Teleoperation Enhancement for Autonomous Vehicles Using Estimation Based Predictive Display

被引:0
|
作者
Sharma, Gaurav [1 ]
Rajamani, Rajesh [1 ]
机构
[1] Univ Minnesota, Dept Mech Engn, Minneapolis, MN 55455 USA
来源
关键词
Autonomous vehicles; teleoperation; predictive display; trajectory estimation; PERFORMANCE; MOTION;
D O I
10.1109/TIV.2024.3360410
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Teleoperation is increasingly used in the operation of delivery robots and is beginning to be utilized for certain autonomous vehicle intervention applications. This paper addresses the challenges in teleoperation of an autonomous vehicle due to latencies in wireless communication between the remote vehicle and the teleoperator station. Camera video images and Lidar data are typically delayed during wireless transmission but are critical for proper display of the remote vehicle's real-time road environment to the teleoperator. Data collected with experiments in this project show that a 0.5 second delay in real-time display makes it extremely difficult for the teleoperator to control the remote vehicle. This problem is addressed in the paper by using a predictive display (PD) system which provides intermediate updates of the remote vehicle's environment while waiting for actual camera images. The predictive display utilizes estimated positions of the ego vehicle and of other vehicles on the road computed using model-based extended Kalman filters. A crucial result presented in the paper is that vehicle motion models need to be inertial rather than relative and so tracking of other vehicles requires accurate localization of the ego vehicle itself. An experimental study using 5 human teleoperators is conducted to compare teleoperation performance with and without predictive display. A 0.5 second time-delay in camera images makes it impossible to control the vehicle to stay in its lane on curved roads, but the use of the developed predictive display system enables safe remote vehicle control with almost as accurate a performance as the delay-free case.
引用
收藏
页码:4456 / 4469
页数:14
相关论文
共 50 条
  • [31] Obstacles avoidance for autonomous marine vehicles based on the model predictive control
    Skorohod, B. A.
    INTERNATIONAL CONFERENCE: INFORMATION TECHNOLOGIES IN BUSINESS AND INDUSTRY, 2019, 1333
  • [32] Reinforcement Learning-Based Predictive Control for Autonomous Electrified Vehicles
    Liu, Teng
    Yang, Chao
    Hu, Chuanzheng
    Wang, Hong
    Li, Li
    Cao, Dongpu
    Wang, Fei-Yue
    2018 IEEE INTELLIGENT VEHICLES SYMPOSIUM (IV), 2018, : 185 - 190
  • [33] Road Condition Based Adaptive Model Predictive Control for Autonomous Vehicles
    Wang, Xin
    Guo, Longxiang
    Jia, Yunyi
    PROCEEDINGS OF THE ASME 11TH ANNUAL DYNAMIC SYSTEMS AND CONTROL CONFERENCE, 2018, VOL 3, 2018,
  • [34] Remote Monitoring and Teleoperation of Autonomous Vehicles-Is Virtual Reality an Option?
    Kalamkar, Snehanjali
    Biener, Verena
    Beck, Fabian
    Grubert, Jens
    2023 IEEE INTERNATIONAL SYMPOSIUM ON MIXED AND AUGMENTED REALITY, ISMAR, 2023, : 463 - 472
  • [35] Devising a High-Level Command Language for the Teleoperation of Autonomous Vehicles
    Tener, Felix
    Lanir, Joel
    INTERNATIONAL JOURNAL OF HUMAN-COMPUTER INTERACTION, 2024,
  • [36] LPV control for autonomous vehicles using a machine learning-based tire pressure estimation
    Fenyes, Daniel
    Hegedus, Tamas
    Nemeth, Balazs
    Gaspar, Peter
    Koenig, Damien
    Sename, Olivier
    2020 28TH MEDITERRANEAN CONFERENCE ON CONTROL AND AUTOMATION (MED), 2020, : 212 - 217
  • [37] Predictive teleoperation using laser rangefinder
    Mobasser, Farid
    Hashtrudi-Zaad, Keyvan
    2006 CANADIAN CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING, VOLS 1-5, 2006, : 1730 - +
  • [38] A nonlinear scheme without time delays for bilateral teleoperation with predictive display
    Parra-Vega, V
    2001 INTERNATIONAL WORKSHOP ON BIO-ROBOTICS AND TELEOPERATION, PROCEEDINGS, 2001, : 99 - 106
  • [39] An Adaptive Teleoperation Based On Predictive Control
    Yang Xiao-hui
    Liu He-sheng
    Liu Guo-ping
    INTERNATIONAL WORKSHOP ON AUTOMOBILE, POWER AND ENERGY ENGINEERING, 2011, 16
  • [40] Predictive Control of Autonomous Steering for Ground Vehicles
    Rafaila, Razvan C.
    Livint, Gheorghe
    2015 9TH INTERNATIONAL SYMPOSIUM ON ADVANCED TOPICS IN ELECTRICAL ENGINEERING (ATEE), 2015, : 543 - 547