A cell transmission model for dynamic lane reversal with autonomous vehicles

被引:82
|
作者
Levin, Michael W. [1 ]
Boyles, Stephen D. [1 ]
机构
[1] Univ Texas Austin, Dept Civil Architectural & Environm Engn, Austin, TX 78712 USA
基金
美国国家科学基金会;
关键词
Dynamic lane reversal; Autonomous vehicles; Cell transmission model; Dynamic traffic assignment; ADAPTIVE CRUISE CONTROL; TRAFFIC-FLOW; OPTIMIZATION; HIGHWAY; NETWORK; WAVES; ROADS; TIME;
D O I
10.1016/j.trc.2016.03.007
中图分类号
U [交通运输];
学科分类号
08 ; 0823 ;
摘要
Autonomous vehicles admit consideration of novel traffic behaviors such as reservation based intersection controls and dynamic lane reversal. We present a cell transmission model formulation for dynamic lane reversal. For deterministic demand, we formulate the dynamic lane reversal control problem for a single link as an integer program and derive theoretical results. In reality, demand is not known perfectly at arbitrary times in the future. To address stochastic demand, we present a Markov decision process formulation. Due to the large state size, the Markov decision process is intractable. However, based on theoretical results from the integer program, we derive an effective heuristic. We demonstrate significant improvements over a fixed lane configuration both on a single bottleneck link with varying demands, and on the downtown Austin network. (C) 2016 Elsevier Ltd. All rights reserved.
引用
收藏
页码:126 / 143
页数:18
相关论文
共 50 条
  • [31] A Game-Based Hierarchical Model for Mandatory Lane Change of Autonomous Vehicles
    Huang, Ping
    Ding, Haitao
    Sun, Zhenjia
    Chen, Hong
    IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2024, 25 (09) : 11256 - 11268
  • [32] An optimal mandatory lane change decision model for autonomous vehicles in urban arterials
    Cao, Peng
    Hu, Yubai
    Miwa, Tomio
    Wakita, Yukiko
    Morikawa, Takayuki
    Liu, Xiaobo
    JOURNAL OF INTELLIGENT TRANSPORTATION SYSTEMS, 2017, 21 (04) : 271 - 284
  • [33] Integrated lane⁃changing model of decision making and motion planning for autonomous vehicles
    Xiao X.
    Li K.-P.
    Peng B.
    Chang M.-W.
    Jilin Daxue Xuebao (Gongxueban)/Journal of Jilin University (Engineering and Technology Edition), 2023, 53 (03): : 747 - 757
  • [34] A model predictive control-based lane merging strategy for autonomous vehicles
    Anh-Tuan Tran
    Kawaguchi, Masato
    Okuda, Hiroyuki
    Suzuki, Tatsuya
    2019 30TH IEEE INTELLIGENT VEHICLES SYMPOSIUM (IV19), 2019, : 594 - 599
  • [35] Dynamic lane-changing strategy for autonomous articulated heavy vehicles considering vehicles stability in complex environments
    Nie, Zhigen
    Zhou, Yi
    Lian, Yufeng
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART D-JOURNAL OF AUTOMOBILE ENGINEERING, 2025,
  • [36] Dynamic Lane Reversal in Traffic Management
    Hausknecht, Matthew
    Au, Tsz-Chiu
    Stone, Peter
    Fajardo, David
    Waller, Travis
    2011 14TH INTERNATIONAL IEEE CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS (ITSC), 2011, : 1929 - 1934
  • [37] A dynamic lane-changing decision and trajectory planning model of autonomous vehicles under mixed autonomous vehicle and human-driven vehicle environment
    Yu, Yuewen
    Luo, Xia
    Su, Qiming
    Peng, Weikang
    PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2023, 609
  • [38] Dynamic Lane-Changing Trajectory Planning for Autonomous Vehicles Based on Discrete Global Trajectory
    Liu, Yonggang
    Zhou, Bobo
    Wang, Xiao
    Li, Liang
    Cheng, Shuo
    Chen, Zheng
    Li, Guang
    Zhang, Lu
    IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2022, 23 (07) : 8513 - 8527
  • [39] Intelligent Decision-Making in Lane Detection Systems Featuring Dynamic Framework for Autonomous Vehicles
    Blazevic, Romana
    Maass, Fynn Luca
    Veledar, Omar
    Macher, Georg
    COMPUTER SAFETY, RELIABILITY, AND SECURITY. SAFECOMP 2024 WORKSHOPS, 2024, 14989 : 21 - 33
  • [40] A dynamic lane-changing trajectory planning model for automated vehicles
    Yang, Da
    Zheng, Shiyu
    Wen, Cheng
    Jin, Peter J.
    Ran, Bin
    TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES, 2018, 95 : 228 - 247