Learning to Classify DWDM Optical Channels from Tiny and Imbalanced Data

P Cichosz, S Kozdrowski, S Sujecki - Entropy, 2021 - mdpi.com
Applying machine learning algorithms for assessing the transmission quality in optical
networks is associated with substantial challenges. Datasets that could provide training …

Ai application in next generation programmable networks

M Rasmus, Z Kopertowski… - … Conference on Software …, 2022 - ieeexplore.ieee.org
Artificial intelligence (AI) algorithms can provide an effective solution for dynamic and
automated network resource management in Software Defined Networking (SDN). In this …

A Comprehensive Study of Machine Learning Application to Transmission Quality Assessment in Optical Networks

S Kozdrowski, P Paziewski, P Cichosz, S Sujecki - Applied Sciences, 2023 - mdpi.com
This paper examines applying machine learning to the assessment of the quality of the
transmission in optical networks. The motivation for research into this problem derives from …

Ant Colony Algorithms Application for Telco Networks Performance with Multi-criteria Optimization

M Berliński, M Rasmus, Z Kopertowski… - 2023 International …, 2023 - ieeexplore.ieee.org
In future telecommunications networks, the management of network resources can benefit
significantly from using artificial intelligence algorithms. These algorithms offer dynamic and …