Demonstration of DRL-based intelligent spectrum management over a T-API-enabled optical network digital twin
Journal article, 2023
This demonstration showcases the applicability and benefits of a deep reinforcement learning (DRL) agent for spectrum defragmentation in a realistic deployment. This is achieved by integrating the DRL agent with the operations of a carrier-grade optical network digital twin via standard T-API messages.
Author
Ehsan Etezadi
Chalmers, Electrical Engineering, Communication, Antennas and Optical Networks
Carlos Natalino Da Silva
Chalmers, Electrical Engineering, Communication, Antennas and Optical Networks
Vignesh Karunakaran
Adtran
Renzo Diaz
Telia
Anders Lindgren
Telia
Stefan Melin
Telia
Achim Autenrieth
Lena Wosinska
Chalmers, Electrical Engineering, Communication, Antennas and Optical Networks
Paolo Monti
Chalmers, Electrical Engineering, Communication, Antennas and Optical Networks
Marija Furdek Prekratic
Chalmers, Electrical Engineering, Communication, Antennas and Optical Networks
IET Conference Proceedings
27324494 (eISSN)
Vol. 2023 34 1730-1733Safeguarding optical communication networks from cyber-security attacks
Swedish Research Council (VR) (2019-05008), 2020-01-01 -- 2023-12-31.
Providing Resilient & secure networks [Operating on Trusted Equipment] to CriTical infrastructures (PROTECT)
VINNOVA (2020-03506), 2021-02-01 -- 2024-01-31.
Areas of Advance
Information and Communication Technology
Subject Categories
Telecommunications
Communication Systems
Computer Science
DOI
10.1049/icp.2024.1801