一种基于真实数据的人的移动网络模型

Ahmad Foroozani, Mohammed Gharib, A. Hemmatyar, A. Movaghar
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引用次数: 4

摘要

移动网络的性能评估需要建立准确的仿真模型,并包含真实的特性。移动网络仿真中最重要的问题是节点的可移动性。由于移动节点通常由人类携带,因此,节点的移动性应该建模为人类的运动。据我们所知,没有一个现有的移动模型能够模拟所有的人类运动特征。本文基于6000多个小时的人体活动数据,提出了一种新的人体活动模型。新模型通过引入热点区域,使用热点区域图作为输入区域图,将白天的时间划分为某些时间段,并模拟不同时间和空间的不同速度,来捕捉人类的流动性特性。此外,它还模拟了一些其他重要的人类流动性特征,这些特征在以前的研究中已经被模拟过了。为了评估该模型的性能,将其与实际收集的数据进行了比较。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A novel human mobility model for MANETs based on real data
Performance evaluation of mobile networks needs accurate simulation set up including realistic characteristics. The most important issue in mobile networks' simulation is the mobility of the nodes. Since mobile nodes usually are carried by humans, thus, nodes mobility should be modelized as human movement. To the best of our knowledge, none of the existing mobility models have the ability to modelize all the human movement characteristics. In this paper, a new mobility model has been proposed based on the human mobility data collected for more than 6000 hours. The new model captures human mobility properties by introducing hotspot zones, using a graph of hotspot zones as the input area map, dividing day time to some periods and modeling various speeds in different times and spaces. Moreover, it models some other important human mobility features that had been modeled in previous works. To evaluate the performance of the proposed model, it is compared with real collected data.
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