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

To achieve the goal of highly intelligent and controllable network, and a highly controllable large-scale network 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 optimiz...

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Bibliographic Details
Published in:Tongxin xuebao
Main Authors: HUO Ru, SHA Zongxuan, LYU Kecheng, CHEN Wei, WANG Shuo, HUANG Tao, YU F. Richard
Format: Article
Language:Chinese
Published: Editorial Department of Journal on Communications 2025-06-01
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Online Access:http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2025113/
Description
Summary:To achieve the goal of highly intelligent and controllable network, and a highly controllable large-scale network 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 network 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 proposed 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 controllability of the network operating system and the friendliness of human-computer interaction.
ISSN:1000-436X