Towards Intent-based Network Management for the 6G System adopting Multimodal Generative AI

被引:5
作者
Brodimas, Dimitrios [1 ]
Trantzas, Kostis [1 ]
Agko, Besiana [1 ]
Tziavas, Georgios Christos [1 ]
Tranoris, Christos [1 ]
Denazis, Spyros [1 ]
Birbas, Alexios [1 ]
机构
[1] Univ Patras, Dept Elect & Comp Engn, Patras, Greece
来源
2024 JOINT EUROPEAN CONFERENCE ON NETWORKS AND COMMUNICATIONS & 6G SUMMIT, EUCNC/6G SUMMIT 2024 | 2024年
关键词
Intent-Based Networking; Large Language Models; Multimodal Generative Artificial Intelligence; Orchestration; Standards;
D O I
10.1109/EuCNC/6GSummit60053.2024.10597022
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The emerging concept of delivering Network-as-aService (NaaS) foresees the deployment and reconfiguration of the next-generation networks, such as 6G, in a dynamic and elastic manner, tailored to the respective stakeholder's intention. Taking this into account, the efficient management and orchestration of both telecommunication and computational resources across the network domains, i.e. access, transport and core presents a considerable challenge, even for network experts. To tackle this complexity, this paper explores the implementation of an intent-based management framework. The framework receives a high-level description of the desired network capabilities along with supplementary files, e.g. deployment descriptors, and translates them into configuration files consumable by the network itself. In order to achieve this, the paper establishes a translation pipeline that leverages the employment of emerging multimodal generative artificial intelligence (GenAI) models, specifically Large Language Models (LLMs), and open industry-ready standard templates. The adoption of those two emerging technologies offers high dynamicity on the interpretation process of the user's intent, while ensuring that its outcome is compatible with every orchestrator or next-generation Operating Support System (Next-gen OSS) that adheres to those standards.
引用
收藏
页码:848 / 853
页数:6
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