Journal on Communications ›› 2022, Vol. 43 ›› Issue (5): 82-91.doi: 10.11959/j.issn.1000-436x.2022078

• Papers • Previous Articles     Next Articles

Intelligent scheduling mechanism of time-sensitive network modal in polymorphic network

Sijin YANG1, Lei ZHUANG1, Yu SONG1, Jiaxing WANG2, Xinyu YANG2   

  1. 1 School of Computer and Artificial Intelligence, Zhengzhou University, Zhengzhou 450001, China
    2 School of Cyber Science and Engineering, Zhengzhou University, Zhengzhou 450002, China
  • Revised:2022-03-23 Online:2022-05-25 Published:2022-05-01
  • Supported by:
    State Grid Corporation of China Science and Technology Project(5700-202024176A-0-0-00)

Abstract:

For the problems of uncertain forwarding scheduling and long solving time of time-sensitive network modal in polymorphic network, a joint routing and scheduling mechanism of time-sensitive network modal based on CSQF was proposed.Considering the requirement of bounded delay, network state and different routing mechanisms, a hybrid resource scheduling problem of joint cache queue and routing was formulated to optimize the resource usage of the entire network.Then, the traffic characteristics and cache queue utilization was used to predict the cache utilization of the next cycle, which was based on deep reinforcement learning.In addition, by using multi-queue CSQF forwarding scheduling mechanism and explicit routing algorithm based on cache utilization, an iterative scheduling algorithm was proposed to achieve deterministic forwarding and resource allocation.Simulation results show that the mechanism can effectively adjust the transmission scheduling of deterministic applications according to the resource usage of the network, and has better schedulability compared with other off-line scheduling mechanisms.

Key words: time-sensitive network, polymorphic network, deterministic networking, joint scheduling, explicit routing

CLC Number: 

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