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Extended prediction models for crashes at roundabouts

机译:扩展的回旋处碰撞预测模型

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摘要

This paper builds upon the results of previously developed crash prediction models for roundabouts. The originally investigated sample was extended from 90 to 148 roundabouts. Poisson and gamma modelling techniques were used, the latter ones since underdispersion in the crash data was observed. Separate models were fit for crashes with six different types of road users: bicyclists, motorcyclists, passenger and heavy four-wheel vehicles, moped riders and pedestrians. A further distinction was made between single-vehicle and multiple-vehicle crashes. The results show that the overall number of crashes is more or less proportional to the number of motorized vehicles. The mean number of single-vehicle crashes per passing vehicle is lower on busier roundabouts. Confirmation is found for the existence of a 'safety-in-numbers' effect for different types of road users. Three-leg roundabouts tend to perform worse than roundabouts with four or more legs. More crashes seem to occur at roundabouts with bypasses for traffic in some direction. Larger central islands correlate with more single-vehicle crashes. Moped riders and motorcyclists are strongly overrepresented in both single-vehicle and multiple-vehicle crashes whereas bicyclists are clearly overrepresented in multiple-vehicle crashes. Roundabouts with cycle paths perform better than roundabouts with other types of cycle facilities, particularly in comparison with roundabouts with cycle lanes close to the roadway.
机译:本文基于先前开发的回旋处碰撞预测模型的结果。最初研究的样本从90个回旋处延伸到148个回旋处。使用了Poisson和gamma建模技术,后一种技术是因为在碰撞数据中观察到分散不足。单独的模型适用于六种不同类型的道路使用者的撞车事故:骑自行车的人,摩托车手,乘用车和重型四轮车,轻便摩托车驾驶员和行人。在单车碰撞和多车碰撞之间进行了进一步区分。结果表明,总的撞车次数或多或少与机动车的数量成正比。在繁忙的环形交叉路口处,每辆过往车辆的平均单车碰撞次数较低。对于不同类型的道路使用者,发现存在“数字安全”效应的确认。与四腿或更多腿的回旋处相比,三腿回旋处的表现往往较差。在回旋处,通向某个方向的交通绕行的事故似乎更多。更大的中央岛屿与更多的单车事故相关。轻便摩托车和摩托车骑士在单车和多车事故中的比例都过高,而骑自行车的人在多车事故中的比例过高。具有自行车道的回旋处比其他类型的自行车设施的回旋处表现更好,特别是与靠近道路的自行车道的回旋处相比。

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