5G-Enabled Fault Detection and Diagnostics: How Do We Achieve Efficiency?

被引:8
|
作者
Hu, Peng [1 ]
Zhang, Jinhuan [2 ]
机构
[1] Natl Res Council Canada, Digital Technol Res Ctr, Waterloo, ON N2L 3G1, Canada
[2] Cent South Univ, Sch Informat Sci & Engn, Changsha 410083, Peoples R China
关键词
5G mobile communication; Ultra reliable low latency communication; Reliability; Protocols; Automation; Wireless communication; Computer architecture; Edge computing; fault detection and diagnostics (FDD); industrial automation; Internet of Things (IoT); LOW-LATENCY; MULTIPLE-ACCESS; COMMUNICATION;
D O I
10.1109/JIOT.2020.2965034
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The fifth-generation (5G) wireless network technologies and mobile-edge computing (MEC) provide great promises of enabling new capabilities for the industrial Internet of Things (IoT). However, the solutions enabled by the 5G ultrareliable low-latency communication (URLLC) paradigm come with challenges, where URLLC alone does not necessarily guarantee the efficient execution of time-critical fault detection and diagnostics (FDD) applications. Based on the Tennessee Eastman (TE) process model, we propose the concept of the communication-edge-computing (CEC) loop and a system model for evaluating the efficiency of FDD applications. We then formulate an optimization problem for achieving the defined CEC efficiency and discuss some typical solutions to the generic CEC-based FDD services (FDDS) and propose a new uplink (UL)-based communication protocol called "ReFlexUp." From the performance analysis and numerical results, the proposed ReFlexUp protocol shows its effectiveness compared to the typical protocols, such as Selective Repeat automatic repeat request (ARQ), hybrid ARQ (HARQ), and "Occupy CoW" in terms of the key metrics, such as latency, reliability, and efficiency. These results are further convinced from the mmWave-based simulations in a typical 5G MEC-based implementation.
引用
收藏
页码:3267 / 3281
页数:15
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