First experimental demonstration of full lifecycle automation of optical network through fine-tuned LLM and digital twin

Sun, Chenyu; Yang, Xin; Di Cicco, Nicola; Ayassi, Reda; Virajit Garbhapu, Venkata; Stavrou, Photios A.; Tornatore, Massimo; Charlet, Gabriel; Pointurier, Yvan

ECOC 2024, 50th European Conference on Optical Communications, 22-26 September 2024, Frankfurt, Germany

We experimentally demonstrate the full lifecycle of a multi-OMS network leveraging AI-Agents with LLM and a digital twin. We achieve 100% accuracy of management API-calling, 7x speed-up alarm-log analysis, and 83% reduction in computation resources through LoRA fine-tuning.

Detail

Document

BIBTEX

Type:

Conférence

City:

Frankfurt

Date:

2024-09-22

Department:

Systèmes de Communication

Eurecom Ref:

7882

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