Machine-Learning-as-a-Service for Optical Network Automation
Paper in proceeding, 2023
MLaaS is introduced in the context of optical networks, and an architecture to take advantage of its potential is proposed. A use case of QoT classification using MLaaS techniques is benchmarked against state-of-the-art methods.
Machine learning
Network automation
Software-defined networking
Author
Carlos Natalino Da Silva
Chalmers, Electrical Engineering, Communication, Antennas and Optical Networks
Nasser Mohammadiha
Ericsson
Chalmers, Computer Science and Engineering (Chalmers), Data Science
Ashkan Panahi
Ericsson
Optical Fiber Communication Conference and Exhibition
W4G.3
978-1-957171-18-0 (ISBN)
2023 Optical Fiber Communication Conference and Exhibition - OFC'23
San Diego, CA, USA,
San Diego, CA, USA,
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
Architecture
Communication Systems
Art History
DOI
10.23919/OFC49934.2023.10116794