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Travel time reliability measure based on predictability using the Lempel-Ziv algorithm

机译:使用Lempel-Ziv算法基于可预测性的行程时间可靠性测度

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摘要

Travel time reliability is a crucial factor affecting traveler behaviors, including choices of route, departure time, and mode. One commonly accepted definition of travel time reliability, given by the Federal Highway Administration, states that "Drivers are used to congestion and they expect and plan for some delay, but most travelers are less tolerant of unexpected delays. Travel time reliability measures the extent of this unexpected delay." However, most widely used measures of travel time reliability replace the notion of "reliability" with "variability," and there lacks measure that directly incorporates the unforeseen levels of travel time. Thus, we extended travel time reliability from the perspective of predictability based on the Lempel Ziv algorithm in the field of information theory, which provides an upper bound of travel time predictability based on historical data. To demonstrate the advantages of proposed measure and correlations with traditional metrics, we conduct thorough case studies with various data sources along with artificial simulations to explore the nature of the proposed predictability measure and its distinct features from other reliability measures.
机译:行程时间的可靠性是影响旅客行为的关键因素,包括路线,出发时间和方式的选择。联邦公路管理局给出的一个普遍接受的旅行时间可靠性定义指出:“驾驶员习惯于交通拥堵,他们期望并计划一些延误,但是大多数旅行者对意外延误的容忍度较低。旅行时间可靠性衡量程度然而,最广泛使用的旅行时间可靠性度量用“可变性”代替“可靠性”的概念,并且缺乏直接结合旅行时间不可预见水平的度量。因此,我们从信息论领域中基于Lempel Ziv算法的可预测性的角度扩展了旅行时间的可靠性,从而提供了基于历史数据的旅行时间可预测性的上限。为了证明拟议措施的优势以及与传统指标的相关性,我们使用各种数据源进行了全面的案例研究,并进行了人工模拟,以探讨拟议可预测性措施的性质及其与其他可靠性措施的不同之处。

著录项

  • 来源
    《Transportation research》 |2019年第4期|161-180|共20页
  • 作者单位

    Tsinghua Univ, Dept Civil Engn, Beijing 100084, Peoples R China;

    Tsinghua Univ, Dept Ind Engn, Beijing 100084, Peoples R China|Tsinghua Univ, Tsinghua Daimler Joint Res Ctr Sustainable Transp, Beijing 100084, Peoples R China;

    Tsinghua Univ, Dept Civil Engn, Beijing 100084, Peoples R China|Tsinghua Univ, Tsinghua Daimler Joint Res Ctr Sustainable Transp, Beijing 100084, Peoples R China;

    Tsinghua Univ, Dept Civil Engn, Beijing 100084, Peoples R China|Univ Washington, Dept Civil & Environm Engn, Seattle, WA 98195 USA;

    Tsinghua Univ, Dept Civil Engn, Beijing 100084, Peoples R China|Tsinghua Univ, Tsinghua Daimler Joint Res Ctr Sustainable Transp, Beijing 100084, Peoples R China;

  • 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

    Travel time reliability; Variability; Entropy; Probe data; Digital signal processing;

    机译:行程时间可靠性;变异性;熵;探测数据;数字信号处理;

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