基于车辆社交网络的智能城市交通管理系统iMOB

A. T. Akabane, R. Immich, E. Madeira, L. Villas
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引用次数: 17

摘要

车辆社交网络(VSNs)范式是一类特殊的车辆网络(vanet),它考虑了特征和社交方面。从这个概念出发,两种不同的方法可以应用于社交网络,即社会网络分析(SNA)措施和社会网络概念(SNC)。在过去的几年里,已经提出了几个系统来处理交通拥堵问题。它们依赖于集成计算技术,如VANETs、中央服务器和路边单元。许多系统采用混合方法,这意味着它们仍然需要基础设施支持(中央服务器或路边单元)来实现系统的目标。为了超越这一点,这项工作涉及如何在无基础设施的环境和可扩展的方式下,在检测到途中事件时管理城市交通的问题。为了实现这一目标,主要目标是应用VSNs来研究SNA测量和SNC如何以分布式方式帮助城市交通管理。为此,提出了iMOB系统,这是一个智能的城市交通管理系统。该系统由三层组成:环境感知(底层)、车辆排序机制(中间层)和利他改道决策(上层)。中间层采用SNA自我中心中介度量,上层采用社交互动和虚拟社区等snc度量。iMOB在基于模拟的实验中进行了评估,在所有评估指标上都优于所有竞争对手。研究结果表明,在车辆环境中应用社会网络的概念和分析,对于以实用和经济的方式提高城市交通管理系统的可靠性和效率具有很大的潜力。
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iMOB: An Intelligent Urban Mobility Management System Based on Vehicular Social Networks
The vehicular social networks (VSNs) paradigm is a special class of vehicular networks (VANETs), where features and social aspects are taken into account. Starting from this concept, two different approaches can be applied in VSNs, which are the social network analysis (SNA) measures and the social networking concepts (SNC). In the past few years, several systems have been proposed to deal with traffic congestion problems. They rely on integrating computational technologies such as VANETs, central server, and roadside units. A number of systems employ a hybrid approach, this means that they still need an infrastructure support (central server or roadside unit) to achieve the goals of the system. In order to surpass that, this work deals with the question of how to manage the urban mobility, when an en-route event is detected, in an infrastructure-less environment and scalable fashion. To achieve that, the main goal is to apply VSNs to investigate how SNA measures and SNC can help in the urban mobility management in a distributed fashion. To this end, it was proposed the iMOB system, which is an intelligent urban mobility management system. The system consists of the 3-tier: the environment sensing (bottom tier), the vehicle ranking mechanism (middle tier), and the altruistic rerouting decision (upper tier). The SNA egocentric betweenness measure is applied in the middle tier and SNCs such as social interactions and virtual community were utilized in the upper tier. iMOB was evaluated in simulation-based experiments being able to outperform all its competitors in all assessed metrics. The results obtained lead us to conclude that the application of concepts and analysis of social network, in a vehicular environment, have great potential to improve the reliability and efficiency of urban mobility management systems in a practical and cost-effective way.
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