基于终端接入网的全时全域电力业务接入路由
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1.国网天津市电力公司 信息通信公司,天津 300140;2.国网天津市电力公司,天津 300010;3.天津大学 智能电网教育部重点实验室,天津 300072

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Omni-directional power service access routing based on terminal access networks
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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

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    摘要:

    随着能源互联网的迅速发展,车网互动等新型电力业务对服务质量的要求日益严格,给电力终端接入网带来诸多挑战。针对终端接入网多种通信技术覆盖范围重叠,通信方式可选范围广泛导致的资源浪费和网络性能下降问题,提出一种基于随机森林的通信方式选择算法(RF-CMS)。通过随机森林对海量多样的新型电力业务进行智能分类,为其选择最合适的通信方式;然后,从流量负载和通信质量角度出发,利用多智能体近端策略优化(MAPPO)算法为电力业务动态分配路由,确保各种终端业务数据(如测量信息、控制信息)能够在接入网中及时、准确地传输,从而保证电力网络状态的全景全域可观可控。将所提算法与仅基于MAPPO的路由算法在平均端到端时延、负载均衡度等方面进行对比,证明了所提算法的有效性。

    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.

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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].太赫兹科学与电子信息学报,2025,23(5):476~481

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  • 收稿日期:2024-05-29
  • 最后修改日期:2024-07-11
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  • 在线发布日期: 2025-06-05
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