Constructing time-varying contact graphs for heterogeneous delay tolerant networks

X. Hong, Bo Gu, Yuguang Zeng, Jingyuan Zhang
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Abstract

Human mobility, hence the movement pattern of mobile devices, often confines to relatively local geographic areas. Such a movement pattern reduces the opportunities for a message to be disseminated to a more global geographical region using the encounter-based “store-carry-forward” routing approach. On the other hand, different local areas often overlap to cover the entire region. A feasible communication architecture to help message dissemination is to deploy static storage-and-communication devices at those overlapping areas to serve as relays between the local areas. In this paper, we introduce the method to derive the simulation model for this heterogeneous network from contact trace and GPS trace of buses. Our main focus is to model communication properties between the static nodes and the mobile nodes. Typically, they are time-varying link delays formed by a collection of multiple mobile nodes. We further use a Markovian model to describe the time dependency among link delays at each static nodes and use the states to develop a network model for simulation. In the paper, we present simulation results to validate the reproduction of the mobility with the original traces by comparing routing performance. We show that the proposed network model can be used for performance evaluations with inherited realistic. The contributions of this work reside in the reproducibility to the real world traces and its flexibility in configurations. Further, it is the first simulator that enables to produce contact graph for a heterogeneous network with time-varying link properties. Its ability goes beyond simply calculating encounter events, but is well suitable for protocol evaluation in opportunistic networks, mobile social networks and delay tolerant networks.
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异构容延迟网络的时变接触图构造
人类的移动性,因此移动设备的移动模式,往往局限于相对局部的地理区域。这种移动模式减少了使用基于偶遇的“存储-向前转”路由方法将消息传播到更全球化地理区域的机会。另一方面,不同的局部区域往往重叠覆盖整个区域。在这些重叠区域部署静态存储通信设备,作为局部区域之间的中继,是帮助消息传播的一种可行的通信架构。本文介绍了利用总线的接触迹线和GPS迹线推导异构网络仿真模型的方法。我们的主要重点是对静态节点和移动节点之间的通信属性进行建模。通常,它们是由多个移动节点的集合形成的时变链路延迟。我们进一步使用马尔可夫模型来描述每个静态节点的链路延迟之间的时间依赖性,并使用这些状态来开发用于仿真的网络模型。在本文中,我们给出了仿真结果,通过比较路由性能来验证迁移率与原始迹线的再现。结果表明,所提出的网络模型可用于具有继承现实性的性能评估。这项工作的贡献在于对现实世界痕迹的再现性及其配置的灵活性。此外,它是第一个能够为具有时变链路属性的异构网络生成接触图的模拟器。它的能力超越了简单地计算相遇事件,而非常适合于机会网络、移动社交网络和延迟容忍网络中的协议评估。
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