TY - JOUR
T1 - AI-Assisted Low Information Latency Wireless Networking
AU - Jiang, Zhiyuan
AU - Fu, Siyu
AU - Zhou, Sheng
AU - Niu, Zhisheng
AU - Zhang, Shunqing
AU - Xu, Shugong
N1 - Publisher Copyright:
© 2002-2012 IEEE.
PY - 2020/2/1
Y1 - 2020/2/1
N2 - The 5G Phase-2 and beyond wireless systems will focus more on vertical applications such as autonomous driving and the Industrial Internet of Things, many of which are categorized as uRLLC. In this article, an alternative view of uRLLC is presented, information latency, measuring the distortion of information resulting from time lag of its acquisition process, which is more relevant than conventional communication latency of uRLLC in wireless networked control systems. An AI-assisted SMART is presented to address the information latency optimization challenge. Case studies of typical applications (i.e., dense platooning and intersection management) in AD are demonstrated, which show that SMART can effectively optimize information latency, and more importantly, information latency-optimized systems outperform conventional uRLLC-oriented systems significantly in terms of AD performance such as traffic efficiency, thus pointing out a new research and system design paradigm.
AB - The 5G Phase-2 and beyond wireless systems will focus more on vertical applications such as autonomous driving and the Industrial Internet of Things, many of which are categorized as uRLLC. In this article, an alternative view of uRLLC is presented, information latency, measuring the distortion of information resulting from time lag of its acquisition process, which is more relevant than conventional communication latency of uRLLC in wireless networked control systems. An AI-assisted SMART is presented to address the information latency optimization challenge. Case studies of typical applications (i.e., dense platooning and intersection management) in AD are demonstrated, which show that SMART can effectively optimize information latency, and more importantly, information latency-optimized systems outperform conventional uRLLC-oriented systems significantly in terms of AD performance such as traffic efficiency, thus pointing out a new research and system design paradigm.
UR - http://www.scopus.com/inward/record.url?scp=85081662593&partnerID=8YFLogxK
U2 - 10.1109/MWC.001.1900279
DO - 10.1109/MWC.001.1900279
M3 - Article
AN - SCOPUS:85081662593
SN - 1536-1284
VL - 27
SP - 108
EP - 115
JO - IEEE Wireless Communications
JF - IEEE Wireless Communications
IS - 1
M1 - 9023932
ER -