Expand this Topic clickable element to expand a topic
Skip to content
Optica Publishing Group
Conferences > OFC > 2023 > Tu2F > Tu2F.6

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

Alejandra Beghelli and Moshe Simon

Not Accessible

Your library or personal account may give you access

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.

© 2023 The Author(s)

PDF Article  |   Presentation Video
More Like This
France Telecom's PON deployment, learnt lessons and next steps

P. Chanclou, B. Capelle, B. Charbonnier, J.-L. Courant, Y. Denis, N. Genay, S. Gosselin, D. Kurz, B. Landousies, E. Le Bris, B. Le Guyader, A. Pizzinat, and F. Saliou
NTu2J.1 National Fiber Optic Engineers Conference (NFOEC) 2013

On Real-time Optical Subcarrier Management in P2MP Networks with Mixed-strategy Gaming

Qian Wang, H. Shakespear-Miles, Xiaoliang Chen, Marc Ruiz, Zhaohui Li, and Luis Velasco
Tu2D.4 Optical Fiber Communication Conference (OFC) 2023

DRL for VNF placement in Inter-Data Center Elastic Optical Networks

C. Hernández-Chulde, R. Casellas, R. Martínez, R. Vilalta, and R. Muñoz
Tu3D.7 Optical Fiber Communication Conference (OFC) 2023

View More...

Presentation Video

Presentation video access is available to:

  1. Optica Publishing Group subscribers
  2. Technical meeting attendees
  3. Optica members who wish to use one of their free downloads. Please download the article first. After downloading, please refresh this page.

Contact your librarian or system administrator
or
Log in to access Optica Member Subscription or free downloads

More Like This
France Telecom's PON deployment, learnt lessons and next steps

P. Chanclou, B. Capelle, B. Charbonnier, J.-L. Courant, Y. Denis, N. Genay, S. Gosselin, D. Kurz, B. Landousies, E. Le Bris, B. Le Guyader, A. Pizzinat, and F. Saliou
NTu2J.1 National Fiber Optic Engineers Conference (NFOEC) 2013

On Real-time Optical Subcarrier Management in P2MP Networks with Mixed-strategy Gaming

Qian Wang, H. Shakespear-Miles, Xiaoliang Chen, Marc Ruiz, Zhaohui Li, and Luis Velasco
Tu2D.4 Optical Fiber Communication Conference (OFC) 2023

DRL for VNF placement in Inter-Data Center Elastic Optical Networks

C. Hernández-Chulde, R. Casellas, R. Martínez, R. Vilalta, and R. Muñoz
Tu3D.7 Optical Fiber Communication Conference (OFC) 2023

View More...
Heuristic-assisted Deep Reinforcement Learning for Resource-efficient and QoS-guaranteed 5G RAN Slice Migration in Elastic Metro Aggregation Optical Networks

Jiahua Gu, Min Zhu, Yunwu Wang, Xiaofeng Cai, Yuancheng Cai, and Jiao Zhang
Tu3D.1 Optical Fiber Communication Conference (OFC) 2023

MAGC-RSA: Multi-Agent Graph Convolutional Reinforcement Learning for Distributed Routing and Spectrum Assignment in Elastic Optical Networks

Huy Tran Quang, Omar Houidi, Javier Errea-Moreno, Dominique Verchere, and Djamal Zeghlache
Mo4B.3 European Conference and Exhibition on Optical Communication (ECOC) 2022

Select as filters
Select Topics Cancel
Top
       
© Copyright 2024 | Optica Publishing Group. All rights reserved, including rights for text and data mining and training of artificial technologies or similar technologies.
Privacy | Terms of Use