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)
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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 |
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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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