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Development of a Driving Risk Model Based on Speed Choice: A Case Study to Evaluate the Safety Effects of In-Vehicle Traffic Warning Information

机译:基于速度选择的驾驶风险模型的开发:评估车辆交通警告信息安全效果的案例研究

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This study focuses on the development of a driving risk model based on speed deviation. Speed data were collected via an on-site driving experiment on the Sanyo Expressway in Hiroshima Prefecture in Japan in 2009 to examine the impact of in-vehicle traffic warning information (IVTWI) on traffic safety. To compare the impact of IVTWI provision on traffic safety, we examined three driving scenarios, (i) without IVTWI, (ii) voice-based IVTWI, and (iii) voice and image-based IVTWI. Driving risk was defined by three levels (low, medium, and high) based on the magnitude speed deviation using an ordered response probit model. Results show that traffic safety could be improved by IVTWI provision. A high driving risk, as derived from the proposed method, could explain the occurrence of up to 38% of traffic accidents. The results of the constructed model confirm that the probability of driving risk could be reduced by IVTWI provision.
机译:这项研究的重点是基于速度偏差的驾驶风险模型的开发。速度数据是通过2009年在日本广岛县的三洋高速公路上进行的现场驾驶实验收集的,目的是研究车内交通警告信息(IVTWI)对交通安全的影响。为了比较IVTWI提供对交通安全的影响,我们研究了三种驾驶场景:(i)不使用IVTWI,(ii)基于语音的IVTWI,以及(iii)基于语音和图像的IVTWI。使用有序响应概率模型,基于幅度速度偏差,将驾驶风险定义为三个级别(低,中和高)。结果表明,通过IVTWI设置可以改善交通安全。从所提出的方法得出的高驾驶风险可以解释高达38%的交通事故的发生。构建模型的结果证实,IVTWI规定可以降低驾驶风险的可能性。

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