Decentralized platoon formation for a fleet of connected and autonomous trucks

被引:2
|
作者
Liu, Dahui [1 ]
Eksioglu, Burak [2 ]
Schmid, Matthias [3 ]
Huynh, Nathan [4 ]
Comert, Gurcan [5 ]
机构
[1] Cornell Univ, Dept Civil & Environm Engn, Ithaca, NY 14853 USA
[2] Univ Arkansas, Dept Ind Engn, Fayetteville, AR 72701 USA
[3] Clemson Univ, Dept Automot Engn, Greenville, SC 29607 USA
[4] Univ Nebraska Lincoln, Dept Civil & Environm Engn, Lincoln, NE 68583 USA
[5] Benedict Coll, Dept Engn & Comp Sci, Columbia, SC 29204 USA
关键词
Platooning; Dynamic game; Simulation; Autonomous trucks;
D O I
10.1016/j.eswa.2024.123650
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This research explores energy -saving potential through platooning, a method aimed at reducing energy consumption, especially for connected and autonomous vehicles allowing shorter inter -vehicle distances. In platooning, energy is saved due to reduced drag, but there is increased energy use during acceleration and deceleration while forming and maintaining platoons. A decentralized game theory model is created to assess energy -saving capabilities in typical traffic scenarios. This model is a dynamic game where drivers act independently, deciding whether to join a platoon to maximize individual gains. A simulation model is developed to replicate vehicle behavior in realistic traffic conditions, estimating energy consumption over time. Findings show that decentralized decision -making leads to system -wide energy savings of 2.2% to 2.6%, contrasting with a 3% saving achieved through centrally mandated platoon formation.
引用
收藏
页数:13
相关论文
共 50 条
  • [1] Truck platoon analysis for autonomous trucks
    Fahad, Mohammad
    Nagy, Richard
    SN APPLIED SCIENCES, 2023, 5 (05):
  • [2] Truck platoon analysis for autonomous trucks
    Mohammad Fahad
    Richard Nagy
    SN Applied Sciences, 2023, 5
  • [4] One for all: Decentralized optimization of lateral position of autonomous trucks in a platoon to improve roadway infrastructure sustainability
    Gungor, Osman Erman
    She, Ruifeng
    Al-Qadi, Imad L.
    Ouyang, Yanfeng
    TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES, 2020, 120 (120)
  • [5] Effect of Platoon Formation Policy and Platoon Size for Connected Autonomous Vehicles on Mixed Traffic Capacity
    Lee, Yutae
    CHIANG MAI JOURNAL OF SCIENCE, 2024, 51 (01):
  • [6] Decentralized control synthesis for a platoon of autonomous vehicles
    Stilwell, DJ
    2002 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION, VOLS I-IV, PROCEEDINGS, 2002, : 744 - 749
  • [7] Experiments on Platoon Formation of Heavy Trucks in Traffic
    Liang, Kuo-Yun
    Martensson, Jonas
    Johansson, Karl H.
    2016 IEEE 19TH INTERNATIONAL CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS (ITSC), 2016, : 1813 - 1819
  • [8] Optimizing Energy Savings for a Fleet of Commercial Autonomous Trucks
    Liu, Dahui
    Eksioglu, Burak
    Schmid, Matthias J.
    Huynh, Nathan
    Comert, Gurcan
    IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2022, 23 (07) : 7570 - 7586
  • [9] Secure Content Delivery for Connected and Autonomous Trucks: A Coalition Formation Game Approach
    Xing, Rui
    Su, Zhou
    Xu, Qichao
    Zhang, Ning
    Luan, Tom H.
    IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2022, 23 (11) : 20522 - 20537
  • [10] Formation and Evolution Mechanism of Connected and Autonomous Fleet Based on Fish Streaming Effect
    Wei L.
    Wu R.
    Wei, Liying (lywei@bjtu.edu.cn), 2024, 24 (02): : 76 - 85