activity
20182026
most cited6G White Paper on Edge Intelligence

126 citations · 381 across the 39 of their papers we have counts for

collaborators

40 papers

cs.NI2026

A Unified E2E Energy Efficiency Testing Framework for Open RAN

Marcin Hoffmann, Marcin Dryjański, Adrian Kliks +4

Energy efficiency (EE) is one of the key challenges for contemporary and future mobile networks, including within the Open Radio Access Network (O-RAN) architecture. However, there…

cs.MA2026

ACCoRD: Actor-Critic Conflict Resolution with Deep learning for O-RAN xApps

Cezary Adamczyk, Adrian Kliks

Conflict Mitigation (ConMit) is a crucial part of intelligent network control in Open Radio Access Networks (O-RAN). In this paper, we propose a method named ACCoRD to resolve dete…

eess.SY2026

Sustainable Load Balancing for Wireless Networks With Renewable Energy Sources

Mustafa Mohammed Hasan Alkalsh, Adam Samorzewski, Adrian Kliks

Future wireless networks powered by renewable energy sources and storage systems (e.g., batteries) require energy-aware mechanisms to ensure stability in critical and high-demand s…

cs.NI2026

RIS-Aided Mobile Network Design

Adam Samorzewski, Adrian Kliks

In this paper, we examine the distribution of radio signal propagation within the city of Poznan (Poland) to determine optimal locations for deploying Reconfigurable Intelligent Su…

cs.NI2026

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…

cs.NI2026

Communication Technologies for Intelligent Transportation Systems: From Railways to UAVs and Beyond

Shrief Rizkalla, Adrian Kliks, Nila Bagheri +25

This white paper aims to comprehensively analyze and consolidate the state of the art in communication technologies supporting modern and future Information and Communication Techn…

cs.NI2025★ 5 cited

RIS-Measurements for Codebook Design

Paweł Hatka, Marcel Garczyk, Paweł Płaczkiewicz +3

Reconfigurable Intelligent Surfaces (RIS) have gained significant attention for some time. Thanks to the possibility of individual steering of each reflecting element of the boards…

cs.NI2025★ 1 cited

Enhancing V2X Communications with UAV-mounted Reconfigurable Intelligent Surfaces

Salim Janji, Paweł Sroka, Adrian Kliks

This paper addresses the crucial need for reliable wireless communication in vehicular networks, particularly vital for the safety and efficacy of (semi-)autonomous driving amid in…

cs.NI2025

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…

cs.NI2025★ 3 cited

Large-Scale AI in Telecom: Charting the Roadmap for Innovation, Scalability, and Enhanced Digital Experiences

Adnan Shahid, Adrian Kliks, Ahmed Al-Tahmeesschi +132

This white paper discusses the role of large-scale AI in the telecommunications industry, with a specific focus on the potential of generative AI to revolutionize network functions…

cs.NI2025

Experimental evaluation of xApp Conflict Mitigation Framework in O-RAN: Insights from Testbed deployment in OTIC

Abida Sultana, Cezary Adamczyk, Mayukh Roy Chowdhury +2

Conflict Mitigation (CM) in Open Radio Access Network (O-RAN) is a topic that is gaining importance as commercial O-RAN deployments become more complex. Although research on CM is…

cs.NI2024★ 2 cited

V2V Path Loss Modeling at 26 GHz Based on Real-Traffic Measurements

Pawel Kryszkiewicz, Adrian Kliks, Pawel Sroka +1

In this letter, we investigate single-slope path loss models complemented with shadowing effects in the context of vehicular communications. We present several models obtained base…

cs.NI2024

Integrating UAV-Enabled Base Stations in 3D Networks: QoS-Aware Joint Fronthaul and Backhaul Design

Salim Janji, Piotr Wawrzyniak, Piotr Formanowicz +1

The emerging concept of 3D networks, integrating terrestrial, aerial, and space layers, introduces a novel and complex structure characterized by stations relaying backhaul loads t…

cs.NI2024★ 2 cited

5G Networks Supported by UAVs, RESs, and RISs

Adam Samorzewski, Adrian Kliks

This paper presents the examination of the 5G cellular network aware of Renewable Energy Sources (RESs) and supported by Reconfigurable Intelligent Surfaces (RISs) and Unmanned Aer…

cs.NI2024★ 5 cited

Energy Consumption in RES-Aware 5G Networks

Adam Samorzewski, Margot Deruyck, Adrian Kliks

In this work, the impact of using Renewable Energy Source (RES) generators in next-generation (5G) cellular systems on total power consumption (PC) has been investigated. The paper…

eess.SP2024★ 1 cited

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…

cs.NI2023★ 1 cited

Open RAN xApps Design and Evaluation: Lessons Learnt and Identified Challenges

Marcin Hoffmann, Salim Janji, Adam Samorzewski +6

Open Radio Access Networks (RAN) offer diverse economic opportunities. A transition to a flexible, modular approach within the disaggregated RAN framework is crucial, involving car…

cs.NI2023

Detection and mitigation of indirect conflicts between xApps in Open Radio Access Networks

Cezary Adamczyk, Adrian Kliks

In Open Radio Access Networks, the Conflict Mitigation component, which is part of the Near-RT RIC, aims to detect and resolve any conflicts between xApp decisions. In this paper,…

cs.NI2023★ 45 cited

Conflict Mitigation Framework and Conflict Detection in O-RAN Near-RT RIC

Cezary Adamczyk, Adrian Kliks

The steady evolution of the Open RAN concept sheds light on xApps and their potential use cases in O-RANcompliant deployments. There are several areas where xApps can be used that…

cs.NI2023★ 5 cited

Memory Enabled Bumblebee-based Dynamic Spectrum Access for Platooning Environments

Kuldeep S. Gill, Pawel Kryszkiewicz, Pawel Sroka +2

In this paper, we propose a novel memory-enabled non-uniform sampling-based bumblebee foraging algorithm (MEB) designed for optimal channel selection in a distributed Vehicular Dyn…

cs.NI2022★ 12 cited

Path Loss and Shadowing Modeling for Vehicle-to-Vehicle Communications in Terrestrial TV Band

Pawel Kryszkiewicz, Pawel Sroka, Michal Sybis +1

Vehicle platooning is considered as one of the key use cases for vehicle-to-vehicle (V2V) communications. However, its benefits can be realized only with highly reliable wireless t…

cs.NI2022

Federated Learning-Based Interference Modeling for Vehicular Dynamic Spectrum Access

Marcin Hoffmann, Pawel Kryszkiewicz, Adrian Kliks

A platoon-based driving is a technology allowing vehicles to follow each other at close distances to, e.g., save fuel. However, it requires reliable wireless communications to adju…

cs.AI2022★ 2 cited

Neural Networks for Path Planning

Salim Janji, Adrian Kliks

The scientific community is able to present a new set of solutions to practical problems that substantially improve the performance of modern technology in terms of efficiency and…

cs.NI2022★ 2 cited

Energy-efficient User Clustering for UAV-enabled Wireless Networks Using EM Algorithm

Salim Janji, Adrian Kliks

Unmanned Aerial Vehicles (UAVs) can be used to provide wireless connectivity to support the existing infrastructure in hot-spots or replace it in cases of destruction. UAV-enabled…