Research

Intelligent management for 5G and Beyond 5G systems

machine learning

RAN

mobility patterns

deep learning

The deployment of heterogeneous networks, application of the dynamic spectrum and the use of unlicensed frequency spectrum are the basic technological solutions accompanying the deployment of 5th generation (5G) mobile communications networks. The synergy of the simultaneous use of these technology solutions will allow a significant increase in network capacity and quality of service (QoS), which is a prerequisite for a massive 5G deployment in the future.

Related publications:

2018

T. Maksymyuk, J. Gazda, O. Yaremko, D. Nevinskiy

Deep learning based massive MIMO beamforming for 5G mobile network

Journal: Wireless Systems within the International Conferences on Intelligent Data Acquisition and Advanced Computing Systems

J. Gazda, E. Šlapak, G. Bugár, D. Horváth, T. Maksymyuk, M. Jo

Unsupervised learning algorithm for intelligent coverage planning and performance optimization of multitier heterogeneous network

Journal: IEEE Access. Vol. 6 (2018), p. 39807-39819.