Autonomous Lane-Change Controller via Mixed Logical Dynamical

被引:0
|
作者
Du, Yaoqiong [1 ]
Wang, Yizhou [1 ]
Chan, Ching-Yao [2 ]
机构
[1] Univ Calif Berkeley, Dept Mech Engn, Berkeley, CA 94720 USA
[2] Univ Calif Berkeley, Calif PATH, Berkeley, CA 94720 USA
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper focuses on the design of a model based methodology to optimize lane change maneuvers based on the predictions of neighboring agents. In particular, the dynamics of vehicles are modeled as double integrators, and the lane change actions are indicated by boolean variables while neglecting the lane change dynamics. The objective of the optimal control is to minimize the travel time, maintain saftey distances between the target vehicle and neighboring ones, satisfy the operational constraints of the target vehicle, and comply with the speed limit. The control problem is formulated as a mixed logic dynamic system, and solved by Cplex, a commercial mixed integer optimization solver. Finally, the effectiveness of the proposed methodology is demonstrated by two simulated scenarios in this paper.
引用
收藏
页码:1154 / 1159
页数:6
相关论文
共 50 条
  • [1] Autonomous Lane-Change Controller
    Du, Yaoqiong
    Wang, Yizhou
    Chan, Ching-Yao
    [J]. 2015 IEEE INTELLIGENT VEHICLES SYMPOSIUM (IV), 2015, : 386 - 393
  • [2] MRAC Steering Controller for Unreliable Steering Systems in Lane-Change Process for Autonomous Vehicles
    Li, Mingcong
    Li, Liang
    Zhao, Jintao
    Chen, Xiang
    Zhang, Zhihuang
    Dong, Honglei
    Wang, Yan
    Xiao, Lingyun
    [J]. CICTP 2020: ADVANCED TRANSPORTATION TECHNOLOGIES AND DEVELOPMENT-ENHANCING CONNECTIONS, 2020, : 122 - 133
  • [3] Emergency lane-change maneuvers of autonomous vehicles
    Shiller, Z
    Sundar, S
    [J]. JOURNAL OF DYNAMIC SYSTEMS MEASUREMENT AND CONTROL-TRANSACTIONS OF THE ASME, 1998, 120 (01): : 37 - 44
  • [4] Trajectory Planning and Control for Lane-Change of Autonomous Vehicle
    Mehmooda, Adeel
    Liaquat, Muwahida
    Bhatti, Aamer Iqbal
    Rasool, Ehtsham
    [J]. CONFERENCE PROCEEDINGS OF 2019 5TH INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND ROBOTICS (ICCAR), 2019, : 331 - 335
  • [5] A Framework for Lane-Change Maneuvers of Connected Autonomous Vehicles in a Mixed-Traffic Environment
    Du, Runjia
    Chen, Sikai
    Li, Yujie
    Alinizzi, Majed
    Labi, Samuel
    [J]. ELECTRONICS, 2022, 11 (09)
  • [6] Adversarial Evaluation of Autonomous Vehicles in Lane-Change Scenarios
    Chen, Baiming
    Chen, Xiang
    Wu, Qiong
    Li, Liang
    [J]. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2022, 23 (08) : 10333 - 10342
  • [7] Building a mathematics model for lane-change technology of autonomous vehicles
    Pham Anh Phuong
    Huynh Cong Phap
    Quach Hai Tho
    [J]. ETRI JOURNAL, 2022, 44 (04) : 641 - 653
  • [8] Lane-change fuzzy control in autonomous vehicles for the overtaking maneuver
    Naranjo, Jose E.
    Gonzalez, Carlos
    Garcia, Ricardo
    de Pedro, Teresa
    [J]. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2008, 9 (03) : 438 - 450
  • [9] Effects of lane-change scenarios on lane-change decision and eye movement
    Sun, Yali
    Feng, Shumin
    [J]. ERGONOMICS, 2024, 67 (01) : 69 - 80
  • [10] Lane-Change Intention Inference Based on RNN for Autonomous Driving on Highways
    Li, Lin
    Zhao, Wanzhong
    Xu, Can
    Wang, Chunyan
    Chen, Qingyun
    Dai, Shijuan
    [J]. IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2021, 70 (06) : 5499 - 5510