Heterogeneous Architecture for DSRC/LTE Vehicular Communication Networks Based on the ITS Reference Architecture with Fuzzy Logic for Decision-Making

Michael Agyare, J. J. Kponyo, K. A. Opare, K. Gyasi
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Abstract

Methods to integrate different access technologies such as heterogeneous communication architecture remains a challenge. Among a variety of V2X-supporting access technologies, Dedicated Short Range Communication (DSRC) and cellular communications, e.g., Long Term Evolution (LTE) is promising reliable and efficient vehicular communications. DSRC has been designed to allow for direct low-latency communications among different vehicles (i.e., V2V) and between vehicles and roadside units (RSU). On the other hand, DSRC suffers from link quality degradation with the presence of buildings and vehicles, especially in urban areas, where channel collisions become serious when vehicle density is high. LTE networks can provide wide area coverage and are favorable to bandwidth-greedy applications, which require high data rates and reliability. Considering the relatively high end-to-end delay for message transmission due to the long transmission time interval (TTI) current LTE networks have drawbacks regarding latency to support highfrequency safety-related information exchange among vehicles in local areas. Combining LTE and DSRC approaches as a heterogeneous solution is essential to fast introduce V2X services for future automated driving. By this intelligent Vertical Handover (VHO) algorithms are needed to ensure seamless connectivity of vehicles to the best network at a particular point in time. For this paper, we propose a 3- input fuzzy-logic-based VHO scheme for Heterogeneous DSRC/LTE Vehicular Communication Networks. The simulation results in this paper show that the proposed 3- input fuzzy-logic model can be able to make decisions and select the best network to connect to base on the network with the highest HF value. The 3-input fuzzy-logic model was also tested in a vehicular highway scenario simulation. The proposed model shows optimized communication results in terms of the mean end-to-end delay against that of the literature.
基于模糊决策的ITS参考体系结构的DSRC/LTE车载通信网络异构体系结构
如何集成异构通信体系结构等不同的接入技术仍然是一个挑战。在各种支持v2x的接入技术中,专用短距离通信(DSRC)和蜂窝通信(如长期演进(LTE))有望实现可靠和高效的车载通信。DSRC旨在允许不同车辆之间(即V2V)以及车辆与路边单元(RSU)之间的直接低延迟通信。另一方面,由于建筑物和车辆的存在,DSRC受到链路质量下降的影响,特别是在城市地区,当车辆密度高时,通道碰撞会变得严重。LTE网络可以提供广域覆盖,并且有利于带宽贪婪的应用,这些应用需要高数据速率和可靠性。考虑到由于传输时间间隔(TTI)较长,消息传输的端到端延迟相对较高,目前的LTE网络在延迟方面存在缺陷,无法支持本地车辆之间的高频安全相关信息交换。将LTE和DSRC方法作为一种异构解决方案相结合,对于快速引入未来自动驾驶的V2X服务至关重要。为此,需要智能垂直切换(VHO)算法来保证车辆在特定时间点与最佳网络的无缝连接。针对异构DSRC/LTE车载通信网络,提出了一种基于模糊逻辑的三输入VHO方案。仿真结果表明,所提出的三输入模糊逻辑模型能够根据高频值最高的网络进行决策并选择最佳的网络接入。并对该三输入模糊逻辑模型进行了车辆公路场景仿真。所提出的模型在端到端平均延迟方面与文献相比显示了优化的通信结果。
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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