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Estimating the spatiotemporal impact of traffic incidents: An integer programming approach consistent with the propagation of Shockwaves

机译:估计交通事故的时空影响:一种与冲击波传播一致的整数编程方法

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摘要

A fundamental issue in estimating the spatiotemporal impact of an incident is to ensure that the shape of the affected region in the speed map is consistent with the propagation of shockwaves. In this research, we develop an integer programming model with a set of novel constraints to guarantee such consistency, which is new to the literature. The input to our model includes the historical speed on a given road as well as the location and starting time of a known incident. The model then outputs the spatiotemporal region impacted by this incident. We prove that our model produces results that are consistent with the propagation of shockwaves. We then show that our model is computationally more efficient than the current state-of-the-art model because ours requires substantially fewer constraints. Numerical experiments using both simulation and real data demonstrate that the reduction in computational time can be as large as 95-98% on average. (C) 2018 Elsevier Ltd. All rights reserved.
机译:估计事件的时空影响的基本问题是确保速度图中受影响区域的形状与冲击波的传播一致。在这项研究中,我们开发了具有一组新颖约束的整数规划模型来保证这种一致性,这对文献来说是新的。我们模型的输入包括给定道路上的历史速度以及已知事件的位置和开始时间。然后,模型输出受此事件影响的时空区域。我们证明了我们的模型产生的结果与冲击波的传播一致。然后,我们证明了我们的模型在计算上比当前的最新模型更高效,因为我们的模型所需的约束要少得多。使用模拟和实际数据进行的数值实验表明,计算时间的减少平均可以达到95-98%。 (C)2018 Elsevier Ltd.保留所有权利。

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