First Field Trial of LLM-Powered AI Agent for Lifecycle Management of Autonomous Driving Optical Networks
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arXiv
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| Main Authors: | , , , , , , |
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| Format: | Preprint |
| Published: |
2024
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| Subjects: | |
| Online Access: | |
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| _version_ | 1866929511978762240 |
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| author | Liu, Xiaomin Qiu, Qizhi Zhang, Yihao Cheng, Yuming Yi, Lilin Hu, Weisheng Zhuge, Qunbi |
| author_facet | Liu, Xiaomin Qiu, Qizhi Zhang, Yihao Cheng, Yuming Yi, Lilin Hu, Weisheng Zhuge, Qunbi |
| contents | We design and demonstrate the first field trial of LLM-powered AI Agent for ADON. Three operation modes of the Agent are proposed for network lifecycle management. The Agent efficiently processes wavelength add/drop and soft/hard failures, and achieves comparable performance to human-designed algorithms for power optimization. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2409_14605 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | First Field Trial of LLM-Powered AI Agent for Lifecycle Management of Autonomous Driving Optical Networks Liu, Xiaomin Qiu, Qizhi Zhang, Yihao Cheng, Yuming Yi, Lilin Hu, Weisheng Zhuge, Qunbi Systems and Control We design and demonstrate the first field trial of LLM-powered AI Agent for ADON. Three operation modes of the Agent are proposed for network lifecycle management. The Agent efficiently processes wavelength add/drop and soft/hard failures, and achieves comparable performance to human-designed algorithms for power optimization. |
| title | First Field Trial of LLM-Powered AI Agent for Lifecycle Management of Autonomous Driving Optical Networks |
| topic | Systems and Control |
| url | https://arxiv.org/abs/2409.14605 |