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Cyclist deceleration rate as surrogate safety measure in Montreal using smartphone GPS data

机译:使用智能手机GPS数据在蒙特利尔骑自行车者减速率作为替代安全措施

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Urban areas in North American cities with positive trends in bicycle usage also witness a high number of cyclist injuries every year. Previous cyclist safety studies based on the traditional approach, which relies on historical crash data, are known to have some limitations such as the fact that crashes need to happen (a reactive approach). This paper explores the use of GPS deceleration events as a surrogate-proactive measure and investigates the relationship between reported cyclist road injuries and deceleration events. The surrogate safety measure is defined based on deceleration values representing hard breaking situations. This work uses a large sample of GPS cyclist trip data from a smartphone application to extract deceleration rates at intersections and along segments and to explore its relationship with the number of observed injuries and validate deceleration rate (DR) as a surrogate safety measure. Using Spearman's rank correlation coefficient, we compared the ranking of sites based on the expected number of injuries and based on DR. The ranks of expected injuries and dangerous decelerations were found to have a correlation of 0.60 at signalized intersections, 0.53 at non-signalized intersections and 0.57 at segments. Despite the promising results of this study, more granulat data and validation Work needs to be done to improve the reliability of the measures. The technological limitations and future work are discussed at the end of the paper. (C) 2016 Elsevier Ltd. All rights reserved.
机译:北美城市中,自行车使用率呈积极趋势的城市每年也遭受大量骑自行车者伤害。已知以前的基于传统方法的骑车人安全性研究依赖于历史的碰撞数据,但存在一些局限性,例如需要发生碰撞的事实(一种被动方法)。本文探讨了GPS减速事件作为替代主动措施的用途,并研究了报告的骑车人道路伤害与减速事件之间的关系。替代安全措施是根据代表硬断裂情况的减速度值定义的。这项工作使用了来自智能手机应用程序的大量GPS自行车出行数据样本,以提取十字路口和沿路段的减速率,并探索其与观察到的伤害数量之间的关系,并验证减速率(DR)作为替代安全措施。使用Spearman等级相关系数,我们根据预期伤害数和DR对站点的排名进行了比较。发现在信号交叉口的预期伤害和危险减速等级的相关性为0.60,在非信号交叉口的相关性为0.53,在路段的相关性为0.57。尽管这项研究的结果令人鼓舞,但仍需要进行更多的颗粒数据和验证,以提高测量的可靠性。本文的末尾讨论了技术局限性和未来的工作。 (C)2016 Elsevier Ltd.保留所有权利。

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