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An agent-based simulation model of dynamic real-time traffic signal controller

机译:基于代理的动态实时交通信号控制器仿真模型

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Traffic management has a key role within intelligent transportation systems (ITS). An efficient traffic control system leads to less fuel consumption, gas emissions, and transportation delay. The main goal of this study is to minimize the driver waiting time at intersections and avoid traffic jams. To achieve this goal, an adaptive traffic signal controller model was proposed and verified in this work. A multi-agent based adaptive controller for a dynamic vehicular ad-hoc network (VANET) in a single four-way intersection was modelled and simulated using Matlab/Simulink/SimEvents. The inputs of the controller are the position and the speed of the vehicles at each approach. In fact, the need for inter-vehicle communication is eliminated in this work through the process of virtual road segmentation and the deployment of road-side units (RSUs). The output of the controlled is the green-time for each approach, where the green time is calculated based on the traffic density and on the queue length. The proposed model was verified by intensive simulations using four main parameters: green phase time; inter-arrival times; service time; and average waiting time (AWT). The performance, AWT, of the proposed adaptive controller was compared to a fixed-time controller. The simulation results showed that the proposed controller outperformed the fixed-time controller for significant variance (i.e. variance 10) in the means of inter-arrival times for vehicles approaching the traffic signal.
机译:交通管理在智能交通系统(其)内具有关键作用。有效的交通管制系统导致燃料消耗量较少,气体排放和运输延迟。本研究的主要目标是最大限度地减少交叉路口的驾驶员等待时间,避免交通拥堵。为了实现这一目标,在这项工作中提出并验证了自适应交通信号控制器模型。使用Matlab / Simulink / Simevents建模和模拟用于单个四路交叉路口的动态车辆ad-hoc网络(VANET)的基于多种代理的自适应控制器。控制器的输入是每种方法的车辆的位置和速度。事实上,通过虚拟道路分割的过程和路侧单元(RSU)的部署,在这项工作中消除了对车辆间通信的需求。受控的输出是每种方法的绿色时间,其中基于业务密度和队列长度计算绿色时间。使用四个主要参数的密集模拟来验证所提出的模型:绿色相位时间;到达间隔时间;服务时间;和平均等候时间(AWT)。将所提出的自适应控制器的性能AWT与固定时间控制器进行比较。仿真结果表明,该控制器在接近交通信号的车辆的到达时代的到来的手段中表现出显着方差(即方差> 10)的定时控制器。

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