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:

Gazda, J., Šlapak, E., Bugár, G., Horváth, D., Maksymyuk, T., & Jo, M. (2018). Unsupervised Learning Algorithm for Intelligent Coverage Planning and Performance Optimization of Multitier Heterogeneous Network. IEEE Access, 6, 39807-39819.
Maksymyuk, T., Gazda, J., Yaremko, O., & Nevinskiy, D. (2018, September). Deep Learning Based Massive MIMO Beamforming for 5G Mobile Network. In 2018 IEEE 4th International Symposium on Wireless Systems within the International Conferences on Intelligent Data Acquisition and Advanced Computing Systems (IDAACS-SWS) (pp. 241-244). IEEE.

Research supported by:
APVV-18-0214, VEGA 1/0268/19