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Knapsack problem-based control approach for traffic signal management at urban intersections: Increasing smooth traffic flows and reducing environmental impact

机译:城市交叉路口交通信号管理基于背包的控制方法:增加流量流量,减少环境影响

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摘要

Urbanism development makes cities more congested and then more polluted. Hence, the primary factor that influences the urban environment directly is traffic flow. Therefore, this complex system requires efficient control methods to reduce its impact at urban zones, in particular for traffic light within intersections. In this paper, a dynamic control strategy of traffic signal at urban intersections is proposed. This strategy is based on Knapsack-problem and enables to manage the green light duration autonomously following the queue length for each road lane. The dynamic behavior of this system is considered as a discrete event system. Consequently, a modular Timed Synchronized Petri Net (TSPN) model is developed. Depending on real-time communication, the TSPN modules represent the "slaves", and the responsive controller represents the "master" that manage optimally the vehicles evacuation at the intersection. Moreover, for the system dependability, some interesting properties of the system are checked through the developed Petri net model. SUMO based simulations are performed and analyzed to validate the proposed approach. Through the performed simulations and the analysis of the proposed dynamic control approach and findings show the efficiency of our control policy about smooth traffic increasing and environmental impact reducing.
机译:城市发展使城市更拥挤,然后污染更具污染。因此,影响城市环境直接影响的主要因素是交通流量。因此,这种复杂的系统需要有效的控制方法,以减少其在城市区域的影响,特别是对于交叉口内的红绿灯。本文提出了城市交叉路口交通信号动态控制策略。该策略基于Knapsack问题,并且可以在每个道路通道的队列长度之后自主地管理绿灯持续时间。该系统的动态行为被视为离散事件系统。因此,开发了模块化定时同步Petri网(TSPN)模型。根据实时通信,TSPN模块代表“从站”,响应控制器表示“主机”,该“Master”可以在最佳地管理交叉路口的车辆。此外,对于系统可靠性,通过开发的Petri网模型检查系统的一些有趣性质。执行并分析基于Sumo的模拟以验证所提出的方法。通过表演模拟和提出的动态控制方法的分析和调查结果显示了我们控制政策的效率,了解流畅的流量增长和环境影响减少。

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