Digital Twin-Assisted Cooperative Driving at Non-Signalized Intersections

被引:77
|
作者
Wang, Ziran [1 ]
Han, Kyungtae [1 ]
Tiwari, Prashant [1 ]
机构
[1] InfoTech Labs, Toyota Motor North Amer R&D, Mountain View, CA 94043 USA
来源
关键词
Connected vehicles; Digital twin; Vehicle-to-everything; Safety; Accidents; Packet loss; Motion estimation; cooperative driving; non-signalized intersections; Digital Twin; human-machine interface; VEHICLES;
D O I
10.1109/TIV.2021.3100465
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Digital Twin, as an emerging technology related to Cyber-Physical Systems (CPS) and Internet of Things (IoT), has attracted increasing attentions during the past decade. Conceptually, a Digital Twin is a digital replica of a physical entity in the real world, and this technology is leveraged in this study to design a cooperative driving system at non-signalized intersections, allowing connected vehicles to cooperate with each other to cross intersections without any full stops. Within the proposed Digital Twin framework, we developed an enhanced first-in-first-out (FIFO) slot reservation algorithm to schedule the sequence of crossing vehicles, a consensus motion control algorithm to calculate vehicles' referenced longitudinal motion, and a model-based motion estimation algorithm to tackle communication delay and packet loss. Additionally, an augmented reality (AR) human-machine-interface (HMI) is designed to provide the guidance to drivers to cooperate with other connected vehicles. Agent-based modeling and simulation of the proposed system is conducted in Unity game engine based on a real-world map in San Francisco, and the human-in-the-loop (HITL) simulation results prove the benefits of the proposed algorithms with 20% reduction in travel time and 23.7% reduction in energy consumption, respectively, when compared with traditional signalized intersections.
引用
收藏
页码:198 / 209
页数:12
相关论文
共 50 条
  • [1] Cooperative driving model for non-signalized intersections with cooperative games
    Yang Zhuo
    Huang He
    Wang Guan
    Pei Xin
    Yao Dan-ya
    JOURNAL OF CENTRAL SOUTH UNIVERSITY, 2018, 25 (09) : 2164 - 2181
  • [2] Cooperative Driving Model for Non-Signalized Intersections Based on Reduplicate Dynamic Game
    Yang, Zhuo
    Huang, He
    Yao, Danya
    Zhang, Yi
    2016 IEEE 19TH INTERNATIONAL CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS (ITSC), 2016, : 1366 - 1371
  • [3] Cooperative driving model for non-signalized intersections based on reduplicate dynamic game
    1600, Institute of Electrical and Electronics Engineers Inc., United States (00):
  • [4] Selection-sort-based cooperative driving strategy for CAVs at non-signalized intersections
    Xu, Yuan-Hao
    Guan, Xiao-Kui
    Li, Li
    Hu, Mao-Bin
    PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2024, 635
  • [5] Distributed Scheduling at Non-Signalized Intersections With Mixed Cooperative and Non-Cooperative Vehicles
    Yang, Feihong
    Shen, Yuan
    IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2023, 72 (06) : 7123 - 7136
  • [6] Multicriteria Autonomous Vehicle Control at Non-Signalized Intersections
    Mihaly, Andras
    Farkas, Zsofia
    Gaspar, Peter
    APPLIED SCIENCES-BASEL, 2020, 10 (20): : 1 - 17
  • [7] Tiered Digital Twin-Assisted Cooperative Multiple Targets Tracking
    Zhou, Longyu
    Leng, Supeng
    Wang, Qing
    Ming, Yujun
    Liu, Qiang
    IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2024, 23 (04) : 3749 - 3762
  • [8] A Vehicle Passing Model in Non-signalized Intersections based on Non-cooperative Game Theory
    Cheng, Chijung
    Yao, Danya
    Zhang, Yi
    Li, Ji
    Guo, Yuqing
    2019 IEEE INTELLIGENT TRANSPORTATION SYSTEMS CONFERENCE (ITSC), 2019, : 2286 - 2291
  • [9] Multimodal injury risk analysis of road users at signalized and non-signalized intersections
    Strauss, Jillian
    Miranda-Moreno, Luis F.
    Morency, Patrick
    ACCIDENT ANALYSIS AND PREVENTION, 2014, 71 : 201 - 209
  • [10] A Quantitative Model of Conflict Risk Degree at Non-Signalized Intersections
    Yin, Wei
    Zou, Qingquan
    Lv, Chenghao
    Wu, Zhizhou
    Tan, Guishan
    GREEN INTELLIGENT TRANSPORTATION SYSTEM AND SAFETY, 2016, 138 : 171 - 179