Realistic Human Mobility Model for Opportunistic Networks

A. Greede
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Abstract

Within the opportunistic wireless network research community, the evaluation of a new network protocol depends almost entirely on simulation. Using simulation enables a researcher to test a wide variety of scenarios at a low cost compared to using a real system. In opportunistic networks, the mobility of users plays a key role in data delivery; therefore, the value of the validation of a data forwarding protocol is highly dependent on the mobility models used in the simulation. In this paper, popular mobility models are assessed. Based on this analysis, a novel mobility model “Realistic Human Mobility Model” (RHMM) is proposed. The performance of the RHMM is evaluated and compared with real traces. The results show that RHMM generates mobility patterns that present characteristics similar to real ones and it has the same statistical properties identified in the real human mobility patterns.
机会主义网络的现实人类流动模型
在机会主义无线网络研究社区中,对新网络协议的评估几乎完全依赖于仿真。与使用真实系统相比,使用模拟使研究人员能够以较低的成本测试各种各样的场景。在机会主义网络中,用户的移动性在数据传递中起着关键作用;因此,数据转发协议的验证值高度依赖于仿真中使用的移动模型。本文对流行的交通模式进行了评估。在此基础上,提出了一种新的人类流动性模型——现实人类流动性模型(RHMM)。评价了该方法的性能,并与实际迹线进行了比较。结果表明,RHMM生成的迁移模式具有与真实迁移模式相似的特征,并且具有与真实人类迁移模式相同的统计特性。
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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