TY - JOUR
T1 - IndustEdge
T2 - A Time-Sensitive Networking Enabled Edge-Cloud Collaborative Intelligent Platform for Smart Industry
AU - Wang, Yimeng
AU - Yang, Shusen
AU - Ren, Xuebin
AU - Zhao, Peng
AU - Zhao, Cong
AU - Yang, Xinyu
N1 - Publisher Copyright:
© 2005-2012 IEEE.
PY - 2022/4/1
Y1 - 2022/4/1
N2 - An edge-cloud collaborative intelligent (ECCI) platform is of great significance for the agile development and rapid deployment of ECCI applications, which are essential for realizing smart industry in the era of Industry 4.0. However, the existing platforms lack considering the high real-Time latency demand of industrial operations, which severely hinders the development of smart industry and may even lead to severe industrial accidents. To effectively reduce the response latency of industrial applications, in this article, we propose an ECCI platform IndustEdge. It takes time-sensitive networking as the deterministic transport for the link layer, and provides an extensible ECCI orchestration component to reduce the system level latency. Furthermore, IndustEdge has an ECCI algorithm library for different collaborative modes and provides the complete life cycle management for ECCI applications. We implement platforms for both the real-world prototype and emulated-world emulation, and conduct two case studies to evaluate the effectiveness of IndustEdge.
AB - An edge-cloud collaborative intelligent (ECCI) platform is of great significance for the agile development and rapid deployment of ECCI applications, which are essential for realizing smart industry in the era of Industry 4.0. However, the existing platforms lack considering the high real-Time latency demand of industrial operations, which severely hinders the development of smart industry and may even lead to severe industrial accidents. To effectively reduce the response latency of industrial applications, in this article, we propose an ECCI platform IndustEdge. It takes time-sensitive networking as the deterministic transport for the link layer, and provides an extensible ECCI orchestration component to reduce the system level latency. Furthermore, IndustEdge has an ECCI algorithm library for different collaborative modes and provides the complete life cycle management for ECCI applications. We implement platforms for both the real-world prototype and emulated-world emulation, and conduct two case studies to evaluate the effectiveness of IndustEdge.
KW - Edge cloud collaborative intelligence (ECCI)
KW - Industry 4.0
KW - edge computing platform
KW - smart industry
KW - time-sensitive networking (TSN)
UR - https://www.scopus.com/pages/publications/85114738543
U2 - 10.1109/TII.2021.3104003
DO - 10.1109/TII.2021.3104003
M3 - 文章
AN - SCOPUS:85114738543
SN - 1551-3203
VL - 18
SP - 2386
EP - 2398
JO - IEEE Transactions on Industrial Informatics
JF - IEEE Transactions on Industrial Informatics
IS - 4
ER -