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首页> 外文期刊>Computer Communications >Duplicate suppression for efficient floating car data collection in heterogeneous LTE-DSRC vehicular networks
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Duplicate suppression for efficient floating car data collection in heterogeneous LTE-DSRC vehicular networks

机译:异构LTE-DSRC车载网络中的重复抑制可有效收集浮动汽车数据

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摘要

Collecting data from a large number of agents scattered over a region of interest is becoming an increasingly appealing paradigm to feed big data archives that lay the ground for a vast array of applications. Vehicular Floating Car Data (FCD) collection is a major representative of this paradigm. Massive data collection from floating vehicles is the key to Intelligent Transportation Systems. We address the design and performance evaluation of a data collection protocol for the use case of periodic data collection. We target robustness, optimizing the amount of data and the value of the collection period, keeping in mind the goals of autonomous node operation and minimal coordination effort. From a system point of view, we believe that best solutions should jointly exploit the Long Term Evolution (LTE) cellular access network and the Dedicated Short-Range Communication (DSRC) based Vehicular Ad Hoc Network (VANET). Through a detailed comparative analysis, we show that such a hybrid approach offers superior performance, especially as for offloading the cellular radio access. A lightweight signaling procedure is designed, based on the DSRC VANET, which is able to avoid most of the duplicated data records, even if a distributed operation approach is pursued. The impact of the proposed protocol on the VANET load is evaluated and proved to be quite small, so that it does not interfere with other VANET-specific messages.
机译:从分散在感兴趣区域中的大量代理收集数据正在成为吸引大数据档案的越来越有吸引力的范例,大数据档案为大量应用奠定了基础。车辆浮动汽车数据(FCD)集合是这种范例的主要代表。从浮动车辆中收集大量数据是智能交通系统的关键。我们针对定期数据收集的用例解决数据收集协议的设计和性能评估。我们以稳健性为目标,优化数据量和收集周期的价值,同时牢记自主节点操作和最小化协调工作的目标。从系统角度来看,我们认为最好的解决方案应共同利用长期演进(LTE)蜂窝接入网络和基于专用短程通信(DSRC)的车载自组织网络(VANET)。通过详细的比较分析,我们表明,这种混合方法可提供卓越的性能,尤其是在减轻蜂窝无线访问的负担方面。基于DSRC VANET,设计了一种轻量级的信令过程,即使采用了分布式操作方法,它也能够避免大多数重复的数据记录。评估了所提议协议对VANET负载的影响,并证明该影响很小,因此不会干扰其他VANET特定消息。

著录项

  • 来源
    《Computer Communications》 |2018年第6期|54-64|共11页
  • 作者单位

    Sapienza Univ Rome, Dept Informat Engn Elect & Telecommun, Rome, Italy;

    Paderborn Univ, Heinz Nixdorf Inst, Paderborn, Germany;

    Paderborn Univ, Heinz Nixdorf Inst, Paderborn, Germany;

    Sapienza Univ Rome, Dept Informat Engn Elect & Telecommun, Rome, Italy;

    Paderborn Univ, Heinz Nixdorf Inst, Paderborn, Germany;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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