Omni-directional power service access routing based on terminal access networks
Author:
Affiliation:

1.Information & Telecommunication Company,State Grid Tianjin Electric Power Company,Tianjin 300140,China;2.State Grid Tianjin Electric Power Company,Tianjin 300010,China;3.Key Laboratory of Smart Grid(Ministry of Education),Tianjin University,Tianjin 300072,China

Funding:

Ethical statement:

  • Article
  • |
  • Figures
  • |
  • Metrics
  • |
  • Reference
  • |
  • Related
  • |
  • Cited by
  • |
  • Materials
    Abstract:

    With the rapid development of the energy Internet, new power services such as vehicle-network interaction have increasingly stringent requirements on service quality, which brings many challenges to the power terminal access network. To address the problem of resource waste and network performance degradation caused by the overlapping coverage of multiple communication technologies and a wide range of communication methods in terminal access network, a Communication Method Selection algorithm based on Random Forest(RF-CMS) is proposed, which intelligently categorizes a large number of diverse new electric power services and selects the most suitable communication methods for them through Random Forest mode. Then, the Multi-Agent Proximal Policy Optimization(MAPPO) algorithm is employed to dynamically allocate routes for the power services from the viewpoint of traffic loading and communication quality to ensure that various terminal service data (e. g., measurement information, control information) can be transmitted timely and accurately in the access network. The effectiveness of the proposed algorithm is validated by comparing it with the routing algorithm based solely on MAPPO in terms of average end-to-end delay and load balancing degree.

    Reference
    Related
    Cited by
Get Citation

王忠钰,卢志鑫,吕国远,刘乙召,李霜冰,岳顺民,韩雨阳.基于终端接入网的全时全域电力业务接入路由[J]. Journal of Terahertz Science and Electronic Information Technology ,2025,23(5):476~481

Copy
Share
Article Metrics
  • Abstract:
  • PDF:
  • HTML:
History
  • Received:May 29,2024
  • Revised:July 11,2024
  • Adopted:
  • Online: June 05,2025
  • Published: