高速公路网下多城区交通流的协同控制

IF 7.9 2区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY
Yunran Di;Weihua Zhang;Heng Ding;Haotian Shi;Junwei You;Hangyu Li;Bin Ran
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引用次数: 0

摘要

随着城市的扩张和长途旅行需求的增加,高速公路的建设通常是为了加强区域连通性。在城市道路和高速公路的混合道路网络中,协调这两个网络的不同交通动态是一个挑战。为了解决这一挑战,我们提出了一种大规模混合网络的协同流控制方法。首先,我们开发了一个综合交通模型,使用宏观基本图(MFD)对城市区域进行建模,使用多类小区传输模型(CTM)对高速公路进行建模,实现了整个混合网络中车辆的路线跟踪。其次,建立了路由选择模型,用于在混合网络中分配新的流量需求。为了协调交通流,使用周界控制(PC)来管理区域边界之间的交通流量,使用匝道计量(RM)来调节从城市区域进入高速公路的流量,使用可变限速(VSL)来控制高速公路上的干线速度。我们在模型预测控制(MPC)框架下建立了这种协同流控制方法。实例研究表明,在PC实现的基础上,高速公路系统中RM和VSL的联合应用比单独使用RM和VSL更能有效地减少混合网络中的拥堵,提高交通效率。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Cooperation Control for Multiple Urban Regions Traffic Flow Coupled With an Expressway Network
As cities expand and long-distance travel demand increases, expressways are usually constructed to enhance regional connectivity. In the mixed road networks of urban roads and expressways, coordinating the distinct traffic dynamics of the two networks is a challenge. To address this challenge, we propose a cooperative flow control method for large-scale mixed networks. First, we develop an integrated traffic model that models urban regions using the macroscopic fundamental diagram (MFD) and expressways using the multi-class cell transmission model (CTM), achieving route tracking of vehicles throughout the entire mixed network. Next, a route choice model is developed to allocate new traffic demands within the mixed network. To coordinate traffic flow, a perimeter control (PC) is conducted to manage transfer flows between region boundaries, ramp metering (RM) to regulate flows entering expressways from urban regions, and variable speed limit (VSL) to control mainline speeds on expressways. We establish this cooperative flow control method within a model predictive control (MPC) framework. Case studies show that, based on the implementation of PC, the combined application of RM and VSL to the expressway system is more effective in reducing congestion and improving traffic efficiency in the mixed network than using RM and VSL independently.
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来源期刊
IEEE Transactions on Network Science and Engineering
IEEE Transactions on Network Science and Engineering Engineering-Control and Systems Engineering
CiteScore
12.60
自引率
9.10%
发文量
393
期刊介绍: The proposed journal, called the IEEE Transactions on Network Science and Engineering (TNSE), is committed to timely publishing of peer-reviewed technical articles that deal with the theory and applications of network science and the interconnections among the elements in a system that form a network. In particular, the IEEE Transactions on Network Science and Engineering publishes articles on understanding, prediction, and control of structures and behaviors of networks at the fundamental level. The types of networks covered include physical or engineered networks, information networks, biological networks, semantic networks, economic networks, social networks, and ecological networks. Aimed at discovering common principles that govern network structures, network functionalities and behaviors of networks, the journal seeks articles on understanding, prediction, and control of structures and behaviors of networks. Another trans-disciplinary focus of the IEEE Transactions on Network Science and Engineering is the interactions between and co-evolution of different genres of networks.
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