Recent Publications
2025
Journals:
- An Overview and Solution for Democratizing AI Workflows at the Network EdgeJournal of Network and Computer Applications, 2025
- Dealing With Zero-Inflated Data: Achieving State-of-the-Art With a Two-Fold Machine Learning ApproachEngineering Applications of Artificial Intelligence, 2025
- Effect of Substrate Temperature on the Optical and Magnetic Properties of Chemical Spray Deposited Fe‑doped ZnO Thin FlmsJournal of Materials Science. Materials in Electronics, 2025
- The Role of Age of Information in Enhancing Short-Term Energy ForecastingEnergy, 2025
- Towards Data-Driven Electricity Management: Multi-Region Uniform Data and Knowledge GraphScientific Data, 2025
Conferences:
- Demonstrating Smart Scaling of AI-Services for Future Networks2025 IEEE Wireless Communications and Networking Conference (WCNC): 24-27 March 2025, 2025
- Towards 6G for Connected Autonomous Vehicles: A Trial Facility Analysis2024 IEEE 29th International Workshop on Computer Aided Modeling and Design of Communication Links and Networks (CAMAD): 21-23 Oct. 2024, 2025
Preprints:
- Data Model Design for Explainable Machine Learning-Based Electricity Applications2025
- Automated Modeling Method for Pathloss Model Discovery2025
- A Network Science Approach to Granular Time Series Segmentation2025
- MRM3: Machine Readable ML Model Metadata2025
- A Representation Learning Approach to Feature Drift Detection in Wireless Networks2025
2024
Journals:
- Metrika Starosti Informacije in Njena Vloga v Vzdržnih Omrežjih PrihodnostiElektrotehniški Vestnik, 2024
- Balancing Energy Preservation and Performance in Energy-Harvesting Sensor NetworksIEEE Sensors Journal, 2024
- Spectrum Sensing With Deep Clustering: Label-Free Radio Access Technology RecognitionIEEE Open Journal of the Communications Society, 2024
- Visibility Graph-Based Wireless Anomaly Detection for Digital Twin Edge NetworksIEEE Open Journal of the Communications Society, 2024
- Explainable Semantic Wireless Anomaly Characterization for Digital TwinsComputer Networks, 2024
- Digital Transformation With a Lightweight On-Premise PaaSFuture Generation Computer Systems, 2024
- Traveling Wave Method for Event Localization and Characterization of Power Transmission LinesElectric Power Systems Research, 2024
- FedSBS: Federated-Learning Participant-Selection Method for Intrusion Detection SystemsComputer Networks: The International Journal of Computer and Telecommunications Networking, 2024
- Energy Efficient Deep Multi-Label on/OFF Classification of Low Frequency Metered Home AppliancesIEEE Access, 2024
- CARMEL: Capturing Spatio-Temporal Correlations via Time-Series Sub-Window Imaging for Home Appliance ClassificationEngineering Applications of Artificial Intelligence, 2024
Conferences:
- Towards Automated and Interpretable Pathloss Approximation MethodsAAAI 2025 Workshop on Artificial Intelligence for Wireless Communications and Networking: Philadelphia, Pennsylvania, USA, Mar 03 2005, 2024
- Towards the Standardization of Energy Efficiency Metrics of the AI Lifecycle in 6G and Beyond2024 IEEE Conference on Standards for Communications and Networking (CSCN): 25-27 Nov. 2024, 2024
- Self-Supervised Visual Exploration of Age of Information Process in IoT2024 IEEE 10th World Forum on Internet of Things (WF-IoT): November 10-13, 2024 in Ottawa, Ontario, Canada, 2024
- Natural Language Interaction With a Household Electricity Knowledge-Based Digital Twin2024 IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (SmartGridComm): 17-20 Sept. 2024, Oslo, Norway, 2024
- Beyond 5G Networking: The Case of NANCY ProjectArtificial Intelligence Applications and Innovations: AIAI 2024 IFIP WG 12.5 International Workshops MHDW 2024, 5G-PINE 2024, and ΑΙ4GD 2024, Corfu, Greece, June 27-30, 2024, 2024
- Visibility Graphs-Based Time Series Segmentation With Louvain Community DetectionZbornik Triintridesete Mednarodne Elektrotehniške in Računalniške Konference ERK 2024: Portorož, Slovenija, 26. - 27. September 2024, 2024
- O-RAN AI/ML Workflow Architecture and FrameworkZbornik Triintridesete Mednarodne Elektrotehniške in Računalniške Konference ERK 2024: Portorož, Slovenija, 26. - 27. September 2024, 2024
- Trajnostni Razvoj Interneta Stvari: Analiza Ogljičnega Odtisa LoRaWAN Omrežij Na Področju SlovenijeŠTeKam: Študentska Tehniška Konferenca, 2024
- Smart Homes, Smarter Savings: Energy Trading With Deep Reinforcement Learning2024 IEEE 22nd Mediterranean Electrotechnical Conference (MELECON): 25-27 June 2024, Porto, 2024
- Building Zero-Touch Service Management Framework for Automotive Services Using the Smart Highway Testbed2024 7th International Balkan Conference on Communications and Networking (BalkanCom): 3-6 June 2024, Ljubljana, 2024
Preprints:
- Exploring Kolmogorov-Arnold Networks for Interpretable Time Series Classification2024
- The Energy Cost of Artificial Intelligence Lifecycle in Communication Networks2024
- Natural Language Interaction With a Household Electricity Knowledge-Based Digital Twin2024
2023
Journals:
- Indoor UWB Positioning and Position Tracking Data SetScientific Data, 2023
- Self-Supervised Learning for Clustering of Wireless Spectrum ActivityComputer Communications, 2023
- 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
- Precise PMU-Based Localization and Classification of Short-Circuit Faults in Power Distribution SystemsIEEE Transactions on Power Delivery, 2023
- Embracing IaC Through the DevSecOps Philosophy: Concepts, Challenges, and a Reference FrameworkIEEE Software, 2023
- Smart Infrastructures: Artificial Intelligence-Enabled Lifecycle AutomationIEEE Industrial Electronics Magazine, 2023
- Resource-Aware Time Series Imaging Classification for Wireless Link Layer AnomaliesIEEE Transactions on Neural Networks and Learning Systems, 2023
Conferences:
- Smart Home Energy Cost Minimisation Using Energy Trading With Deep Reinforcement LearningBuildSys'23: Proceedings of the 10th ACM Conference on International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation, 2023
- On Neural Filter Selection for on/OFF Classification of Home AppliancesOdkrivanje Znanja in Podatkovna Skladišča - SiKDD: Informacijska Družba - IS 2023, 2023
- Private Cloud as a Didactic Tool for Effective Research and TeachingZbornik Dvaintridesete Mednarodne Elektrotehniške in Računalniške Konference ERK 2023: Portorož, Slovenija, 28. - 29. September 2023, 2023
- Deep Feature Learning for Wireless Spectrum DataIEEE International Mediterranean Conference on Communications and Networking (IEEE MEDITCOM 2023): 4-7 September 2023 in Dubrovnik, Croatia, 2023
- Electrical Energy Cost Minimization in a Smart Home Using Deep Reinforcement LearningZbornik Dvaintridesete Mednarodne Elektrotehniške in Računalniške Konference ERK 2023: Portorož, Slovenija, 28. - 29. September 2023, 2023
- 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
- Graph Isomorphism Networks for Wireless Link Layer Anomaly Classification2023 IEEE Wireless Communications and Networking Conference (WCNC): Proceedings, 2023
- Runtime Security Monitoring by an Interplay Between Rule Matching and Deep Learning-Based Anomaly Detection on Logs19th International Conference on the Design of Reliable Communication Networks (DRCN), 17-20 April 2023, Vilanova I La Geltru, Spain, 2023
- Security in DevSecOps: Applying Tools and Machine Learning to Verification and Monitoring StepsICPE '23 Companion, Companion of the 2023 ACM/SPEC International Conference on Performance Engineering, 15-19 April 2023, Coimbra, Portugal: April 15-19, 2023, Coimbra, Portugal, 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 Localization2023
- On-Premise Artificial Intelligence as a Service for Small and Medium Size Setups2023
Patents
- Method and System for Energy Aware Scheduling for Sensors: Patent US11762446B2, 2023-09-192023
Preprints:
- Deep Feature Learning for Wireless Spectrum Data2023
- XAI for Self-Supervised Clustering of Wireless Spectrum Activity2023
- Dealing With Zero-Inflated Data: Achieving SOTA With a Two-Fold Machine Learning Approach2023
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
- 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
- Automated Approach to IaC Code Inspection Using Python-Based Devsecops ToolTelecommunications 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
Preprints:
- On-Premise Artificial Intelligence as a Service for Small and Medium Size Setups2022
- Towards Sustainable Deep Learning for Wireless Fingerprinting Localization2022
- On Designing Data Models for Energy Feature Stores2022
- Resource-Aware Deep Learning for Wireless Fingerprinting Localization2022
- Dimensionality Expansion of Load Monitoring Time Series and Transfer Learning for EMS2022
- Federated Spatial Reuse Optimization in Next-Generation Decentralized IEEE 802.11 WLANs2022
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
- Managing the Cloud Continuum: Lessons Learnt From a Real Fog-to-Cloud DeploymentSensors, 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
- Application of Unsupervised Anomaly Detection Techniques to Moisture Content Data From Wood ConstructionsForests, 2021
- Machine Learning for Wireless Link Quality Estimation: A SurveyIEEE Communications Surveys and Tutorials, 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
Patents
- Sistemi in Postopek Za Samodejno Nadzorovano in Fleksibilno Polnjenje Električnih Vozil: Patent SI 25990 A, 2021-10-292021
2020
Journals:
- Learning to Detect Anomalous Wireless Links in IoT NetworksIEEE Access, 2020
- Automatic Detection of Wireless TransmissionsIEEE Access, 2020
- Advanced Distribution Measurement Technologies and Data Applications for Smart Grids: A ReviewEnergies, 2020
- Proving a Concept of Flexible Under-Frequency Load Shedding With Hardware-in-the-Loop TestingEnergies, 2020
Conferences:
- Resource Reservation Within Sliced 5G Networks: A Cost-Reduction Strategy for Service Providers2020 IEEE International Conference on Communications Workshops (ICC): Proceedings, 2020
- MF2C: The Evolution of Cloud Computing Towards an Open and Coordinated Ecosystem of Fogs and CloudsLecture Notes in Computer Science, 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 Insight2020
- COBISS: 33305895
- ISBN: 978-1-119-54526-2
Patents
- Device of Data Hub and Communication Gateway: Patent SI 25820 A, 2020-09-302020
Preprints:
- Time-to-Provision Evaluation of IoT Devices Using Automated Zero-Touch Provisioning2020