1 citations · 1 across the 7 of their papers we have counts for
8 papers
Large-scale wireless network management via Open-RAN Tandem Apps: Cell on/off switching use case
Paweł Kryszkiewicz, Łukasz Kułacz, Marcin Pakuła +5
With growing mobile-network complexity, management and optimization have become increasingly difficult. Centralized algorithms face high control-data overhead and computational loa…
Predicting Conflict Impact on Performance in O-RAN
Pietro Brach del Prever, Niloofar Mohamadi, Salvatore D'Oro +7
The O-RAN Alliance promotes the integration of intelligent autonomous agents to control the Radio Access Network (RAN). This improves flexibility, performance, and observability in…
Indoor Localization Based on MSC Map
Łukasz Kułacz, Adrian Kliks, Julius Ruseckas +1
In this short paper, we propose a technique for AI-based identification of modulation and coding schemes (MCS) in surrounding cellular signals. Based on the created MCS map, we eva…
Spectrum Occupancy Detection Supported by Federated Learning
Łukasz Kułacz
Dynamic spectrum access is essential for radiocommunication and its limited spectrum resources. The key element of dynamic spectrum access systems is effective spectrum occupancy d…
Utilization of Reconfigurable Intelligent Surfaces with Context Information: Use Cases
Łukasz Kułacz
In terms of complex radio environments especially in dense urban areas, a very interesting topic is considered - the utilization of reconfigurable intelligent surfaces. Basically,…
Machine Learning-based xApp for Dynamic Resource Allocation in O-RAN Networks
Mohammed M. H. Qazzaz, Łukasz Kułacz, Adrian Kliks +3
The disaggregated, distributed and virtualised implementation of radio access networks allows for dynamic resource allocation. These attributes can be realised by virtue of the Ope…
Beyond 5G: Big Data Processing for Better Spectrum Utilization
Adrian Kliks, Łukasz Kułacz, Paweł Kryszkiewicz +5
This article emphasizes the great potential of big data processing for advanced user- and situation-oriented, so context-aware resource utilization in future wireless networks. In…
Context-based spectrum sharing in 5G wireless networks based on Radio Environment Maps
Paweł Kryszkiewicz, Adrian Kliks, Łukasz Kułacz +3
Dynamic spectrum sharing can provide many benefits to wireless networks operators. However, its efficiency requires sophisticated control mechanisms. The more context information i…