Data-driven evacuation and rescue traffic optimization with rescue contraflow control

IF 3.7 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH
Zheng Liu , Jialin Liu , Xuecheng Shang , Xingang Li
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引用次数: 0

Abstract

In response to local sudden disasters, e.g., high-rise office or residential building fire disasters, road occupation can cause conflicts, and traffic directions may be opposite between evacuation vehicles and rescue vehicles; moreover, lane contraflow can be adopted to meet these surge traffic demands. However, lane contraflow that provides more roads for rescue vehicles reduces the traffic supply in the evacuation direction. It is unclear how to control the number of contraflow roads used by rescue vehicles to coordinate evacuation and rescue traffic operations. Here, we adjust the critical rescue traffic volume of reversing the normal road traffic direction to control rescue contraflow. Additionally, we propose a multiobjective mixed integer linear programming formulation for evacuation and rescue traffic optimization. Additionally, considering that the upper limit of the critical rescue traffic volume is unknown and that the proposed formulation includes multiple objectives and multi-priority vehicle classes, a three-stage solving algorithm is developed. Next, a large-scale evacuation and rescue traffic optimization result dataset is obtained for the Nguyen–Dupuis road network, and the impact of different rescue contraflow control plans on evacuation and rescue traffic is studied based on data-driven statistical analysis. The results show that by adjusting the optimal rescue traffic route, the critical rescue traffic volume for reversing the normal road traffic direction can reduce the interference of rescue traffic to evacuation traffic operation performance without reducing rescue traffic operation performance, and can be used to coordinate evacuation and rescue traffic operation under rescue contraflow.

数据驱动的疏散和救援交通优化与救援逆流控制
在应对局部突发性灾害(如高层办公楼或住宅楼火灾灾害)时,道路占用可能会引发冲突,疏散车辆和救援车辆之间的交通方向可能相反;此外,可以采用车道反向流来满足这些激增的交通需求。然而,车道反向流为救援车辆提供了更多道路,减少了疏散方向的交通供应。目前还不清楚如何控制救援车辆使用的逆流道路数量,以协调疏散和救援交通运行。在此,我们通过调整逆转正常道路交通方向的临界救援交通量来控制救援逆流。此外,我们还提出了疏散和救援交通优化的多目标混合整数线性规划公式。此外,考虑到临界救援交通量的上限是未知的,而且所提出的公式包括多目标和多优先级车辆类别,因此开发了一种三阶段求解算法。接着,获得了阮杜比路网的大规模疏散和救援交通优化结果数据集,并基于数据驱动的统计分析,研究了不同救援逆流控制方案对疏散和救援交通的影响。结果表明,通过调整最优救援交通路线,逆转正常道路交通方向的临界救援交通量可以在不降低救援交通运行性能的前提下,减少救援交通对疏散交通运行性能的干扰,可用于协调救援逆流下的疏散和救援交通运行。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
安全科学与韧性(英文)
安全科学与韧性(英文) Management Science and Operations Research, Safety, Risk, Reliability and Quality, Safety Research
CiteScore
8.70
自引率
0.00%
发文量
0
审稿时长
72 days
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