Exploring social properties in vehicular ad hoc networks

Xin Liu, Zhuo Li, Wenzhong Li, Sanglu Lu, Xiaoliang Wang, Daoxu Chen
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引用次数: 28

Abstract

Vehicular Ad Hoc Networks (VANETs) enable car-to-car communication without the support of network infrastructure, which introduce diverse application possibilities and have drawn much attention from academy and industry in the past years. Unlike other ad hoc networks, nodes in VANETs are restricted to move in streets and have limited communication ranges. Intuitively, vehicle-to-vehicle communication somehow has similarity to human-to-human interaction, which lead to an interesting question of exploring the social properties of VANET nodes. To address the question, we consider encounters of vehicles as their social relationships and model VANETs as social graphs. Based on the social graph model, we use two traces of mobile vehicles from San Francisco and Shanghai to explore their social properties. Our analysis show that several universal laws of social network are hold for VANETs. The social graphs forming by vehicles are scale-free networks with power-law like distribution of node degrees. Small world phenomenon is also observed in our experiments: the nodes in VANETs have high cluster coefficient and there exist short paths between node pairs less than 3 hops on average. The implication of our analytical results is of benefit to develop large scale software system for mobile applications such as VANETs, as well as helps to facilitate inter-device wireless communications in pervasive environment.
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探索车辆自组织网络的社会属性
车辆自组织网络(Vehicular Ad Hoc Networks, vanet)实现了无需网络基础设施支持的车对车通信,引入了多种应用可能性,近年来受到学术界和工业界的广泛关注。与其他自组织网络不同,vanet中的节点被限制在街道上移动,并且通信范围有限。直观地说,车与车之间的通信在某种程度上与人与人之间的交互相似,这就引出了一个有趣的问题,即探索VANET节点的社会属性。为了解决这个问题,我们将车辆的相遇视为它们的社会关系,并将模型vanet视为社会图。在社交图谱模型的基础上,我们利用旧金山和上海两个城市的移动车辆轨迹来探索其社交属性。我们的分析表明,社交网络的几个普遍规律适用于VANETs。由车辆形成的社会图谱是节点度呈幂律分布的无标度网络。我们的实验还观察到小世界现象:VANETs中的节点具有较高的聚类系数,节点对之间存在平均小于3跳的短路径。我们的分析结果对开发大规模的移动应用软件系统,如VANETs,以及在普适环境中促进设备间无线通信具有借鉴意义。
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Internetware 2022: 13th Asia-Pacific Symposium on Internetware, Hohhot, China, June 11 - 12, 2022 Internetware'20: 12th Asia-Pacific Symposium on Internetware, Singapore, November 1-3, 2020 Internetware '19: The 11th Asia-Pacific Symposium on Internetware, Fukuoka, Japan, October 28-29, 2019 RepoLike: personal repositories recommendation in social coding communities Effa: a proM plugin for recovering event logs
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