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Automating Average Stopped Delay Estimation Using Image Analysis of Actual Traffic Flow at Signalized Intersections

机译:使用信号交叉口的实际流量的图像分析自动化平均停止延迟估计

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Average stopped delay for a given signalized intersection approach is the average time a vehicle waits at the traffic light and it constitutes a part of the measure of effectiveness of signalized intersections. The exploratory work done by two authors of this paper using images created by the animation feature of the CORSIM traffic simulation software indicated that such application can actually produce stopped delay estimates commensurate with the results of the ITE method. However, CORSIM simulation images do not have parallax problems and vehicle color and size and pavement color were practically the same for the entire evaluation field. The three methods (Gap, Gap-hybrid, Motion method) developed in this study are able to overcome to an acceptable level these problems associated with actual traffic flow images. They were tested with the two image data sets that were taken at two different locations with different camera angles. The performance of the three methods varies depending on the quality of image, camera angle, and calibrated parameter values used for each method. Nevertheless, in both cases they were able to produce average stopped delays similar to those estimated by the ITE manual method. At present the software that executes the three methods analyzes one approach lane at a time using digitized still images taken from analog video films; however, it can be expanded to analyze multiple approach lanes and digital images dynamically fed by digital traffic monitoring cameras. With this automated procedure the traffic engineer can estimate average stopped delays in his or her office, greatly saving time, money and manpower necessary for conducting field data collections.
机译:给定信号交叉点的平均停止延迟是车辆在交通灯处等待的平均时间,并且它构成了信号交叉点的有效性的一部分。本文的两个作者使用了Corsim流量仿真软件的动画特征创建的图像所做的探索性工作表明,这种应用程序实际上可以产生与ITE方法结果相比的停止延迟估计。然而,Corsim仿真图像没有视差问题,并且车辆颜色和尺寸和路面颜色对于整个评估领域实际上是相同的。本研究开发的三种方法(间隙,间隙 - 混合,运动方法)能够克服与实际交通流图像相关的这些问题的可接受水平。使用具有不同相机角度的两个不同位置的两个图像数据集进行测试。这三种方法的性能根据用于每种方法的图像,摄像机角度和校准参数值而变化。然而,在这两种情况下,他们都能够产生与ITE手动方法估计的平均停止延迟。目前,执行三种方法的软件一次使用从模拟视频电影取出的数字化静止图像来分析一个接近车道;然而,可以扩展以分析由数字流量监控摄像机动态馈送的多个接近车道和数字图像。通过这种自动化程序,交通工程师可以估算他或她的办公室的平均停止延迟,大大节省时间,金钱和人力,以进行现场数据收集所需的。

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