Multi-mode collision avoidance closed-loop control system

被引:0
|
作者
Ji, Xuewu [1 ]
Fei, Cong [1 ]
Xu, Tao [1 ]
He, Xiangkun [1 ]
机构
[1] Tsinghua Univ, State Key Lab Automobile Safety & Energy, Beijing 100084, Peoples R China
关键词
autonomous vehicles; CAS; collision avoidance system; trajectory prediction; LSTM; long short-term memory; network collision detection; Monte-Carlo methods; risk assessment; TTC; time-to-collision; multi-mode control strategy; motion planning; TRAJECTORY PREDICTION; VEHICLE;
D O I
10.1504/IJVD.2020.115062
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
Autonomous vehicles are a research area of active interest. Collision avoidance system (CAS) is one of the central concerns to provide security protection for autonomous vehicles. This paper proposes a multi-mode collision avoidance system (mCAS), which combines a trajectory prediction module, a risk assessment module and a motion planning module into the closed-loop system. At each step, the trajectory prediction module predicts the trajectories of the vehicle and surrounding vehicles. The risk assessment model calculates the collision probability and chooses reasonable control mode. Then the motion planning module designs the desired deceleration profile based on it. The car takes the first step of the planned deceleration and repeats this cycle, achieving closed-loop control. The mCAS is tested in a closed-loop simulation setup and the results show that the proposed mCAS is of good effectiveness and feasibility, which can significantly reduce collision probability as well as false alarms.
引用
收藏
页码:240 / 257
页数:18
相关论文
共 50 条
  • [21] Closed-loop congestion control in a GEO satellite system
    Priscoli, FD
    Pietrabissa, A
    CONTROL ENGINEERING PRACTICE, 2003, 11 (04) : 387 - 401
  • [22] Closed-Loop Control of Facts Devices in Power System
    Jebaseelan, S. D. Sundarsingh
    Ravi, C. N.
    Nagarajan, G.
    Marlin, S.
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON SOFT COMPUTING SYSTEMS, ICSCS 2015, VOL 1, 2016, 397 : 361 - 369
  • [23] Closed-loop Control of Decision System and Equipment Effectiveness
    Kechaou, Fatma
    Zolghadri, Marc
    Addouche, Sid-Ali
    IFAC PAPERSONLINE, 2019, 52 (13): : 636 - 641
  • [24] Solar Furnace Heliostat Closed-Loop Control System
    Glenn, Kyle
    ES2010: PROCEEDINGS OF ASME 4TH INTERNATIONAL CONFERENCE ON ENERGY SUSTAINABILITY, VOL 2, 2010, : 265 - 271
  • [25] Control of cortical oscillatory frequency by a closed-loop system
    Mattia D’Andola
    Massimiliano Giulioni
    Vittorio Dante
    Paolo Del Giudice
    Maria V. Sanchez-Vives
    Journal of NeuroEngineering and Rehabilitation, 16
  • [26] Modeling and Analysis of Closed-Loop Control of the Cardiovascular System
    Gee, Michelle
    Hornung, Eden
    Moss, Alison
    Kuttippurathu, Lakshmi
    Schwaber, James S.
    Ogunnaike, Babatunde
    Vadigepalli, Rajanikanth
    FASEB JOURNAL, 2022, 36
  • [27] Closed-Loop Control of the Motion of a Disk–Rod System
    Y. Yavin
    C. Frangos
    Journal of Optimization Theory and Applications, 1998, 96 : 453 - 473
  • [28] THE CONTROL OF ELECTROSTATIC ATOMIZATION USING A CLOSED-LOOP SYSTEM
    MARSH, JF
    NUNN, AET
    MICHELSON, D
    JOURNAL OF ELECTROSTATICS, 1988, 20 (03) : 313 - 318
  • [29] SPWM Inverter Closed-loop PID Control System
    Ying, Chen
    ADVANCED RESEARCH ON INFORMATION SCIENCE, AUTOMATION AND MATERIAL SYSTEM, PTS 1-6, 2011, 219-220 : 1367 - 1370
  • [30] Closed-loop optimal control of a system Trolley - Payload
    Romacevych, Yuriy
    Loveikin, Viatcheslav
    Stekhno, Olexiy
    UPB Scientific Bulletin, Series D: Mechanical Engineering, 2019, 81 (02): : 3 - 12