Cooperative Trajectory Planning for Autonomous Driving Using Nonlinear Model Predictive Control

被引:15
|
作者
Viana, Icaro Bezerra [1 ]
Kanchwala, Hussain [1 ]
Aouf, Nabil [2 ]
机构
[1] Cranfield Univ, Def Acad UK, Ctr Elect Warfare Informat & Cyber, Shrivenham SN6 8LA, England
[2] City Univ London, Dept Elect & Elect Engn, Northampton Sq, London EC1V 0HB, England
基金
“创新英国”项目;
关键词
D O I
10.1109/iccve45908.2019.8965227
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This work considers the problem of cooperative optimal trajectory generation for autonomous driving. A distributed nonlinear model predictive control (NMPC) for each vehicle was employed to solve the cooperative path-planning problem. Cooperative behavior is introduced by broadcasting the planned trajectories of all connected automated vehicles (CAVs). The proposed method is evaluated by co-simulation in CarSim which emulates a high fidelity multi-body dynamics model of the vehicle. The results show the effectiveness of our approach for a cooperative overtaking scenario comprising two vehicles in a three-lane, one way road with obstacles.
引用
收藏
页数:6
相关论文
共 50 条
  • [1] A Comparison of Trajectory Planning and Control Frameworks for Cooperative Autonomous Driving
    Viana, Icaro Bezerra
    Kanchwala, Husain
    Ahiska, Kenan
    Aouf, Nabil
    [J]. JOURNAL OF DYNAMIC SYSTEMS MEASUREMENT AND CONTROL-TRANSACTIONS OF THE ASME, 2021, 143 (07):
  • [2] Situational Nonlinear Model Predictive Control for Autonomous Driving
    Spindler, Jonas
    Hopfgarten, Siegbert
    Lazutkin, Evgeny
    Li, Pu
    [J]. ADVANCES IN ENGINEERING RESEARCH AND APPLICATION, 2019, 63 : 539 - 544
  • [3] Nonlinear Model Predictive Control for Autonomous Quadrotor Trajectory Tracking
    Benotsmane, Rabab
    Vasarhelyi, Jozsef
    [J]. VEHICLE AND AUTOMOTIVE ENGINEERING 4, VAE2022, 2023, : 24 - 34
  • [4] Model Predictive Trajectory Planning for Automated Driving
    Yi, Boliang
    Bender, Philipp
    Bonarens, Frank
    Stiller, Christoph
    [J]. IEEE TRANSACTIONS ON INTELLIGENT VEHICLES, 2019, 4 (01): : 24 - 38
  • [5] Trajectory Tracking Nonlinear Model Predictive Control for Autonomous Surface Craft
    Guerreiro, Bruno J.
    Silvestre, Carlos
    Cunha, Rita
    Pascoal, Antonio
    [J]. 2013 EUROPEAN CONTROL CONFERENCE (ECC), 2013, : 3012 - 3017
  • [6] Trajectory Tracking Nonlinear Model Predictive Control for Autonomous Surface Craft
    Guerreiro, Bruno J.
    Silvestre, Carlos
    Cunha, Rita
    Pascoal, Antonio
    [J]. IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2014, 22 (06) : 2160 - 2175
  • [7] Nonlinear Model Predictive Control for Autonomous Underwater Vehicle Trajectory Tracking
    Fontaine, Anne-Flor
    Zhu, Danjie
    Chen, Nuo
    Pan, Ya-Jun
    [J]. 2023 IEEE 2ND INDUSTRIAL ELECTRONICS SOCIETY ANNUAL ON-LINE CONFERENCE, ONCON, 2023,
  • [8] Trajectory Following using Nonlinear Model Predictive Control and 3D Point-Cloud-based Localization for Autonomous Driving
    Babu, Ajish
    Yurtdas, Kerim Yener
    Koch, Christian Ernst Siegfried
    Yueksel, Mehmed
    [J]. 2019 EUROPEAN CONFERENCE ON MOBILE ROBOTS (ECMR), 2019,
  • [9] A nonlinear model predictive controller for autonomous driving
    Dawood, Murad
    Abdelaziz, Mohamed
    Ghoneima, M.
    Hammad, S.
    [J]. PROCEEDINGS OF 2020 INTERNATIONAL CONFERENCE ON INNOVATIVE TRENDS IN COMMUNICATION AND COMPUTER ENGINEERING (ITCE), 2020, : 151 - 157
  • [10] Optimal Scheduling and Model Predictive Control for Trajectory Planning of Cooperative Robot Manipulators
    Tika, A.
    Gafur, N.
    Yfantis, V
    Bajcinca, N.
    [J]. IFAC PAPERSONLINE, 2020, 53 (02): : 9080 - 9086