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Analysis of Sideswipe Collision Precursors Considering the Spatial-Temporal Characteristics of Freeway Traffic

机译:考虑高速公路交通时空特征的侧滑碰撞前体分析

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To avoid bias caused by the high percentage of rear-end collisions in the generic models, only the observed sideswipe collisions on Highway I-5 in the central Puget Sound, Washington State, area are used to analyze the matched case-control logistic regression model. Considering the spatial-temporal characteristics of traffic flow and short-term variation of the sideswipe collision occurrence, a comprehensive analysis of sideswipe collision occurrence and its relationship with the freeway flow across lanes and detector locations are studied. The results imply that sideswipe collisions are more likely to occur at straight and level segments of multilane freeways in off-peak hours. High average occupancy and low average flow and speed variance upstream of collision location tend to increase the probability of sideswipe collision in congested scenarios. In contrast, high average speed and coefficient of variation in speed, low speed variance and coefficient of variation in occupancy, and high average absolute difference in speed between adjacent lanes downstream of collision location may decrease the likelihood of sideswipe collisions in uncongested conditions. Furthermore, the average absolute difference in occupancy and speed between upstream and downstream of the collisions location leads to an increase in the occurrence of sideswipe collisions, while standard deviation of absolute difference in occupancies and speeds exerts opposite effects. The sideswipe collision model proposed is validated using sideswipe collision data of SR 520 freeway, and both the transferability and stability of the proposed sideswipe collision model are statistically tested.
机译:为了避免由通用模型中较高比例的后端碰撞引起的偏差,仅使用在华盛顿州普吉特海湾中心地区I-5公路上观察到的侧擦碰撞来分析匹配的案例控制逻辑回归模型。考虑到交通流的时空特征和侧滑碰撞发生的短期变化,对侧滑碰撞发生及其与跨车道和检测器位置的高速公路流动之间的关系进行了综合分析。结果表明,在非高峰时间,多行高速公路的直线段和水平段更容易发生侧滑碰撞。在拥挤的场景中,较高的平均占用率和较低的平均流量以及碰撞位置上游的速度变化往往会增加侧擦碰撞的可能性。相反,碰撞位置下游的相邻车道之间的高平均速度和速度变化系数,低速度方差和占用变化系数以及较高的平均速度绝对差会降低在未拥挤情况下发生侧擦碰撞的可能性。此外,在碰撞位置的上游和下游之间的占用和速度的平均绝对差导致侧擦碰撞的发生增加,而占用和速度的绝对差的标准偏差产生相反的效果。利用SR 520高速公路的侧擦碰撞数据验证了提出的侧擦碰撞模型,并统计测试了所提侧擦碰撞模型的可传递性和稳定性。

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