Deep learning based localization and HO optimization in 5G NR networks

R Klus, L Klus, D Solomitckii… - … on Localization and …, 2020 - ieeexplore.ieee.org
In the emerging 5G radio networks, beamforming-capable nodes are able to densely cover
narrow areas with a high-quality signal. Such systems require high-level handover …

Deep learning based adaptive handover optimization for ultra-dense 5G mobile networks

B Shubyn, N Lutsiv, O Syrotynskyi… - 2020 IEEE 15th …, 2020 - ieeexplore.ieee.org
An overview is devoted to the automation of fifth-generation mobile communications based
on the use of artificial intelligence. We suggest using GRU recurrent neural networks, as …

Deep learning based location prediction with multiple features in communication network

Y Gao, J Chen, Z Liu, L Liu, N Hu - 2021 IEEE Wireless …, 2021 - ieeexplore.ieee.org
With the development of wireless communication technologies and explosive increases
number of UEs, data traffic grows rapidly so that much denser deployment is essential. More …

Mobile device localization in 5G wireless networks

D Wang, G Hosangadi… - 2019 International …, 2019 - ieeexplore.ieee.org
As wireless networks are evolving into 5G, tremendous amount of data will be shared on the
newly developed open source platforms. These data can be used in developing new …

Positioning as service for 5g iot networks

B El Boudani, L Kanaris, A Kokkinis… - 2021 Telecoms …, 2021 - ieeexplore.ieee.org
Big Data and Artificial Intelligence are new technologies to improve indoor localization. It
focuses on the use of machine learning probabilistic algorithms to extract, model and …

5G handover using reinforcement learning

V Yajnanarayana, H Rydén… - 2020 IEEE 3rd 5G World …, 2020 - ieeexplore.ieee.org
In typical wireless cellular systems, the handover mechanism involves reassigning an
ongoing session handled by one cell into another. In order to support increased capacity …

DNN based WiFi positioning in 3GPP indoor office environment

SH Oh, JG Kim - … on Artificial Intelligence in Information and …, 2021 - ieeexplore.ieee.org
As the development of the 4th industry begins, LBS (Location Based Service) technology is
drawing attention. AI (Artificial Intelligence), IoT (Internet of Things), and Big Data, which are …

Neural network fingerprinting and GNSS data fusion for improved localization in 5G

R Klus, J Talvitie, M Valkama - 2021 International Conference …, 2021 - ieeexplore.ieee.org
In modern radio networks with large antenna arrays and precise beamforming techniques,
accurate user positioning plays a key role in enabling seamless mobility management, link …

Machine-learning-based predictive handover

A Masri, T Veijalainen, H Martikainen… - 2021 IFIP/IEEE …, 2021 - ieeexplore.ieee.org
Good mobility performance is critical in cellular networks for ensuring that each user is
always connected to the best possible cell and that the handovers are executed timely to …

Deep learning-based intelligent dual connectivity for mobility management in dense network

C Wang, Z Zhao, Q Sun, H Zhang - 2018 IEEE 88th Vehicular …, 2018 - ieeexplore.ieee.org
Ultra-dense network deployment has been proposed as a key technique for achieving
capacity goals in the fifth-generation (5G) mobile communication system. However, the …