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 1730-1733

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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

More information

Latest update

9/19/2024