Proactive safety assessment of urban through-roads based on GPS data

Q2 Engineering Archives of Transport Pub Date : 2024-03-13 DOI:10.61089/aot2024.gpa7v104
J. Ambros, Jan Elgner, V. Valentova, Radoslaw Bak, M. Kiec
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Abstract

Road safety is a worldwide issue, while urban roads account for a high share of serious road injuries, especially involving vulnerable road users, such as pedestrians or cyclists. Specifically, the safety of major roads through built-up areas (through-roads) is insufficient due to mixed traffic conditions including vulnerable road users, varying driving behaviour, and many disruptions, which are combined with excessive speed.. In this context, various traffic calming measures have been implemented to improve road safety, such as gateways or pedestrian refuge islands. However, the specific safety impacts of traffic calming combined with specific characteristics of through-roads are often unknown, since most traditional evaluations have been limited by small sample sizes of crash data, as well as wide variations in physical and road characteristics. To overcome the limitations of crash-based evaluations, we used the GPS-based data from a sample of 21 Czech and 12 Polish through-roads to develop the Speed-Safety Index, which combines speed, speed variance, and traffic volume. Our study has three novelty features: (1) To assess safety, we used speed and speed variance simultaneously. (2) To complete the missing link between specific traffic calming measures and safety, we validated the statistical relationship between the developed Speed-Safety Index and crash history. (3) To prove the usefulness of the developed index, we also showed its practical interpretation by proving the effect of spacing between traffic calming measures on safety. The index proved to be well correlated to crash frequency and it also proved the effect of spacing between traffic calming measures: the longer spacing, the smaller speed-reducing effect. The paper concludes with a discussion on the limitations, which we plan to address in further research, by moving from the current macro-perspective (Speed-Safety Index on the level of through-roads) to the micro-perspective (focusing on individual directions, locations, and traffic calming measures). We also plan to investigate the method’s applicability in different contexts. If the approach proves feasible, with reliable and valid results, it may become an alternative for a proactive network-wide road assessment, as called for by the European Road Infrastructure Safety Management Directive.
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基于 GPS 数据的城市主干道安全评估
道路安全是一个世界性的问题,而城市道路在严重道路伤害中占很大比例,尤其是涉及行人或骑自行车者等易受伤害的道路使用者。具体而言,由于包括易受伤害的道路使用者在内的混合交通条件、不同的驾驶行为和许多干扰因素,再加上车速过快,穿过建筑密集区的主要道路(直通道路)的安全性不足。在这种情况下,为了改善道路安全,人们采取了各种交通疏导措施,如门路或行人避险岛。然而,由于大多数传统评估受到碰撞数据样本量小以及物理和道路特征差异大的限制,交通疏导措施与直通道路具体特征相结合所产生的具体安全影响往往不为人知。为了克服基于碰撞事故的评估的局限性,我们使用了来自 21 条捷克和 12 条波兰直通道路样本的基于 GPS 的数据来开发速度-安全指数,该指数将速度、速度差异和交通流量结合在一起。我们的研究有三个新颖之处:(1) 为了评估安全性,我们同时使用了车速和车速方差。(2)为了弥补具体交通疏导措施与安全之间的缺失,我们验证了所开发的速度-安全指数与碰撞历史记录之间的统计关系。(3) 为了证明所开发指数的实用性,我们还通过证明交通疏导措施之间的间距对安全的影响,展示了该指数的实用解释。本文最后讨论了其局限性,我们计划在进一步的研究中解决这些局限性,从目前的宏观视角(直通道路层面的速度-安全指数)转向微观视角(关注单个方向、地点和交通疏导措施)。我们还计划研究该方法在不同情况下的适用性。如果该方法被证明是可行的,并且结果可靠有效,那么它可能会成为欧洲道路基础设施安全管理指令所要求的全网道路主动评估的替代方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Archives of Transport
Archives of Transport Engineering-Automotive Engineering
CiteScore
2.50
自引率
0.00%
发文量
26
审稿时长
24 weeks
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