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Game theoretic approach on Real-time decision making for loT-based traffic light control

机译:基于loT的交通信号灯控制实时决策的博弈论方法

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摘要

Smart traffic light control at intersections is 1 of the major issues in Intelligent Transportation System. In this paper, on the basis of the new emerging technologies of Internet of Things, we introduce a new approach for smart traffic light control at intersection. In particular, we firstly propose a connected intersection system where every objects such as vehicles, sensors, and traf­fic lights will be connected and sharing information to one another. By this way, the controller is able to collect effectively and mobility traffic flow at intersection in real-time. Secondly, we pro­pose the optimization algorithms for traffic lights by applying algorithmic game theory. Specially, 2 game models (which are Cournot Model and Stackelberg Model) are proposed to deal with dif­ference scenarios of traffic flow. In this regard, based on the density of vehicles, controller will make real-time decisions for the time durations of traffic lights to optimize traffic flow. To evaluate our approach, we have used Netlogo simulator, an agent-based modeling environment for design­ing and implementing a simple working traffic. The simulation results shows that our approach achieves potential performance with various situations of traffic flow.
机译:十字路口的智能交通灯控制是智能交通系统的主要问题之一。本文基于物联网的新兴技术,介绍了一种交叉口智能交通灯控制的新方法。特别是,我们首先提出了一个连接交叉路口系统,其中每个物体(例如车辆,传感器和交通信号灯)将被连接并彼此共享信息。通过这种方式,控制器可以实时有效地收集交叉路口的交通流量。其次,运用算法博弈论提出交通信号灯的优化算法。特别地,提出了两种游戏模型(古诺模型和斯塔克尔伯格模型)来应对交通流的不同情况。在这方面,基于车辆的密度,控制器将针对交通信号灯的持续时间做出实时决策,以优化交通流量。为了评估我们的方法,我们使用了Netlogo模拟器,这是一个基于代理的建模环境,用于设计和实现简单的工作流量。仿真结果表明,我们的方法在各种交通流量情况下都可以实现潜在的性能。

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