Realizing Intent-Driven Network Management with TM Forum Standards

This paper details the realization of Intent-driven Management with TM Forum standards. As networks become more autonomous, a key challenge is balancing customer needs with network and resource operations. Intent-based networking (IBN) offers a solution by abstracting service expectations and implementation complexities. We propose an architecture for IBN that follows the TM Forum Intent representation generated using LLMs. The architecture includes the Service Intent Manager, Network-Compute Fabric, and Resource Infrastructure, each playing a critical role in transforming natural language business requests into actionable network tasks. We implemented this architecture and tested it by orchestrating video streaming services on a Kubernetes platform. The results demonstrate how IBN architecture supports the seamless translation of user intents into network operations, enabling autonomous network management and enhancing service provision across diverse domains.

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Publication Details

Published
2024-10-21
DOI
https://doi.org/10.1109/camad62243.2024.10942849
Citations
4
Primary Topic
Mobile Agent-Based Network Management
Type
article
Field-Weighted Citation Impact
1.40
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article

Realizing Intent-Driven Network Management with TM Forum Standards

John S. Vardakas, Christos Verikoukis, Golshan Famitafreshi, João Fonseca et al.
4 citations
Mobile Agent-Based Network Management
1.40
article

Realizing Intent-Driven Network Management with TM Forum Standards

John S. Vardakas, Christos Verikoukis, Golshan Famitafreshi, João Fonseca, Gereziher Adhane, Kostas Ramantas, Konstantinos Togias, Swastika Roy, Jhofre Ojeda
article en
4 citations

Abstract

This paper details the realization of Intent-driven Management with TM Forum standards. As networks become more autonomous, a key challenge is balancing customer needs with network and resource operations. Intent-based networking (IBN) offers a solution by abstracting service expectations and implementation complexities. We propose an architecture for IBN that follows the TM Forum Intent representation generated using LLMs. The architecture includes the Service Intent Manager, Network-Compute Fabric, and Resource Infrastructure, each playing a critical role in transforming natural language business requests into actionable network tasks. We implemented this architecture and tested it by orchestrating video streaming services on a Kubernetes platform. The results demonstrate how IBN architecture supports the seamless translation of user intents into network operations, enabling autonomous network management and enhancing service provision across diverse domains.

University of Patras (GR), Industrial Systems Institute (GR), Iquadrat (Spain) (ES)
Openalex Percentile: Top 16%
Mobile Agent-Based Network Management
1.40
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Realizing Intent-Driven Network Management with TM Forum Standards — John S. Vardakas, Christos Verikoukis, et al. · (2024) | TGRS Research Map | TGRS