Simulation-Based Vehicular Traffic Lights Optimization

Dancho Panovski, T. Zaharia
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引用次数: 14

Abstract

A great challenge today in urban areas and dense populated cities is determining an optimal traffic light system that can maximize the number of passing vehicles in a minimum amount of time. In this paper, we have addressed the issue of traffic flow management in urban areas by proposing as a solution a traffic light optimization method. The proposed approach uses the SUMO simulator as a cost-effective solution and a PSO optimization technique for traffic lights cycle program. A series of experimental simulations were performed with different number of vehicles in different time tables. The results obtained shows significant improvements in terms of increasing the number of vehicles that complete the simulation (4,5% to 10,5% of gain) and average journey time necessary for the vehicles to reach their destination (5,37% to 21,53% less time loss).
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基于仿真的车辆交通信号灯优化
在今天的城市地区和人口密集的城市,一个巨大的挑战是确定一个最佳的交通信号灯系统,可以在最短的时间内最大限度地增加过往车辆的数量。在本文中,我们通过提出交通灯优化方法来解决城市交通流管理问题。该方法将相扑模拟器作为一种经济有效的解决方案,并将粒子群优化技术用于交通灯周期规划。采用不同车辆数量、不同时间表进行了一系列实验模拟。所获得的结果显示,在增加完成模拟的车辆数量(将增益提高4.5%至10.5%)和车辆到达目的地所需的平均行程时间(将时间损失减少5.37%至21.53%)方面,有了显著的改进。
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