置受欢迎度可以有效地提高移动自组网的性能。

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