Sensors (May 2022)

Heuristic Routing Algorithms for Time-Sensitive Networks in Smart Factories

  • Yue Li,
  • Zhenyu Yin,
  • Yue Ma,
  • Fulong Xu,
  • Haoyu Yu,
  • Guangjie Han,
  • Yuanguo Bi

DOI
https://doi.org/10.3390/s22114153
Journal volume & issue
Vol. 22, no. 11
p. 4153

Abstract

Read online

Over recent years, traditional manufacturing factories have been accelerating their transformation and upgrade toward smart factories, which are an important concept within Industry 4.0. As a key communication technology in the industrial internet architecture, time-sensitive networks (TSNs) can break through communication barriers between subsystems within smart factories and form a common network for various network flows. Traditional routing algorithms are not applicable for this novel type of network, as they cause unnecessary congestion and latency. Therefore, this study examined the classification of TSN flows in smart factories, converted the routing problem into two graphical problems, and proposed two heuristic optimization algorithms, namely GATTRP and AACO, to find the optimal solution. The experiments showed that the algorithms proposed in this paper could provide a more reasonable routing arrangement for various TSN flows with different time sensitivities. The algorithms could effectively reduce the overall delay by up to 74% and 41%, respectively, with promising operating performances.

Keywords