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Measuring Truck Travel Time Reliability Using Truck Probe GPS Data

机译:使用卡车探针GPS数据测量卡车行驶时间的可靠性

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摘要

Truck probe data collected by global positioning system (GPS) devices has gained increased attention as a source of truck mobility data, including measuring truck travel time reliability. Most reliability studies that apply GPS data are based on travel time observations retrieved from GPS data. The major challenges to using GPS data are small, nonrandom observation sets and low reading frequency. In contrast, using GPS spot speed (instantaneous speed recorded by GPS devices) directly can address these concerns. However, a recently introduced GPS spot-speed-based reliability metric that uses speed distribution does not provide a numerical value that would allow for a quantitative evaluation. In light of this, the research described in this article improves the current GPS spot speed distribution-based reliability approach by calculating the speed distribution coefficient of variation. An empirical investigation of truck travel time reliability on Interstate 5 in Seattle, WA, is performed. In addition, correlations are provided between the improved approach and a number of commonly used reliability measures. The reliability measures are not highly correlated, demonstrating that different measures provide different conclusions for the same underlying data and traffic conditions. The advantages and disadvantages of each measure are discussed and recommendations of the appropriate measures for different applications are presented.
机译:全球定位系统(GPS)设备收集的卡车探测数据作为卡车移动性数据的来源已引起越来越多的关注,其中包括测量卡车行驶时间的可靠性。大多数应用GPS数据的可靠性研究都是基于从GPS数据中获取的旅行时间观测值。使用GPS数据的主要挑战是小型,非随机的观测集和低读取频率。相比之下,直接使用GPS点速度(GPS设备记录的瞬时速度)可以解决这些问题。但是,最近推出的使用速度分布的GPS基于点速度的可靠性度量标准并未提供允许进行定量评估的数值。有鉴于此,本文所述的研究通过计算变化的速度分布系数,改进了当前基于GPS点速度分布的可靠性方法。对华盛顿州西雅图市5号州际公路上卡车行驶时间可靠性进行了实证研究。另外,在改进的方法和许多常用的可靠性度量之间提供了相关性。可靠性指标不是高度相关的,这表明对于相同的基础数据和交通状况,不同的指标可得出不同的结论。讨论了每种措施的优缺点,并提出了针对不同应用的适当措施的建议。

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