Rural Environmental Monitoring via ultra wide-ARea networKs And distriButed federated Learning

Livrables

Dissemination Exploitation and Communication Plan

Dissemination, Exploitation and Communication Plan (it is a living document and it will be updated regularly)

Coverage capabilities and limitations of existing LP-WAN technologies
Novel feature extraction and dimensionality reduction methods for unstructured IoT sensor data
Secure and trustworthy ML-based rural IoT platform architecture

Data Management Plan

Publications

Empirical evaluation of multi UAV coverage path planning for aerial surveying

Auteurs: Jamie Wubben, João P. Matos-Carvalho, Dário Pedro, Slavisa Tomic, Carlos T. Calafate
Publié dans: 2024 20th International Conference on Distributed Computing in Smart Systems and the Internet of Things (DCOSS-IoT), 2024
Éditeur: IEEE
DOI: 10.1109/DCOSS-IOT61029.2024.00050

Analysis of Massive IoT Networks in Nearest and Macro Diversity Reception Regime

Auteurs: Tijana Devaja, Milica Petkovic, Dejan Vukobratovic, Marko Beko
Publié dans: 2024 32nd Telecommunications Forum (TELFOR), 2025
Éditeur: IEEE
DOI: 10.1109/TELFOR63250.2024.10819141

Trajectory Design for RSMA Networks Assisted by AIRS with LSTM and Transformers

Auteurs: Brena Kelly S. Lima, João P. Matos-Carvalho, Rui Dinis, Daniel Benevides Da Costa, Marko Beko, Rodolfo Oliveira
Publié dans: 2024 19th International Symposium on Wireless Communication Systems (ISWCS), 2024
Éditeur: IEEE
DOI: 10.1109/ISWCS61526.2024.10639128

UAV-assisted Distributed Learning for Environmental Monitoring in Rural Environments

Auteurs: Vukan Ninkovic, Dejan Vukobratovic, Dragisa Miskovic
Publié dans: 2024 7th International Balkan Conference on Communications and Networking (BalkanCom), 2024
Éditeur: IEEE
DOI: 10.1109/BALKANCOM61808.2024.10557191

IRON: an Integrated RF-OWC System for Interoperability in IoT Systems

Auteurs: Anna Maria Vegni, Pietro Manzoni, Milica Petkovic
Publié dans: 2024 7th International Balkan Conference on Communications and Networking (BalkanCom), 2024
Éditeur: IEEE
DOI: 10.1109/BALKANCOM61808.2024.10557178

An Image Mosaicing-Based Method for Bird Identification on Edge Computing Devices

Auteurs: D. Teterja, J. Garcia-Rodriguez, J. Azorin-Lopez, E. Sebastian-Gonzalez, R. E. van der Walt, M. J. Booysen
Publié dans: 18th International Conference on Soft Computing Models in Industrial and Environmental Applications (SOCO 2023)., 2023
Éditeur: Springer, Cham
DOI: 10.1007/978-3-031-42536-3_21

Trajectory Design for RSMA Networks Assisted by AIRS with LSTM and Transformers

Auteurs: Brena Kelly S. Lima, João P. Matos-Carvalho, Rui Dinis, Daniel Benevides Da Costa, Marko Beko, Rodolfo Oliveira
Publié dans: 2024 19th International Symposium on Wireless Communication Systems (ISWCS), 2024
Éditeur: IEEE
DOI: 10.1109/ISWCS61526.2024.10639128

Text-Driven Data Augmentation Tool for Synthetic Bird Behavioural Generation

Auteurs: Mulero-Pérez, D., Ortiz-Perez, D., Benavent-Lledo, M., Garcia-Rodriguez, J., Azorin-Lopez
Publié dans: Bioinspired Systems for Translational Applications: From Robotics to Social Engineering. IWINAC 2024. Lecture Notes in Computer Science, Numéro vol 14675, 2024
Éditeur: Springer, Cham
DOI: 10.1007/978-3-031-61137-7_8

Trajectory Design for RSMA Networks Assisted by AIRS with LSTM and Transformers

Auteurs: Brena Kelly S. Lima, João P. Matos-Carvalho, Rui Dinis, Daniel Benevides Da Costa, Marko Beko, Rodolfo Oliveira
Publié dans: 2024 19th International Symposium on Wireless Communication Systems (ISWCS), 2024
Éditeur: IEEE
DOI: 10.1109/ISWCS61526.2024.10639128

Unlocking the remediation potential of wastederived biochar: Arsenic shuttle between groundwater and environmentally friendly medium

Auteurs: Cojbasic Sanja, Pap Sabolc, Prodanovic Jelena, Radonic Jelena, Dmitrasinovic Sonja, Turk Sekulic Maja
Publié dans: EnviroChem2023, 2023, ISBN 978-86-7132-082-5
Éditeur: Serbian Chemical Society

Two-Tier UAV-based Low Power Wide Area Networks: A Testbed and Experimentation Study

Auteurs: Srdjan Sobot, Milan Lukic, Dusan Bortnik, Vladimir Nikic, Brena Lima, Marko Beko, Dejan Vukobratovic
Publié dans: 2024, ISSN 2159-6972
Éditeur: IEEE Xplore
DOI: 10.1109/CIoT57267.2023.10084912

Optimizing Real-Time Freshness: Deep Joint Source–Channel Coding Based AoI in Wireless Networks

Auteurs: Chathuranga M. Wijerathna Basnayaka, Dushantha Nalin K. Jayakody, Marko Beko
Publié dans: GLOBECOM 2024 - 2024 IEEE Global Communications Conference, 2025
Éditeur: IEEE
DOI: 10.1109/GLOBECOM52923.2024.10901175

Novel Design of Two-Tier Slotted-ALOHA OWC/RF IoT Networks with Adaptive Control

Auteurs: Milica Petkovic, Anna Maria Vegni, Enrique Hernandez Orallo, Pietro Manzoni, Dejan Vukobratovic
Publié dans: 2024 14th International Symposium on Communication Systems, Networks and Digital Signal Processing (CSNDSP), 2024
Éditeur: IEEE
DOI: 10.1109/CSNDSP60683.2024.10636674

Empirical evaluation of multi UAV coverage path planning for aerial surveying

Auteurs: Jamie Wubben, João P. Matos-Carvalho, Dário Pedro, Slavisa Tomic, Carlos T. Calafate
Publié dans: 2024 20th International Conference on Distributed Computing in Smart Systems and the Internet of Things (DCOSS-IoT), 2024
Éditeur: IEEE
DOI: 10.1109/DCOSS-IoT61029.2024.00050

Simulation Scenarios of Red Palm Weevil Dispersion in Corfu, Greece

Auteurs: Evangelos Alvanitopoulos, Ioannis Karydis, Markos Avlonitis
Publié dans: INTERNATIONAL CONFERENCE ON ICT IN AGRICULTURE, FOOD & ENVIRONMENT, Numéro 11th, 2024
Éditeur: MDPI
DOI: 10.3390/PROCEEDINGS2025117017

Convolutional Neural Networks for Autonomous UAV Navigation in GPS-Denied Environments

Auteurs: Ricardo Serras Santos, João P. Matos-Carvalho, Slavisa Tomic, Marko Beko & Carlos T. Calafate
Publié dans: Technological Innovation for Human-Centric Systems, 2024, ISSN 1868-422X
Éditeur: Springer Cham
DOI: 10.1007/978-3-031-63851-0_7

A Performance Evaluation of Lightweight Deep Learning Approaches for Bird Recognition

Auteurs: Dmitrij Teterja, Jose Garcia-Rodriguez, Jorge Azorin-Lopez, Esther Sebastian-Gonzalez, Srdjan Krco, Dejan Drajic & Dejan Vukobratovic
Publié dans: Advances in Computational Intelligence. IWANN 2023. Lecture Notes in Computer Science,, Numéro vol 14134, 2023
Éditeur: Springer, Cham
DOI: 10.1007/978-3-031-43085-5_26

Relay-aided Slotted Aloha for UAV-Assisted Mixed UOWC-RF Systems

Auteurs: Tijana Devaja, Srdjan Sobot, Milica Petkovic, Marko Beko, Dejan Vukobratovic
Publié dans: 2024 14th International Symposium on Communication Systems, Networks and Digital Signal Processing (CSNDSP), 2024
Éditeur: IEEE
DOI: 10.1109/CSNDSP60683.2024.10636546

Deep Learning Models for GNSS-denied Target Navigation

Auteurs: Serras Santos, Ricardo; Carvalho, João Pedro; Calafate, Carlos; Correia, Sergio; Tomic, Slavisa; Beko, Marko; Manzoni, Pietro
Publié dans: Doctoral Conference on Computing, Electrical and Industrial Systems (DoCEIS), Caparica, Portugal, 2-4 July 2025, 2025
Éditeur: Zenodo
DOI: 10.5281/ZENODO.15389726

Lightweight CNNs for Advanced Bird Species Recognition on the Edge

Auteurs: Berenguer-Agullo, A., Rodriguez-Juan, J., Ortiz-Perez, D., Garcia-Rodriguez
Publié dans: Bioinspired Systems for Translational Applications: From Robotics to Social Engineering. IWINAC 2024. Lecture Notes in Computer Science, Numéro vol 14675, 2024
Éditeur: Springer, Cham
DOI: 10.1007/978-3-031-61137-7_10

A Video Mosaicing-Based Method for Chicken Behavior Recognition on Edge Computing Devices

Auteurs: Dmitrij Teterja, Jose Garcia-Rodriguez, Jorge Azorin-Lopez Esther Sebastian- Gonzalez, Daliborka Nedic, Dalibor Lekovic, Petar Knezevic, Dejan Drajic , and Dejan Vukobratovic
Publié dans: Sensors, Numéro 24 (11), 3409, 2024
Éditeur: MDPI
DOI: 10.3390/s24113409

Freshness-in-air: An AoI-inspired UAV-assisted wireless sensor networks

Auteurs: Chathuranga M. Wijerathna Basnayaka, Dushantha Nalin K. Jayakody, Marko Beko
Publié dans: ICT Express, Numéro 10, 2024, ISSN 2405-9595
Éditeur: Elsevier BV
DOI: 10.1016/J.ICTE.2024.06.005

On the performance of the free-access tree algorithm with MPR, SIC, and single-slot memory

Auteurs: Čedomir Stefanović, Marko Beko, Dejan Vukobratović
Publié dans: Ad Hoc Networks, Numéro 156, 2024, ISSN 1570-8705
Éditeur: Elsevier BV
DOI: 10.1016/J.ADHOC.2024.103408

Leveraging Large Language Models for Sensor Data Retrieval

Auteurs: Alberto Berenguer, Adriana Morejón, David Tomás, Jose-Norberto Mazón
Publié dans: 2024, ISSN 2076-3417
Éditeur: MDPI
DOI: 10.3390/app14062506

Freshness-in-air: An AoI-inspired UAV-assisted wireless sensor networks

Auteurs: Chathuranga M. Wijerathna Basnayaka, Dushantha Nalin K. Jayakody, Marko Beko
Publié dans: ICT Express, Numéro 10, 2024, ISSN 2405-9595
Éditeur: Elsevier BV
DOI: 10.1016/j.icte.2024.06.005

Application of machine learning in river water quality management: a review

Auteurs: Cojbasic Sanja, Dmitrasinovic Sonja, Kostic Marija, Turk Sekulic Maja, Radonic Jelena, Dodig Ana, Stojkovic Milan
Publié dans: Water Science and Technology, Numéro 88 (9), 2023, ISSN 1996-9732
Éditeur: IWA Publishing
DOI: 10.2166/wst.2023.331

Freshness-in-air: An AoI-inspired UAV-assisted wireless sensor networks

Auteurs: Chathuranga M. Wijerathna Basnayaka, Dushantha Nalin K. Jayakody, Marko Beko
Publié dans: ICT Express, Numéro 10, 2024, ISSN 2405-9595
Éditeur: Elsevier BV
DOI: 10.1016/J.ICTE.2024.06.005

Performance Analysis of <scp>SIMO</scp>‐<scp>UVLC</scp> System in Mix‐Water Medium

Auteurs: Mohammad Furqan Ali, Dushantha Nalin K. Jayakody
Publié dans: Engineering Reports, Numéro 7, 2024, ISSN 2577-8196
Éditeur: Wiley
DOI: 10.1002/ENG2.13083

Lightweight Digit Recognition in Smart Metering System Using Narrowband Internet of Things and Federated Learning

Auteurs: Vladimir Nikić, Dušan Bortnik, Milan Lukić, Dejan Vukobratović, Ivan Mezei
Publié dans: Future Internet, Numéro 16, 2025, ISSN 1999-5903
Éditeur: MDPI AG
DOI: 10.3390/FI16110402

COMSPLIT: A Communication-Aware Split Learning Design for Heterogeneous IoT Platforms

Auteurs: Vukan Ninkovic, Dejan Vukobratovic, Dragisa Miskovic, Marco Zennaro
Publié dans: IEEE Internet of Things Journal, Numéro 12, 2025, ISSN 2327-4662
Éditeur: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/JIOT.2024.3487246

On Error Probability Analysis of Short-Packet Communications in Massive Internet of Things

Auteurs: Tijana Devaja; Milica Petkovic; Chao Wang; Marko Beko; Dejan Vukobratovic
Publié dans: IEEE Access, Numéro 12, 2024, ISSN 2169-3536
Éditeur: IEEE
DOI: 10.1109/ACCESS.2024.3394542

Dataset of dendrometer and environmental parameter measurements of two different species of the group of genera known as eucalypts in South Africa and Portugal

Auteurs: Christopher Stefan Erasmus, Marthinus Johannes Booysen, David Drew
Publié dans: Data in Brief, Numéro 57, 2025, ISSN 2352-3409
Éditeur: Elsevier BV
DOI: 10.1016/J.DIB.2024.111035

Evaluation of Machine Learning Algorithms for NB-IoT Module Energy Consumption Estimation Based on Radio Channel Quality

Auteurs: Dusan Bortnik, Vladimir Nikic, Srdjan Sobot, Dejan Vukobratovic, Ivan Mezei, Milan Lukic
Publié dans: IEEE Access, Numéro 13, 2025, ISSN 2169-3536
Éditeur: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/ACCESS.2024.3523864

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