Recent Publications
2023
Journals:
- A Survey on Securing Federated Learning: Analysis of Applications, Attacks, Challenges, and TrendsIEEE Access, 2023
- HANNA: Human-Friendly Provisioning and Configuration of Smart DevicesEngineering Applications of Artificial Intelligence, 2023
- Site Diversity Experiment in Q-Band Satellite Communications in Slovenia and HungaryAntennas and Wireless Propagation Letters, 2023
- Precise PMU-Based Localization and Classification of Short-Circuit Faults in Power Distribution SystemsIEEE Transactions on Power Delivery, 2023
- Non-Intrusive Privacy-Preserving Approach for Presence Monitoring Based on WiFi Probe RequestsSensors, 2023
- Smart Infrastructures: Artificial Intelligence-Enabled Lifecycle AutomationIEEE Industrial Electronics Magazine, 2023
Conferences:
- Exploratory Analysis of Open Cellular RAN Fault and Slicing DatasetsŠTeKam: Študentska Tehniška Konferenca, 2023
- Localization of Short-Circuit Faults in Distribution Networks Using PMU MeasurementsReferati in Predstavitve 16. Konference Slovenskih Elektroenergetikov CIGRE-CIRED: [Bled, Rikli Balance, 2023
- Dimensioning Wireless Embedded Test Environments to Support Continuous IntegrationIEEE INFOCOM 2023 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS): May 20, 2023 in Hoboken, New Jersey, USA, 2023
- GNN for Wireless Link Anomaly DetectionIEEE INFOCOM 2023 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS): May 20, 2023 in Hoboken, New Jersey, USA, 2023
- Advanced Analytics at the EdgeIWSSIP: 30th International Conference on Systems, Signals and Image Processing, 2023
- Area Under Time Series Transformation for Home Appliance Classification2023 19th International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob): 21-23 June 2023, Montreal, Canada, 2023
- Learning to Detect Wireless Spectrum Occupancy Using Clustering Approaches2023 19th International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob): 21-23 June 2023, Montreal, Canada, 2023
- Feature Management for Machine Learning Operation Pipelines in AI Native NetworksBalkanCom 2023, 2023 International Balkan Conference on Communications and Networking (BalkanCom) Took Place 5-8 June 2023 in İstanbul, Turkey, 2023
- Machine Learning Operations Model Store: Optimizing Model Selection for AI as a ServiceBalkanCom 2023, 2023 International Balkan Conference on Communications and Networking (BalkanCom) Took Place 5-8 June 2023 in İstanbul, Turkey, 2023
- XAI for Self-Supervised Clustering of Wireless Spectrum ActivityBalkanCom 2023, 2023 International Balkan Conference on Communications and Networking (BalkanCom) Took Place 5-8 June 2023 in İstanbul, Turkey, 2023
- Graph Neural Networks Based Anomalous RSSI DetectionBalkanCom 2023, 2023 International Balkan Conference on Communications and Networking (BalkanCom) Took Place 5-8 June 2023 in İstanbul, Turkey, 2023
- Machine Vision Based Wireless Link Layer Anomaly CharacterizationNetAISys’23: Proceedings of the First International Workshop on Networked AI Systems, 2023
- Cross-Polarization Discrimination Interference Analysis of Alphasat Satellite Measurements in Ka and Q BandsEuropean Conference on Antennas and Propagation, EuCAP: [Florence, Italy, March 26 - 31, 2023], 2023
- Graph Isomorphism Networks for Wireless Link Layer Anomaly Classification2023 IEEE Wireless Communications and Networking Conference (WCNC): Proceedings, 2023
- Deep W-Networks: Solving Multi-Objective Optimisation Problems With Deep Reinforcement LearningICAART 2023: Proceedings of the 15th International Conference on Agents and Artificial Intelligence, 2023
Book chapters
- Resource-Aware Deep Learning for Wireless Fingerprinting Localization
- On-Premise Artificial Intelligence as a Service for Small and Medium Size Setups
Preprints:
- Deep Feature Learning for Wireless Spectrum Data
- Towards Sustainable Deep Learning for Multi-Label Classification on NILM
- XAI for Self-Supervised Clustering of Wireless Spectrum Activity
- Self-Sufficient Method for Event Localization and Characterization of Power Transmission Lines Based on Traveling Waves
2022
Journals:
- Federated Spatial Reuse Optimization in Next-Generation Decentralized IEEE 802.11 WLANSITU Journal: Future and Evolving Technologies, 2022
- Timely and Sustainable: Utilising Correlation in Status Updates of Battery-Powered and Energy-Harvesting Sensors Using Deep Reinforcement LearningComputer Communications, 2022
- Power Autonomy Estimation of Low-Power Sensor for Long-Term ECG MonitoringSensors, 2022
- Responsible Knowledge Management in Energy Data EcosystemsEnergies, 2022
- Resource-Aware Time Series Imaging Classification for Wireless Link Layer AnomaliesIEEE Transactions on Neural Networks and Learning Systems, 2022
- Energy Aware Deep Reinforcement Learning Scheduling for Sensors Correlated in Time and SpaceIEEE Internet of Things Journal, 2022
- Developing Novel Technologies and Services for Intelligent Low Voltage Electricity Grids: Cost–benefit Analysis and Policy ImplicationsEnergies, 2022
Conferences:
- Transformer-Based NLoS Detection in UWB Localization SystemsTelecommunications Forum: (TELFOR), 2022
- Kubitect: A Solution for On-Premise Cluster DeploymentIEEE/ACM 15th International Conference on Utility and Cloud Computing (UCC): Proceedings, 2022
- SciKit Learn vs Dask vs Apache Spark Benchmarking on the EMINST DatasetInformation Society, 2022
- Enabling Deep Reinforcement Learning on Energy Constrained Devices at the Edge of the NetworkIEEE Conference on Wireless Communications and Networking, 10-13, Austin, Texas, Usa, 2022
- LOG-a-TEC Testbed Outdoor Fingerprinting Localization Using BLE BeaconsProceedings of the ... Electrotechnical and Computer Science Conference, 2022
- Towards Sustainable Deep Learning for Wireless Fingerprinting LocalizationICC 2022 - IEEE International Conference on Communications: 16-20 May 2022, 2022
- LOG-a TEC Testbed Outdoor Localization Using BLE BeaconsBalkanCom 2022, 2022 International Balkan Conference on Communications and Networking (BalcanCom), 22-24 August, Sarajevo, Bosnia and Hercegovina, 2022
- Tropospheric Scintillation Fading Analysis of Alphasat Satellite Measurements in Ka and Q Bands16th European Conference on Antennas and Propagation (EuCAP) 2022, Madrid, Spain, 2022
Preprints:
- On-Premise Artificial Intelligence as a Service for Small and Medium Size Setups
- Self-Supervised Learning for Clustering of Wireless Spectrum Activity
- Towards Sustainable Deep Learning for Wireless Fingerprinting Localization
- On Designing Data Models for Energy Feature Stores
- Resource-Aware Deep Learning for Wireless Fingerprinting Localization
- Dimensionality Expansion of Load Monitoring Time Series and Transfer Learning for EMS
- Federated Spatial Reuse Optimization in Next-Generation Decentralized IEEE 802.11 WLANs
2021
Journals:
- SMART: Situationally-Aware Multi-Agent Reinforcement Learning-Based TransmissionsIEEE Transactions on Cognitive Communications and Networking, 2021
- Experiment Control and Monitoring System for LOG-a-TEC TestbedSensors, 2021
- UWB Radio-Based Motion Detection System for Assisted LivingSensors, 2021
- Advanced Edge-Cloud Computing Framework for Automated PMU-Based Fault Localization in Distribution NetworksApplied Sciences, 2021
- Estimating Frequency Stability Margin for Flexible Under-Frequency Relay OperationElectric Power Systems Research, 2021
- Machine Learning for Wireless Link Quality Estimation: A SurveyIEEE Communications Surveys and Tutorials, 2021
- Alphasat Propagation Measurements at Ka- And Q- Bands in Ljubljana: Three Years Statistical AnalysisIEEE Antennas and Wireless Propagation Letters, 2021
Conferences:
- Analyse or Transmit: Utilising Correlation at the Edge With Deep Reinforcement Learning2021 IEEE Global Communications Conference (GLOBECOM), Madrid, Spain 7 - 11 December 2021: Proceedings, 2021
- Learning to Automatically Identify Home AppliancesOdkrivanje Znanja in Podatkovna Skladišča - SiKDD: 4. Oktober 2021, 4 October 2021, Ljubljana, Slovenia, 2021
- A Deep Learning Model for Anomalous Wireless Link Detection17th Virtual IEEE International Conference on Wireless and Mobile Computing, Neworking and Communications, (WiMob), 11-13 October, 2021, 2021
- Power Cable Wave Propagation Velocity Estimation Based on Travelling-WavesProceedings of the ... Electrotechnical and Computer Science Conference, 2021
- Concept of Adaptive Under-Frequency Load Shedding in Real Electrical Power SystemsReferati in Predstavitve 15. Konference Slovenskih Elektroenergetikov CIGRE-CIRED: Thermana Laško, 2021
- Boosting the Performance of Under-Frequency Load Shedding by Assessing the Frequency-Stability MarginSbornik Dokladov: Relejnaja Zaščita I Avtomatika Ènergosistem - 2021. Tom 3, 2021
- Machine Learning-Based Model Selection for Anomalous Wireless Link DetectionSoftCOM .., 2021
- Merilni Sistem Za Merjenje Impulznega Odziva Radijskega Kanala S Tehnologijo UWBZbornik Tridesete Mednarodne Elektrotehniške in Računalniške Konference ERK 2021: Portorož, Slovenija, 20. - 21. September 2021, 2021
- Designing a Machine Learning Based Non-Intrusive Load Monitoring ClassifierProceedings of the ... Electrotechnical and Computer Science Conference, 2021
- Performance Evaluation of COINS Framework for Wireless Network AutomationEuropean Conference on Networks and Communications, 2021
- Improving CSI-Based Massive MIMO Indoor Positioning Using Convolutional Neural NetworkEuropean Conference on Networks and Communications, 2021
- Learning to Fairly Classify the Quality of Wireless LinksWONS 2021, 16th Wireless On-Demand Network Systems and Services Conference, 9-11th March 2021: Virtual Conference, 2021
- Fade Slope Analysis of Alphasat Satellite Measurements at Ka and Q BandsEuCAP 2021, 2021
2020
Journals:
- Learning to Detect Anomalous Wireless Links in IoT NetworksIEEE Access, 2020
- Automatic Detection of Wireless TransmissionsIEEE Access, 2020
- Proving a Concept of Flexible Under-Frequency Load Shedding With Hardware-in-the-Loop TestingEnergies, 2020
- Performance Evaluation of CANCAR Algorithm in Realistic Wireless Mesh NetworksWireless Personal Communications, 2020
- High Precision Wide Bandwidth DC Current Transducer Based on the Platiše Flux SensorSensors, 2020
Conferences:
- Resource Reservation Within Sliced 5G Networks: A Cost-Reduction Strategy for Service Providers2020 IEEE International Conference on Communications Workshops (ICC): Proceedings, 2020
- Time-to-Provision Evaluation of Iot Devices Using Automated Zero-Touch ProvisioningGLOBECOM 2020, 2020 IEEE Global Communications Conference, 7-11 December 2020: Virtual Proceedings, 2020
- On Designing a Machine Learning Based Wireless Link Quality ClassifierIEEE PIMRC 2020, 31st Annual International Symposium on Personal, Indoor, and Mobile Radio Communications, 31 August - 3 September 2020, London, UK: Virtual Conference, 2020
- Spremljanje Satelitov GPS v Vidnem Polju Na Osnovi Modula NEO-6MProceedings of the ... Electrotechnical and Computer Science Conference, 2020
- Self-Calibrated UWB Based Device-Free Indoor Localization and Activity Detection ApproachEuropean Conference on Networks and Communications, 2020
Books
- The Internet of Things: From Data to Insight
- COBISS: 33305895
- ISBN: 978-1-119-54526-2
Preprints:
- Time-to-Provision Evaluation of IoT Devices Using Automated Zero-Touch Provisioning
2019
Journals:
- Using Correlated Information to Extend Device LifetimeIEEE Internet of Things Journal, 2019
- Whitelisting in RFDMA NetworksIEEE Access, 2019
- Evaluation of Range-Based Indoor Tracking Algorithms by Merging Simulation and MeasurementsEURASIP Journal on Wireless Communications and Networking, 2019
- Network and Traffic Design Aspects in Network-Coding-Enabled Wireless NetworksInternational Journal of Computers, Communications & Control, 2019
- Prediction Model of Fade Duration Statistics for Satellite Communications at Ka and Q BandsIEEE Transactions on Antennas and Propagation, 2019
- Detailed Analysis and Understanding of the Transport Mechanism of Poly-Si-Based Carrier Selective JunctionsIEEE Journal of Photovoltaics, 2019
Conferences:
- Utilising Correlated Information to Improve the Sustainability of Internet of Things DevicesWF-IoT: 2019 IEEE 5th World Forum on Internet of Things, 2019
- Using Deep Q-Learning to Prolong the Lifetime of Correlated Internet of Things Devices2019 IEEE International Conference on Communications Workshops, (ICC Workshops): Proceedings, 2019
- IEEE Standards Compliance Testing of PMU With RTDSReferati in Predstavitve 14. Konference Slovenskih Elektroenergetikov CIGRE-CIRED, 2019
- Industrial IoT Security Monitoring and Test on Fed4Fire+ PlatformsLecture Notes in Computer Science, 2019
- Automated Initial Configuration of Wireless Embedded Devices in the Internet ThingsBalkanCOM 2019, 5G and Beyond, 2019
- Passive Ultra-Wideband Coarse Localization and Activity Detection System for Assisted LivingConference Proceedings, 2019
- Device Positioning and Location-Aware CommunicationsProceedings of the ... Electrotechnical and Computer Science Conference, 2019
- Testing the Interoperability of the Joint Scheduling and Routing Algorithm for IIoT ApplicationsProceedings of the ... Electrotechnical and Computer Science Conference, 2019
- Secure Hybrid Publish-Subscribe Messaging ArchitectureSoftCOM 2019, 2019
- Modelling of Fade Duration Statisticsin Earth-Satellite Slant Pathsusing CopulasEuCAP 2019, 2019
- Channel Impulse Response Based Vehicle Analysis in TunnelsEuCAP 2019, 2019
Preprints:
- Using Deep Q-Learning to Prolong the Lifetime of Correlated Internet of Things Devices
2018
Journals:
- Continuous Integration in Wireless Technology DevelopmentIEEE Communications Magazine, 2018
- CANCAR - Congestion-Avoidance Network Coding-Aware Routing for Wireless Mesh NetworksTransactions on Internet and Information Systems, 2018
- A Methodology for Experimental Evaluation of Signal Detection Methods in Spectrum SensingPloS One, 2018
- Improving Indoor Localization Using Convolutional Neural Networks on Computationally Restricted DevicesIEEE Access, 2018
- Multiscale Modeling and Back Contact Design of Bifacial Silicon Heterojunction Solar CellsIEEE Journal of Photovoltaics, 2018
Conferences:
- Using CNNs With Long-Short-Term Memory for Recognition of WritingZbornik Sedemindvajsete Mednarodne Elektrotehniške in Računalniške Konference ERK 2018, 2018
- Combining Measurements and Simulations for Evaluation of Tracking AlgorithmsEUCNC 2018: 27th European Conference on Networks and Communications, 2018
- Integrating Research Testbeds Into Social Coding PlatformsEUCNC 2018: 27th European Conference on Networks and Communications, 2018
- SAAM: Supporting Active Ageing: Use Cases and User-Side ArchitectureEUCNC 2018: 27th European Conference on Networks and Communications, 2018
- An Adaptive Channel Quality Metric for Ultra-Narrowband SystemsEUCNC 2018: 27th European Conference on Networks and Communications, 2018
- Measurement Based Ultra-Wideband Channel Model for Mobile Communications in TunnelsEuCAP 2018, 2018
Preprints:
- Automatic Detection and Query of Wireless Spectrum Events From Streaming Data