Investigating Remote Driving over the LTE Network

被引:54
|
作者
Liu, Ruilin [1 ]
Kwak, Daehan [2 ]
Devarakonda, Srinivas [1 ]
Bekris, Kostas [1 ]
Iftode, Liviu [1 ]
机构
[1] Rutgers State Univ, Dept Comp Sci, New Brunswick, NJ 08901 USA
[2] Kean Univ, Dept Comp Sci, Union, NJ USA
基金
美国国家科学基金会;
关键词
Remote driving; feedback delay; human-vehicle interaction; DELAY;
D O I
10.1145/3122986.3123008
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
Remote driving brings human operators with sophisticated perceptual and cognitive skills into an over-the-network control loop, with the hope of addressing the challenging aspects of vehicular autonomy based exclusively on artificial intelligence (AI). This paper studies the human behavior in a remote driving setup, i.e., how human remote drivers perform and assess their workload under the state-of-the-art network conditions. To explore this, we build a scaled remote driving prototype and conduct a controlled human study with varying network delays based on current commercial LTE network technology. The study demonstrates that remote driving over LTE is not immediately feasible, primarily caused by network delay variability rather than delay magnitude. In addition, our findings indicate that the negative effects of remote driving over LTE can be mitigated by a video frame arrangement strategy that regulates delay magnitude to achieve a smoother display.
引用
收藏
页码:264 / 269
页数:6
相关论文
共 50 条
  • [1] Collaborative Computation in the Network for Remote Driving
    Dong, Lijun
    Li, Richard
    2021 IEEE SYMPOSIUM SERIES ON COMPUTATIONAL INTELLIGENCE (IEEE SSCI 2021), 2021,
  • [2] Performance of TCP Variants over LTE Network
    Nor, Shahrudin Awang
    Maulana, Ade Novia
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON APPLIED SCIENCE AND TECHNOLOGY 2016 (ICAST '16), 2016, 1761
  • [3] Network characteristics and video transmission over LTE
    Mihaylov, Grigor Y.
    Iliev, Teodor B.
    Ivanova, Elena P.
    Keseev, Ventsislav P.
    Stoyanov, Ivaylo S.
    2016 12TH IEEE INTERNATIONAL SYMPOSIUM ON ELECTRONICS AND TELECOMMUNICATIONS (ISETC'16), 2016, : 39 - 42
  • [4] Investigating the Energy Efficiency of TD-LTE Private Network
    Sun, Ying
    Zhong, Yuqing
    Lin, Xuanni
    PROCEEDINGS OF THE 4TH INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY AND MANAGEMENT INNOVATION, 2015, 28 : 10 - 13
  • [5] Sleepy driving and pulling over for a rest: Investigating individual factors that contribute to these driving behaviours
    Watling, Christopher N.
    PERSONALITY AND INDIVIDUAL DIFFERENCES, 2014, 56 : 105 - 110
  • [6] Optimized Downlink Scheduling over LTE Network Based on Artificial Neural Network
    Ahmed, Falah Y. H.
    Masli, Amal Abulgasim
    Khassawneh, Bashar
    Yousif, Jabar H.
    Zebari, Dilovan Asaad
    COMPUTERS, 2023, 12 (09)
  • [7] A Hybrid Transmission Approach for DASH over MBMS in LTE Network
    Guo, Jia
    Gong, Xiangyang
    Liang, Jie
    Zhang, Shiju
    Zhao, Mincheng
    Wang, Wendong
    Li, Zhiming
    2015 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM), 2015,
  • [8] Timing over a 4G (LTE) mobile network
    Miskinis, Rimantas
    Jokubauskis, Domas
    Smirnov, Dmitrij
    Urba, Emilis
    Malysko, Bogdan
    Dzindzeleta, Bronislovas
    Svirskas, Kestutis
    2014 European Frequency and Time Forum (EFTF), 2014, : 491 - 493
  • [9] An Experimental Evaluation and Characterization of VoIP Over an LTE-A Network
    Di Mauro, Mario
    Liotta, Antonio
    IEEE TRANSACTIONS ON NETWORK AND SERVICE MANAGEMENT, 2020, 17 (03): : 1626 - 1639
  • [10] Load Forecasting in WiFi Access Points over the LTE Network
    Marques, Hugo
    Torres, Pedro M. B.
    Marques, Paulo
    Dionisio, Rogerio
    Rodriguez, Jonathan
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE OF MECHATRONICS AND CYBER-MIXMECHATRONICS - 2017, 2018, 20 : 132 - 137