Intersection Movements Delay Modelling Based on Crowd-sensed Global Positioning System Trajectory Data

IF 17.7 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2024-03-21 DOI:10.1139/cjce-2023-0313
Adham Badran, Ahmed A Elgeneidy, Luis Miranda-Moreno
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Abstract

Developing accurate large scale transportation models, used to guide policy adoption and evaluate infrastructure alternatives or changes in sociodemographic conditions, is data and resource intensive. This research proposes a new method to model intersection movement delay using crowd sensed Global Positioning System (GPS) data. This is done by providing a general definition of turning movements and extracting travel times from GPS trajectory data analysis. A simple method is also proposed to integrate the observed delays per movement type into volume-delay functions. The spatial definition provided for turning movements captured the different speed profiles per turn type. The significant difference in mean speeds for different turn types demonstrated the importance to integrate turn penalty functions based on real observations and the importance of crowd-sensed GPS data. A simple technique is also proposed to integrate the proposed method into the volume-delay functions used in large scale transport models.
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基于人群感应全球定位系统轨迹数据的交叉口移动延迟建模
开发精确的大规模交通模型是一项数据和资源密集型工作,这些模型用于指导政策制定、评估基础设施替代方案或社会人口条件的变化。本研究提出了一种新方法,利用人群感知的全球定位系统(GPS)数据对交叉口运动延迟进行建模。具体方法是提供转弯运动的一般定义,并从 GPS 轨迹数据分析中提取旅行时间。此外,还提出了一种简单的方法,将观测到的每种运动类型的延迟整合到体积-延迟函数中。为转弯运动提供的空间定义捕捉到了每种转弯类型的不同速度曲线。不同转弯类型的平均速度存在明显差异,这表明了根据实际观测结果整合转弯惩罚函数的重要性,以及人群感应 GPS 数据的重要性。此外,还提出了一种简单的技术,可将所提出的方法整合到大规模交通模型中使用的体积-延迟函数中。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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