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A Method for Exploring and Analyzing Spatiotemporal Patterns of Traffic Congestion in Expressway Networks Based on Origin–Destination Data

机译:基于原点 - 目的地数据探索和分析高速公路网络中交通拥堵时空模式的方法

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摘要

Traffic congestion in expressway networks has a strong negative influence on regional development. Understanding the spatiotemporal patterns of traffic congestion in expressway networks is critical for improving the exchange of products in regional production and promoting regional economic development. Nevertheless, existing studies pay less attention to these spatiotemporal patterns of traffic congestion. Considering that Origin–Destination (OD) data are available for the recorded spatial movements of vehicles in expressways, this study proposes a method with which to explore traffic congestion at the level of road segments in the regional expressway network, the mainstream of driving behaviors, and traffic regulations. Methods for analyzing spatial disparity and temporal changes in traffic congestion in expressway networks are also put forward in this paper. The empirical results show that the proposed methods could detect road segments where traffic congestion happens, and then uncover temporal patterns of several congested locations and spatial patterns of road segments with frequent congestion. These spatiotemporal patterns of traffic congestion could be in accord with the actual situation. This study provides a new approach to investigating traffic congestion in expressway networks based on low-cost data, which might be helpful for optimizing expressway network planning and promoting balanced regional development.
机译:高速公路网络中的交通拥堵对区域发展有着强烈的负面影响。了解高速公路网络中交通拥堵的时空模式对于改善区域生产中的产品交换至关重要,促进区域经济发展。尽管如此,现有的研究会对这些时尚模式的交通拥堵来说不起重视。考虑到原始目的地(OD)数据可用于高速公路的车辆的空间运动,这项研究提出了一种方法,其中探讨了区域高速公路网络的道路段水平的交通拥堵,驾驶行为的主流,和交通规则。本文还提出了分析高速公路网络中交通拥堵的空间差异和时间变化的方法。经验结果表明,该方法可以检测交通拥堵发生的道路段,然后揭示多个拥挤位置的时间模式,以及频繁拥堵的道路段的空间模式。这些时尚的交通拥堵模式可以符合实际情况。本研究提供了一种基于低成本数据调查高速公路网络中交通拥堵的新方法,这可能有助于优化高速公路网络规划和促进平衡区域发展。

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