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大型卡车司机变道时的间隙接受度——基于图像的分析

Gap Acceptance During Lane Changes by Large-Truck Drivers-An Image-Based Analysis.

作者信息

Nobukawa Kazutoshi, Bao Shan, LeBlanc David J, Zhao Ding, Peng Huei, Pan Christopher S

机构信息

University of Michigan Transportation Research Institute, Ann Arbor, MI 48109 USA.

Department of Mechanical Engineering, University of Michigan, Ann Arbor, MI 48109 USA.

出版信息

IEEE trans Intell Transp Syst. 2016 Mar;17(3):772-781. doi: 10.1109/TITS.2015.2482821. Epub 2015 Oct 13.

Abstract

This paper presents an analysis of rearward gap acceptance characteristics of drivers of large trucks in highway lane change scenarios. The range between the vehicles was inferred from camera images using the estimated lane width obtained from the lane tracking camera as the reference. Six-hundred lane change events were acquired from a large-scale naturalistic driving data set. The kinematic variables from the image-based gap analysis were filtered by the weighted linear least squares in order to extrapolate them at the lane change time. In addition, the time-to-collision and required deceleration were computed, and potential safety threshold values are provided. The resulting range and range rate distributions showed directional discrepancies, i.e., in left lane changes, large trucks are often slower than other vehicles in the target lane, whereas they are usually faster in right lane changes. Video observations have confirmed that major motivations for changing lanes are different depending on the direction of move, i.e., moving to the left (faster) lane occurs due to a slower vehicle ahead or a merging vehicle on the right-hand side, whereas right lane changes are frequently made to return to the original lane after passing.

摘要

本文对大型卡车司机在高速公路变道场景中的后向间隙接受特性进行了分析。以车道跟踪摄像头获取的估计车道宽度为参考,从相机图像中推断车辆间的距离。从一个大规模的自然驾驶数据集获取了600次变道事件。基于图像的间隙分析得到的运动学变量通过加权线性最小二乘法进行滤波,以便在变道时刻对其进行外推。此外,还计算了碰撞时间和所需减速度,并给出了潜在的安全阈值。得到的距离和距离变化率分布显示出方向差异,即在向左变道时,大型卡车在目标车道上通常比其他车辆慢,而在向右变道时通常更快。视频观察证实,变道的主要动机因变道方向而异,即向左(较快)车道变道是由于前方车辆较慢或右侧有汇入车辆,而向右变道则通常是在超车后返回原车道。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ff36/4766594/77671ebeef09/nihms757201f1.jpg

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Gap Acceptance During Lane Changes by Large-Truck Drivers-An Image-Based Analysis.大型卡车司机变道时的间隙接受度——基于图像的分析
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