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Evaluation of travel time estimation based on LWR-v and CTM-v: A case study in Stockholm

机译:基于LWR-v和CTM-v的旅行时间估计的评估:以斯德哥尔摩为例

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摘要

Real-time estimations of current and future traffic states are an essential part of traffic management and traffic information systems. Within the Mobile Millennium project considerable effort has been invested in the research and development of a real-time estimation system that can fuse several sources of data collected in California. During the past year this system has been adapted to also handle traffic data collected in Stockholm. This paper provides an overview of the model used for highways and presents results from an initial evaluation of the system. As part of the evaluation process, GPS data collected in an earlier field-test and estimations generated by the existing system used by the TMC in Stockholm, are compared with the estimations generated by the Mobile Millennium system. Given that the Mobile Millennium Stockholm system has not undergone any calibration, the results from the evaluation are considered promising. The estimated travel times correspond well to those measured in the field test. Furthermore, the estimations generated by the Mobile Millennium system can be regarded as superior to those of existing traffic management system in Stockholm. The highway model was found to perform well even with a reduction in the number of sensors providing data. The findings of this study indicate the robustness of the Mobile Millennium system and demonstrate how the system can be migrated to other geographical areas with similar sources of available data.
机译:当前和未来交通状态的实时估计是交通管理和交通信息系统的重要组成部分。在“移动千禧年”项目中,已经投入大量精力来研究和开发实时估算系统,该系统可以融合加利福尼亚收集的多种数据源。在过去的一年中,该系统也进行了修改,以处理斯德哥尔摩收集的交通数据。本文概述了用于高速公路的模型,并提出了对该系统的初步评估结果。作为评估过程的一部分,将在较早的现场测试中收集的GPS数据和斯德哥尔摩TMC使用的现有系统生成的估算值与移动千年系统生成的估算值进行比较。鉴于Mobile Millennium Stockholm系统尚未进行任何校准,因此评估结果被认为很有希望。估计的行驶时间与现场测试中测得的时间非常吻合。此外,由移动千年系统产生的估计可以被认为优于斯德哥尔摩现有交通管理系统的估计。发现高速公路模型即使在提供数据的传感器数量减少的情况下也表现良好。这项研究的结果表明了Mobile Millennium系统的健壮性,并展示了如何使用相似的可用数据源将系统迁移到其他地理区域。

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