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GAI使能网络智能化:基于LLM的网络操作系统

霍如 沙宗轩 吕科呈 陈伟 汪硕 黄韬 F.Richard Yu

通信学报2025,Vol.46Issue(6):32-44,13.
通信学报2025,Vol.46Issue(6):32-44,13.DOI:10.11959/j.issn.1000-436x.2025113

GAI使能网络智能化:基于LLM的网络操作系统

General artificial intelligence enables network intelligence:a network operating system based on large language model

霍如 1沙宗轩 2吕科呈 2陈伟 3汪硕 3黄韬 3F.Richard Yu4

作者信息

  • 1. 北京工业大学信息科学技术学院,北京 100124||紫金山实验室,江苏 南京 211111
  • 2. 北京工业大学信息科学技术学院,北京 100124
  • 3. 北京邮电大学网络与交换国家重点实验室,北京 100876
  • 4. 卡尔顿大学,渥太华 K1S 5B6
  • 折叠

摘要

Abstract

To achieve the goal of highly intelligent and controllable network,and a highly controllable large-scale net-work operating system was proposed based on large language model(LLM).Through network situation awareness and the intention understanding of fine-tuning LLM,resource allocation was optimized to achieve intelligent operation and maintenance.Meanwhile,the fine-tuning and inference flow for China network operation system(CNOS)oriented net-work large model was designed to recognize the CNOS system instructions and summarize the feedback results of the system,as well as periodic autonomous training and iterative model updating.The experimental results show that the pro-posed system can quickly identify and accurately convert user instructions,effectively reduce the management task time of the operating system,realize the intelligent scheduling and configuration of network resources,and improve the con-trollability of the network operating system and the friendliness of human-computer interaction.

关键词

网络大模型/网络操作系统/大语言模型/流量调度/智能运维

Key words

network large model/network operating system/large language model/traffic scheduling/intelligent opera-tion and maintenance

分类

信息技术与安全科学

引用本文复制引用

霍如,沙宗轩,吕科呈,陈伟,汪硕,黄韬,F.Richard Yu..GAI使能网络智能化:基于LLM的网络操作系统[J].通信学报,2025,46(6):32-44,13.

基金项目

北京市自然科学基金资助项目(No.4254064) The Natural Science Foundation of Beijing(No.4254064) (No.4254064)

通信学报

OA北大核心

1000-436X

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