92 citations · 258 across the 19 of their papers we have counts for
9 papers · 1 filter
Graph Neural Networks Based Anomalous RSSI Detection
Blaž Bertalanič, Matej Vnučec, Carolina Fortuna
In today's world, modern infrastructures are being equipped with information and communication technologies to create large IoT networks. It is essential to monitor these networks…
Resource-aware Deep Learning for Wireless Fingerprinting Localization
Gregor Cerar, Blaž Bertalanič, Carolina Fortuna
Location based services, already popular with end users, are now inevitably becoming part of new wireless infrastructures and emerging business processes. The increasingly popular…
Self-supervised Learning for Clustering of Wireless Spectrum Activity
Ljupcho Milosheski, Gregor Cerar, Blaž Bertalanič +2
In recent years, much work has been done on processing of wireless spectrum data involving machine learning techniques in domain-related problems for cognitive radio networks, such…
Time-to-Provision Evaluation of IoT Devices Using Automated Zero-Touch Provisioning
Ivan Boškov, Halil Yetgin, Matevž Vučnik +2
The Internet of Things (IoT) is being widely adopted in today's society, interconnecting smart embedded devices that are being deployed for indoor and outdoor environments, such as…
Learning to Detect Anomalous Wireless Links in IoT Networks
Gregor Cerar, Halil Yetgin, Blaž Bertalanič +1
After decades of research, the Internet of Things (IoT) is finally permeating real-life and helps improve the efficiency of infrastructures and processes as well as our health. As…
On Designing a Machine Learning Based Wireless Link Quality Classifier
Gregor Cerar, Halil Yetgin, Mihael Mohorčič +1
Ensuring a reliable communication in wireless networks strictly depends on the effective estimation of the link quality, which is particularly challenging when propagation environm…
Machine Learning for Wireless Link Quality Estimation: A Survey
Gregor Cerar, Halil Yetgin, Mihael Mohorčič +1
Since the emergence of wireless communication networks, a plethora of research papers focus their attention on the quality aspects of wireless links. The analysis of the rich body…
Automatic Detection and Query of Wireless Spectrum Events from Streaming Data
Carolina Fortuna, Timotej Gale, Tomaz Solc +1
Several alternatives for more efficient spectrum management have been proposed over the last decade, resulting in new techniques for automatic wideband spectrum sensing. However, w…
COINS: ContinuOus IntegratioN in wirelesS technology development
Matevž Vučnik, Tomaž Šolc, Urban Gregorc +5
Network testing plays an important role in the iterative process of developing new communication protocols and algorithms. However, test environments have to keep up with the evolu…