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
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