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K-Shortest-Path-Based Evacuation Routing with Police Resource Allocation in City Transportation Networks

机译:城市交通网络中基于K最短路径的疏散路由与警察资源分配

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摘要

Emergency evacuation aims to transport people from dangerous places to safe shelters as quickly as possible. Police play an important role in the evacuation process, as they can handle traffic accidents immediately and help people move smoothly on roads. This paper investigates an evacuation routing problem that involves police resource allocation. We propose a novel k-th-shortest-path-based technique that uses explicit congestion control to optimize evacuation routing and police resource allocation. A nonlinear mixed-integer programming model is presented to formulate the problem. The model’s objective is to minimize the overall evacuation clearance time. Two algorithms are given to solve the problem. The first one linearizes the original model and solves the linearized problem with CPLEX. The second one is a heuristic algorithm that uses a police resource utilization efficiency index to directly solve the original model. This police resource utilization efficiency index significantly aids in the evaluation of road links from an evacuation throughput perspective. The proposed algorithms are tested with a number of examples based on real data from cities of different sizes. The computational results show that the police resource utilization efficiency index is very helpful in finding near-optimal solutions. Additionally, comparing the performance of the heuristic algorithm and the linearization method by using randomly generated examples indicates that the efficiency of the heuristic algorithm is superior.
机译:紧急疏散旨在将人们从危险场所尽快运送到安全庇护所。警察在疏散过程中起着重要作用,因为他们可以立即处理交通事故并帮助人们在道路上平稳行驶。本文研究了涉及警察资源分配的疏散路线问题。我们提出了一种新颖的基于第k条最短路径的技术,该技术使用显式拥塞控制来优化疏散路由和警察资源分配。提出了一个非线性混合整数规划模型来表达该问题。该模型的目的是最大程度地减少总体疏散时间。给出了两种算法来解决该问题。第一个线性化原始模型,并使用CPLEX解决线性化问题。第二种是一种启发式算法,该算法使用警察资源利用效率指数直接求解原始模型。从撤离吞吐量的角度来看,该警力资源利用效率指数显着有助于评估道路连接。基于来自不同规模城市的真实数据,使用大量示例对提出的算法进行了测试。计算结果表明,警力资源利用效率指标对于寻找接近最优的解决方案非常有帮助。此外,通过使用随机生成的示例比较启发式算法和线性化方法的性能,表明启发式算法的效率更高。

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