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Optical Network Diagnostics Using Graph Neural Networks and Natural Language Processing | IEEE Conference Publication | IEEE Xplore
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Optical Network Diagnostics Using Graph Neural Networks and Natural Language Processing

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Xiaonan Xu; Haoshuo Chen; Jesse E. Simsarian; Roland Ryf; Mikael Mazur; Lauren Dallachiesa
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Abstract:

We propose an AI-powered network diagnostic strategy including alarm clustering and fault localization with >98% accuracy for up-to 16-degree ROADMs and demonstrate the a...Show More

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Abstract:

We propose an AI-powered network diagnostic strategy including alarm clustering and fault localization with >98% accuracy for up-to 16-degree ROADMs and demonstrate the advantages of using NLP in encoding.
Published in: 2023 Optical Fiber Communications Conference and Exhibition (OFC)
Date of Conference: 05-09 March 2023
Date Added to IEEE Xplore: 19 May 2023
Print on Demand(PoD) ISBN:979-8-3503-1229-4
DOI: 10.1364/OFC.2023.M3G.5
Conference Location: San Diego, CA, USA
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