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Enabling traffic control and data dissemination applications with VGrid - a vehicular ad hoc distributed computing framework.

机译:使用VGrid启用交通控制和数据分发应用程序-一种车辆专用分布式计算框架。

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摘要

The recent introduction and allocation of the 5.85-5.92 GHz portion of spectrum for inter-vehicle communication (IVC) and vehicle-to-roadside communications (VRC), also referred to as Dedicated Short Range Communications (DSRC)/Wireless Access to Vehicular Environments (WAVE), has generated significant interest in research and development in the field of Vehicular Adhoc Networks (VANETs). There are significant opportunities for research advancements in the fields as well as development and deployment of real VANET applications. The later includes driver-vehicle safety applications, information and entertainment (infotainment) applications, and delivery of Internet services for passengers in vehicles. Although VANET falls under the broader category of Mobile Ad Hoc Networks (MANETs), the VANET environment embodies significant differences from that of traditional MANETs. Unlike many MANETs, a VANET is not constrained by power and computing limitations, as is the case with most wireless hand-held and sensor devices. Vehicles can be equipped computing capabilities and have unconstrained battery power supply. On the other hand, the high velocity of vehicles in a VANET results in highly dynamic channel conditions and unstable network topologies.;As part of this work, we have explored four general research directions in the area of VANET. We begin by introducing and discussing the concept of Vehicular Grid Networks (VGrid) in which wireless networking enabled vehicles equipped with processing and storage capabilities can form an ad hoc distributed computing platform to support novel distributed vehicular applications. In order to conduct VGrid research, we have developed the VGrid simulation tool that accurately simulates the VANET environment and the VGrid framework. Based on the simulation tool we have explored new VGrid applications. These applications can be categorized as (1) vehicular traffic control and safety applications, and (2) infotainment applications, specifically a peer-2-peer (P2P) distributed file sharing applications and the associated resource management issue. Finally, we discuss the performance of the Transmission Control Protocol (TCP) and the User Datagram Protocol (UDP) in a VANET and explore how tuning transmission power affects the performance of these transport protocols.;One of the key application of VGrid is in vehicular safety and control applications. In this research, we investigate the benefits of the ad hoc distributed computing platform of VGrid to enhance the performance of some of these applications. In particular, we investigate the effects of a distributed traffic control system on traffic throughput in a highway scenario. We leverage VGrid and demonstrate how a distributed Variable Speed Limit (VSL) and an accident alert application can smooth traffic flow and increase vehicle throughput in such a system. We also explore a distributed Automated Incident Detection (AID) application which is capable of detecting lane obstruction on a highway. We study how the VGrid framework can be leveraged to build traffic flow patterns which can be analyzed in a distributed manner for anomaly detection to detect lane obstructions. Through detailed simulation analysis using the simulation tool we show that this distributed algorithm performs better then current AID systems.;Besides distributed traffic safety and control applications, is an extremely useful and important direction of research, we also investigate infotainment application in a VANET environment. In particular, we investigate a purely distributed P2P file sharing application. A key aspect in such a system is the resource sharing scheme from each peer which guarantees a certain level of resource availability in both a centralized and distributed P2P system. We present a simple contract scheme in which each peer agrees to share some amount of local resource for the services (files) provided by the P2P system. We show how this contract can be determined both in a centralized and distributed control P2P network. This work provides a framework for developing P2P applications in VGrid.;Due to the inherent dynamic nature of the topology and the link quality in a VANET, the performance of the communication protocols, in particular the transport protocols, is a key factor. Therefore, we also study the performance of both UDP and TCP protocols in the VANET environment. We analyze the performance of TCP and UDP in a multi-lane highway environment where vehicles are configured as clients or routers trying to reach a fixed access point along the highway. In particular, we investigate the effect of tuning transmission power in dense and sparse road scenarios on the TCP and UDP throughput and latency.;While VANET has been studied quite extensively, the proposed ad hoc distributed computing framework in VGrid is a novel paradigm for new class of VANET applications. In this research, we have demonstrated the capability of VGrid in implementing distributed vehicular traffic control and safety applications. VGrid can complement and supplement exiting centralized control system by significantly improving their performance in a cost-effective manner.
机译:用于车辆间通信(IVC)和车对路通信(VRC)(也称为专用短程通信(DSRC)/对车辆环境的无线接入)的频谱的5.85-5.92 GHz部分的最新引入和分配(WAVE)对车载Adhoc网络(VANETs)领域的研究和开发产生了极大的兴趣。在该领域的研究进展以及实际的VANET应用程序的开发和部署都有大量的机会。后者包括驾驶员车辆安全应用程序,信息和娱乐(信息娱乐)应用程序以及为车辆中乘客提供的Internet服务。尽管VANET属于移动自组织网络(MANET)的更广泛类别,但VANET环境与传统MANET相比具有显着差异。与许多MANET不同,VANET不受功率和计算限制的约束,就像大多数无线手持设备和传感器设备一样。车辆可以配备计算功能,并且电池供电不受限制。另一方面,车辆在VANET中的高速度导致高度动态的信道条件和不稳定的网络拓扑。作为这项工作的一部分,我们探索了VANET领域中的四个一般研究方向。我们首先介绍和讨论车载网格网络(VGrid)的概念,在该概念中,具有处理和存储功能的支持无线联网的车辆可以形成临时分布式计算平台,以支持新颖的分布式车载应用程序。为了进行VGrid研究,我们开发了VGrid仿真工具,该工具可以准确地仿真VANET环境和VGrid框架。基于仿真工具,我们探索了新的VGrid应用程序。这些应用程序可以分类为(1)车辆交通控制和安全应用程序,以及(2)信息娱乐应用程序,特别是对等2对等(P2P)分布式文件共享应用程序和相关的资源管理问题。最后,我们讨论了VANET中传输控制协议(TCP)和用户数据报协议(UDP)的性能,并探讨了调整传输功率如何影响这些传输协议的性能。; VGrid的关键应用之一是在车辆上安全和控制应用。在这项研究中,我们研究了VGrid的临时分布式计算平台对增强其中一些应用程序的性能的好处。特别是,我们研究了在高速公路场景中分布式交通控制系统对交通吞吐量的影响。我们利用VGrid并演示了分布式可变速度限制(VSL)和事故警报应用程序如何在这样的系统中平滑交通流并增加车辆吞吐量。我们还将探索一种分布式自动事件检测(AID)应用程序,该应用程序能够检测高速公路上的车道阻塞。我们研究如何利用VGrid框架构建交通流模式,可以以分布式方式分析交通流模式以进行异常检测以检测车道阻塞。通过使用仿真工具的详细仿真分析,我们证明了该分布式算法在性能上优于当前的AID系统。除了分布式交通安全和控制应用程序,这是极为有用且重要的研究方向,我们还研究了VANET环境中的信息娱乐应用程序。特别是,我们研究了纯分布式P2P文件共享应用程序。这种系统的一个关键方面是来自每个对等方的资源共享方案,该方案可以在集中式和分布式P2P系统中保证一定水平的资源可用性。我们提出了一个简单的合同方案,其中每个对等方都同意为P2P系统提供的服务(文件)共享一定数量的本地资源。我们展示了如何在集中式和分布式控制P2P网络中确定此合同。这项工作为在VGrid中开发P2P应用程序提供了框架。由于拓扑的固有动态特性和VANET中的链路质量,通信协议(尤其是传输协议)的性能是关键因素。因此,我们还研究了VANET环境中UDP和TCP协议的性能。我们分析了在多车道高速公路环境中TCP和UDP的性能,在该环境中,车辆被配置为试图沿着高速公路到达固定接入点的客户端或路由器。特别是,我们研究了在密集和稀疏路况下调整传输功率对TCP和UDP吞吐量和延迟的影响。尽管对VANET进行了广泛的研究,但VGrid中提出的ad hoc分布式计算框架是新的范式VANET应用程序类别。在这项研究中,我们已经展示了VGrid在实施分布式车辆交通控制和安全应用程序中的功能。 VGrid可通过以经济高效的方式显着提高其性能来补充和补充现有的集中控制系统。

著录项

  • 作者

    Khorashadi, Behrooz.;

  • 作者单位

    University of California, Davis.;

  • 授予单位 University of California, Davis.;
  • 学科 Computer Science.
  • 学位 Ph.D.
  • 年度 2009
  • 页码 149 p.
  • 总页数 149
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

  • 入库时间 2022-08-17 11:37:50

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