论文标题

基于MPC的紧急车辆以急救的多次交通管制

MPC-Based Emergency Vehicle-Centered Multi-Intersection Traffic Control

论文作者

Hosseinzadeh, Mehdi, Sinopoli, Bruno, Kolmanovsky, Ilya, Baruah, Sanjoy

论文摘要

本文提出了一种交通管制计划,以减轻互连的信号车道/道路网络中的交通拥堵。拟议的计划是以紧急车辆为中心的,这意味着它为紧急车辆提供了有效且及时的路由。在拟议的方案中,模型预测控制用于通过网络门以及整个网络上的交通信号灯的配置来控制入口流量流。本文考虑了两个方案:i)集中; ii)分散。在集中式方案中,中央单元控制整个网络。该方案提供了最佳解决方案,即使它可能无法满足大型网络的实时计算要求。在分散的方案中,每个交叉路口都有自己的控制单元,该单元将本地信息发送给聚合器。该汇总者的主要责任是从网络和紧急车辆的所有控制单元中接收本地信息,增加接收到的信息,并与控制单元共享。由于分散方案的决策是本地的,并且聚合器应在交通周期内完成上述任务,这需要很长时间,因此即使它可以提供次优的解决方案,分散方案也适用于大型网络。进行了广泛的模拟研究以验证提出的方案并评估其性能。值得注意的是,获得的结果表明,通过使用集中式方案,可以通过使用分散的方案将紧急车辆的旅行时间降低到〜50%,而无需在其他车道中引起交通拥堵。

This paper proposes a traffic control scheme to alleviate traffic congestion in a network of interconnected signaled lanes/roads. The proposed scheme is emergency vehicle-centered, meaning that it provides an efficient and timely routing for emergency vehicles. In the proposed scheme, model predictive control is utilized to control inlet traffic flows by means of network gates, as well as configuration of traffic lights across the network. Two schemes are considered in this paper: i) centralized; and ii) decentralized. In the centralized scheme, a central unit controls the entire network. This scheme provides the optimal solution, even though it might not fulfil real-time computation requirements for large networks. In the decentralized scheme, each intersection has its own control unit, which sends local information to an aggregator. The main responsibility of this aggregator is to receive local information from all control units across the network as well as the emergency vehicle, to augment the received information, and to share it with the control units. Since the decision-making in decentralized scheme is local and the aggregator should fulfil the above-mentioned tasks during a traffic cycle which takes a long period of time, the decentralized scheme is suitable for large networks, even though it may provide a sub-optimal solution. Extensive simulation studies are carried out to validate the proposed schemes, and assess their performance. Notably, the obtained results reveal that traveling times of emergency vehicles can be reduced up to ~50% by using the centralized scheme and up to ~30% by using the decentralized scheme, without causing congestion in other lanes.

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