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Dynamic Optical Networks as Arcade Games: Lessons Learnt and Next Steps

Beghelli, Alejandra; Simon, Moshe; (2023) Dynamic Optical Networks as Arcade Games: Lessons Learnt and Next Steps. In: Proceedings of the 2023 Optical Fiber Communications Conference and Exhibition (OFC). (pp. pp. 1-3). Institute of Electrical and Electronics Engineers (IEEE) Green open access

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Abstract

We transformed the dynamic routing and spectrum allocation problem into an Arcade-like game and trained a reinforcement learning agent to play it. Preliminary results show the agent outperforms the K-SP-FF heuristic.

Type: Proceedings paper
Title: Dynamic Optical Networks as Arcade Games: Lessons Learnt and Next Steps
Event: 2023 Optical Fiber Communications Conference and Exhibition (OFC)
Location: San Diego, CA, USA
Dates: 5th-9th March 2023
Open access status: An open access version is available from UCL Discovery
DOI: 10.23919/ofc49934.2023.10116182
Publisher version: https://doi.org/10.1364/OFC.2023.Tu2F.6
Language: English
Additional information: This version is the author accepted manuscript. For information on re-use, please refer to the publisher's terms and conditions.
UCL classification: UCL
UCL > Provost and Vice Provost Offices > UCL BEAMS
UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of Engineering Science
UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of Engineering Science > Dept of Electronic and Electrical Eng
URI: https://discovery.ucl.ac.uk/id/eprint/10175219
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