Reinforcement Learning for Provisioning OTN Leased Lines

Ashwin Gumaste; Joao Pedro; Harald Bock

doi:10.1364/OFC.2023.Th2A.17

Optical Fiber Communication Conference (OFC) 2023
Technical Digest Series (Optica Publishing Group, 2023),
paper Th2A.17
•https://doi.org/10.1364/OFC.2023.Th2A.17

Reinforcement Learning for Provisioning OTN Leased Lines

Ashwin Gumaste, Joao Pedro, and Harald Bock

Optical Fiber Communication Conference 2023

San Diego California United States
5–9 March 2023
ISBN: 978-1-957171-18-0

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Posters Session III, In-Person (Th2A)

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A. Gumaste, J. Pedro, and H. Bock, "Reinforcement Learning for Provisioning OTN Leased Lines," in Optical Fiber Communication Conference (OFC) 2023, Technical Digest Series (Optica Publishing Group, 2023), paper Th2A.17.

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Abstract

We discuss reinforcement learning-based strategies for provisioning OTN leased-lines including all-optical provisioning and strategic aggregation subject to stochastic traffic in metro/regional networks. We show benefit in transceiver count and reduction of OTN cross-connect capacity.

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