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A TRAIN SPEED MEASUREMENT AND ARRIVAL TIME PREDICTION SYSTEM FOR HIGHWAY-RAIL GRADE CROSSINGS

机译:公路铁路级交流的火车速度测量和到达时间预测系统

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A key component to the safe and efficient operation of traffic signals near highway-rail grade crossings (HRGCs) is an accurate estimate of a given train's arrival time at each crossing. Based on this information, current signal preemption strategies for traffic signals near the HRGCs could be improved with respect to driver safety, pedestrian safety and network delay. This paper introduces a system for train speed measurements and arrival time prediction at HRGC using data from Autoscope video detection and a Doppler radar detector. The two detectors were used in parallel because each, on its own, has a number of issues that preclude accurate detection of simultaneous trains (e.g., trains on different tracks in the detection zone at the same time). A multiple-track test bed system in Lincoln, Nebraska was chosen for train speed data collection. A number of potential kinematic equation-based and statistical models were calibrated to predict train arrival time at the HRGC. These were then analyzed and the best models, based on absolute errors, were identified. The regression models proved to be more accurate than the kinematic models.
机译:公路铁路级交叉路附近的交通信号安全有效运行的关键组成部分是对给定列车在每次交叉时的到达时间的准确估计。基于此信息,可以改进对HRGCS附近的流量信号的当前信号抢占策略,可以在驾驶员安全,行人安全和网络延迟方面改进。本文介绍了一种系统用于HRGC的火车速度测量和到达时间预测,使用来自自动化视频检测和多普勒雷达检测器的数据。两种探测器并行使用,因为每个探测器都有许多问题,该问题妨碍了准确地检测同时列车(例如,在检测区的不同轨道上同时列车)。内布拉斯加州林肯的多轨试验台系统被选为列车速度数据收集。校准了许多潜在的运动方程和统计模型,以预测HRGC的火车到达时间。然后识别出这些基于绝对误差的最佳模型。回归模型被证明比运动模型更准确。

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