Comprehensive Review of Traffic Modeling: Towards Autonomous Vehicles

被引:0
|
作者
Lach, Lukasz [1 ]
Svyetlichnyy, Dmytro [1 ]
机构
[1] AGH Univ Krakow, Fac Met Engn & Ind Comp Sci, PL-30059 Krakow, Poland
来源
APPLIED SCIENCES-BASEL | 2024年 / 14卷 / 18期
关键词
autonomous vehicle; traffic flow; modeling; simulation platforms; CAR-FOLLOWING MODEL; MACROSCOPIC FUNDAMENTAL DIAGRAM; INTELLIGENT DRIVER MODEL; CELL TRANSMISSION MODEL; KINEMATIC WAVE THEORY; CAPACITY DROP; PHASE-TRANSITIONS; FLOW MODELS; SIMULATION; HYSTERESIS;
D O I
10.3390/app14188456
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Autonomous vehicles (AVs) have the potential to revolutionize transportation by offering safer, more efficient, and convenient mobility solutions. As AV technology advances, there is a growing need to understand and model traffic dynamics in environments where AVs interact with human-driven vehicles. This review provides a comprehensive overview of the modeling techniques used to simulate and analyze autonomous vehicle traffic. It covers the fundamental principles of AVs, key factors influencing traffic dynamics, various modeling approaches, their applications, challenges, and future directions in AV traffic modeling.
引用
收藏
页数:50
相关论文
共 50 条
  • [11] Impact of Traffic Sign Diversity on Autonomous Vehicles A Literature Review
    Aldoski Z.N.
    Koren C.
    Periodica Polytechnica Transportation Engineering, 2023, 51 (04): : 338 - 350
  • [12] A Systematic Literature Review of Autonomous and Connected Vehicles in Traffic Management
    Alanazi, Fayez
    APPLIED SCIENCES-BASEL, 2023, 13 (03):
  • [13] Traffic accidents of autonomous vehicles based on knowledge mapping: A review
    Wei Ji
    Quan Yuan
    Gang Cheng
    Shengnan Yu
    Min Wang
    Zefang Shen
    Tiantong Yang
    Journal of Traffic and Transportation Engineering(English Edition), 2023, 10 (06) : 1061 - 1073
  • [14] Navigation in Traffic By autonomous vehicles
    Fernandes, Michelle
    Patel, Lavkush
    Lakshman, Kshama
    Mullasseri, Sileesh
    Verma, Sudhir
    David, T. Divya
    Singh, Archana
    Saalim, Syed Mohammad
    Jadav, Ravindra
    Vinayak, Vandana
    CURRENT SCIENCE, 2019, 116 (12): : 1946 - 1946
  • [15] Stabilizing traffic with autonomous vehicles
    Wu, Cathy
    Bayen, Alexandre M.
    Mehta, Ankur
    2018 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA), 2018, : 6012 - 6018
  • [16] A Comprehensive Review of Path Planning Algorithms for Autonomous Underwater Vehicles
    Madhusmita Panda
    Bikramaditya Das
    Bidyadhar Subudhi
    Bibhuti Bhusan Pati
    International Journal of Automation and Computing, 2020, 17 : 321 - 352
  • [17] A Comprehensive Review of Path Planning Algorithms for Autonomous Underwater Vehicles
    Madhusmita PANDa
    Bikramaditya Das
    Bidyadhar Subudhi
    Bibhuti Bhusan Pati
    International Journal of Automation and Computing, 2020, 17 (03) : 321 - 352
  • [18] A Comprehensive Review of Path Planning Algorithms for Autonomous Underwater Vehicles
    Panda, Madhusmita
    Das, Bikramaditya
    Subudhi, Bidyadhar
    Pati, Bibhuti Bhusan
    INTERNATIONAL JOURNAL OF AUTOMATION AND COMPUTING, 2020, 17 (03) : 321 - 352
  • [19] Modeling Autonomous Vehicles Deployment in a Multilane AV Zone With Mixed Traffic
    Roy, Keya
    Nam Hong Hoang
    Hai Le Vu
    IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2022, 23 (12) : 23708 - 23720
  • [20] DRIVING TOWARDS SUSTAINABILITY: A COMPREHENSIVE REVIEW OF ELECTRIC VEHICLES
    Agarwal, Bhavya
    Pathak, Varsha
    Nagar, Bhavay
    Chauhan, Bhupendra Singh
    INTERNATIONAL JOURNAL OF MARITIME ENGINEERING, 2024, 1 : A19 - A26