RRM – 6gmobile

-Ongoing-6G ML/AI Mobility RRM TestbedIntelligent Radio Resource and Mobility Management based on Federated Learning

The project aims to develop a novel artificial intelligence-based radio resource and mobility management concept exploiting federated learning with the individual management processes handled via cooperating machine learning-based algorithms.

6G, Radio resource management, Mobility management, Machine learning, Federated learning, Artificial intelligence

Major results and publications

-Ongoing-6G D2D MEC ML/AI Mobility RRM UAVCooperation with the International Research Centre in Area of Digital Communication Systems

Machine learning for mobile network optimization and for image processing

6G ML/AI Mobility RRM UAVCommunication in Self-optimizing Mobile Networks with Drones

Mobile networks with UAVs mounted on drones and acting as flying base stations

5G 6G Architecture D2D MEC ML/AI RRMCooperation with the International Research Centre in Area of Communication Systems

Exploitation of machine learning for optimization of mobile networks

6G D2D ML/AI Mobility RRMCombined Radio Frequency and Visible Light Bands for Device-to-Device communication

D2D communication combining conventional RF bands and VLC

5G D2D RRMGame theoretic aspects of wireless spectrum access

Game theoretic analysis for the cognitive spectrum allocation and radio resource management

5G RRM Small cellsNew methods for capacity improvement of heterogeneous wireless networks based on hybrid cognitive approach and small cells

Radio resource management for networks combining cognitive radio and small cells

5G Architecture MEC Mobility RRM Small cellsTROPIC – Distributed computing, storage and radio resource allocation over cooperative femtocells

Introducing concept of Mobile Edge Computing via distributed computing capabilities collocated with base stations of mobile networks with joint management of communication and computation.

4G 5G Mobility RRMFREEDOM – Femtocell-based network enhancement by interference management and coordination of information for seamless connectivity

Interference, mobility, and radio resource management for OFDMA networks with femtocells

4G 5G Mobility RRMROCKET – Reconfigurable OFDMA-based Cooperative NetworKs Enabled by Agile SpecTrum Use

Design of mobility and radio resource management techniques for OFDMA networks towards IMT Advanced requirements.

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