Integrating virtual obstacle into variable speed limit control for highways in connected traffic environments

IF 3.3 3区 工程技术 Q2 TRANSPORTATION
Lu Hu , Zikang Chen , Weiyao Xu , Boyu Hou , Haowei Deng , Zhihong Yao
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引用次数: 0

Abstract

Variable speed limits (VSL), as a global control mechanism, present challenges in accurately regulating traffic flow on highway local road segments. This paper incorporates a novel virtual obstacle (VO) control into VSL with time-varying control sections in a connected environment to balance global and local traffic management. VO control dynamically creates, adjusts, and removes virtual obstacles to form controllable artificial bottlenecks. A highway traffic flow network model is first developed based on a link queue model, considering the effects of VSL and VO. Variable link length describes the time-varying VSL control section and VO position. Then, a multi-objective function is introduced within the model predictive control framework. An improved genetic algorithm is employed to optimize speed limits and control sections of the VSL, as well as the position and width of the VO. Experimental results indicate that the proposed coordinated control method effectively alleviates congestion compared to the VSL control.
基于虚拟障碍的互联交通环境下高速公路可变限速控制
可变速度限制作为一种全局控制机制,在高速公路局部路段的交通流量精确调控方面存在挑战。本文将一种新颖的虚拟障碍控制方法引入到具有时变控制段的互联环境中,以平衡全局和局部交通管理。VO控制动态创建、调整和消除虚拟障碍,形成可控的人工瓶颈。首先基于链路队列模型建立了考虑VSL和VO影响的公路交通流网络模型。可变链路长度描述了随时间变化的VSL控制段和VO位置。然后,在模型预测控制框架中引入多目标函数。采用改进的遗传算法优化了VSL的限速和控制路段,以及VO的位置和宽度。实验结果表明,与VSL控制相比,所提出的协调控制方法有效地缓解了拥塞。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
6.40
自引率
14.30%
发文量
79
审稿时长
>12 weeks
期刊介绍: Transportation Letters: The International Journal of Transportation Research is a quarterly journal that publishes high-quality peer-reviewed and mini-review papers as well as technical notes and book reviews on the state-of-the-art in transportation research. The focus of Transportation Letters is on analytical and empirical findings, methodological papers, and theoretical and conceptual insights across all areas of research. Review resource papers that merge descriptions of the state-of-the-art with innovative and new methodological, theoretical, and conceptual insights spanning all areas of transportation research are invited and of particular interest.
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