Innovations and Capacity building in Agricultural Environmental and Rural Uav Services

Risultati finali

Data Analytics Optimisation, Expansion & Scale-up Report (A)

Initial report (A, M24) and update (B, M46) on the selected models and algorithms of T2.2 to be optimised, further developed and adapted to better meet the needs of end-users, and on the expansion of the ICAERUS Drone Data Analytics Library (T2.3).To be updated on M46

Report on Socio-economic and Environmental Impact (A)

Initial report (A, M16) and updates (B, M30 and C, M46) on socio-economic assessment, assessing the factors influencing the decision to adopt drone technologies and exploring their economic benefits, together with their environmental assessment of multi-purpose drone use (T3.3).To be updated on M30, M46

Syllabus and Certification Criteria

A report on the syllabus to be used for the development of the online training course and the certification criteria established in T4.1.

Use Case Plan (A)

Initial plan (A, M6) and updated document (B, M34) on the development of five (5) defined ICAERUS UCs according to T3.1. To be updated on M16, M34

Plan for dissemination & exploitation including communication activities (A)

Initial plan (A, M12) presenting the dissemination, exploitation and communication plan and updated documents and updated documents (B, M24 and C, M46) presenting the results of their implementation according to T5.1 and T5.2.To be updated on M24, M46

Use Case Plan (B, update)

Initial plan (A, M6) and updated document (B, M34) on the development of five (5) defined ICAERUS UCs according to T3.1. Update: M34

Inclusive Business & Governance Models Report (A)

Initial version (A, M24) including the overview of the governance and business models and updated versions (B, M46) with the developed and updated models after the feedback from the UCs (T5.6).To be updated on M46

Open Call Plan & Monitoring Report (B, update)

Original plan for launching and monitoring the open calls (A, M9) and updated documents (B, M35; C, M44) with the results of the Open Calls taking into account T5.3, T5.4 and T5.5.Update: M35 - To be updated on M44

European Landscape of Drone Innovations and Technologies (A)

Initial reporting (A, M10) and update (B, M42) on the T1.1 work on the bottom-up analysis of end-user needs and interests and the top-down analysis of the products, services and needs of the various innovators and technology providers, together with the T1.2 work on mapping the landscape of drone technologies.To be updated on M42

Plan for dissemination & exploitation including communication activities (B, update)

Initial plan (A, M12) presenting the dissemination, exploitation and communication plan and updated documents and updated documents (B, M24 and C, M46) presenting the results of their implementation according to T5.1 and T5.2.Update: M24 - To be updated on M46

Onsite Learning & Value-added Services Report (A)

Initial report (A, M34) and update (B, M46) on the onsite learning that will take place during the demonstration activities (T4.3) and on the value-added services envisaged for the application of the business and governance models (T4.4).Update: M46

Platform Design & System Requirements

A report on the design specifications of the ICAERUS Platform established in T6.1.

Demonstration & End-user Evaluation (A)

Original report (A, M34) and update (B, M46) on the demonstration activities presenting the results of the UCs and their evaluation in the context of T3.4 and in accordance with the experimental and evaluation protocols established in T3.2.To be updated on M46

Results of Coordination with Relevant Projects (B, update)

Initial report (A, M9) and updated documents (B, M24; C, M40) of the cooperation and collaboration meetings to be held under T7.5, with details of implementation and outcomes.Update: M24 - To be updated on M40

Comparative Analysis and Needs Report (A)

Initial reporting (A, M16) and update (B, M46) on the comparative analysis carried out in T1.3, comparing the needs of stakeholders with the technologies currently available on the market. To be updated on M46

Results of Coordination with Relevant Projects (A)

Initial report (A, M18) and updated documents (B, M24; C, M40) of the cooperation and collaboration meetings to be held under T7.5, with details of implementation and outcomes.To be updated on M24, M40

Open Call Plan & Monitoring Report (A)

Original plan for launching and monitoring the open calls (A, M9) and updated documents (B, M35; C, M44) with the results of the Open Calls taking into account T5.3, T5.4 and T5.5.To be updated on M35, M44

Report on Socio-economic and Environmental Impact (B, update)

Initial report (A, M16) and updates (B, M30 and C, M46) on socio-economic assessment, assessing the factors influencing the decision to adopt drone technologies and exploring their economic benefits, together with their environmental assessment of multi-purpose drone use (T3.3).Update: M30 - To be updated on M46

Drone Standards, Regulations and Risks (A)

Initial reporting (A, M12) and update (B, M46) summarising and assessing the impact of existing and potential regulatory measures to mitigate the risks of drones and ensure their economic viability and social acceptability as directed in T1.4.To be updated on M46

Performance Evaluation Report (A)

Initial report (A, M24) and update (B, M46) describing the experiments to be performed, their parameters and results and the methodology for evaluating the results in accordance with the Use Case Plan and the experimental and evaluation protocols specified in T3.2.To be updated on M46

ICAERUS Drone Data Analytics Library (B, update)

Initial repository launch (A, M9) and updates (B, M30 and C, M46) of well-established and emerging drone data analytics models and algorithms according to the recorded needs in the five Use Cases, as identified and assessed in T2.1.Update: M30 - To be updated on M46

ICAERUS Drone Data Analytics Library (A)

Initial repository launch (A, M9) and updates (B, M30 and C, M46) of well-established and emerging drone data analytics models and algorithms according to the recorded needs in the five Use Cases, as identified and assessed in T2.1. To be updated on M30, M46

Online Training Course (A)

A free, open-access online training course with free access to asynchronous learning material developed in T4.2 will go live (A, M24) and refinements (B, M46). To be updated on M46

Pubblicazioni

IDEA: Image database for earthquake damage annotation

Autori: Ilaria Senaldi, Chiara Casarotti, Martina Mandirola, Alessio Cantoni
Pubblicato in: Data in Brief, Numero 61, 2025, ISSN 2352-3409
Editore: Elsevier BV
DOI: 10.1016/J.DIB.2025.111733

Effect of spraying drone flight parameters on vineyard canopy coverage and droplet deposition

Autori: Vasilis Psiroukis, Aikaterini Kasimati, Konstantinos Nychas, Konstantinos Dagres, George Papadopoulos, Evangelos Anastasiou, Spyros Fountas
Pubblicato in: Smart Agricultural Technology, Numero 13, 2026, ISSN 2772-3755
Editore: Elsevier BV
DOI: 10.1016/J.ATECH.2025.101730

Unmanned aerial system plant protection products spraying performance evaluation on a vineyard

Autori: Alberto Sassu, Vasilis Psiroukis, Francesco Bettucci, Luca Ghiani, Spyros Fountas, Filippo Gambella
Pubblicato in: Precision Agriculture, Numero 25, 2024, ISSN 1385-2256
Editore: Springer Science and Business Media LLC
DOI: 10.1007/S11119-024-10155-8

IEEE Access

Autori: Jurrian Doornbos, Kwabena Bennin, Onder Babur, Joao Valente
Pubblicato in: IEEE Access, Numero 12, 2024, ISSN 2169-3536
Editore: IEEE
DOI: 10.1109/ACCESS.2024.3364676

Evaluating Generalization of Methods for Artificially Generating NDVI from UAV RGB Imagery in Vineyards

Autori: Jurrian Doornbos, Önder Babur, João Valente
Pubblicato in: Remote Sensing, Numero 17, 2025, ISSN 2072-4292
Editore: MDPI AG
DOI: 10.3390/RS17030512

Drone-borne ground-penetrating radar reveals spatiotemporal moisture dynamics in peatland root zones

Autori: Maud Henrion, Yanfei Li, Kaijun Wu, François Jonard, Sophie Opfergelt, Veerle Vanacker, Kristof Van Oost, Sébastien Lambot
Pubblicato in: Science of Remote Sensing, Numero 12, 2025, ISSN 2666-0172
Editore: Elsevier BV
DOI: 10.1016/J.SRS.2025.100311

msuav500k: Foundational dataset for multispectral and RGB uncrewed aerial vehicle imagery

Autori: Jurrian Doornbos, Önder Babur
Pubblicato in: Data in Brief, Numero 63, 2025, ISSN 2352-3409
Editore: Elsevier BV
DOI: 10.1016/J.DIB.2025.112128

Automated drone-borne GPR mapping of root-zone soil moisture for precision irrigation

Autori: Kaijun Wu, Jean Artois, Denis Tourneur, Merlin Mareschal, Maud Henrion, Sashini Pathirana, Lakshman Galagedara, Quentin Limbourg, Sébastien Lambot
Pubblicato in: Remote Sensing of Environment, Numero 333, 2026, ISSN 0034-4257
Editore: Elsevier BV
DOI: 10.1016/J.RSE.2025.115110

Ending Overfitting for UAV Applications - Self-Supervised Pretraining on Multispectral UAV Data

Autori: Jurrian Doornbos, Önder Babur
Pubblicato in: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Numero X-2/W2-2025, 2025, ISSN 2194-9050
Editore: Copernicus GmbH
DOI: 10.5194/ISPRS-ANNALS-X-2-W2-2025-31-2025

Comparison of spray drift between spraying drone and conventional airblast sprayer in vineyards

Autori: Vasilis Psiroukis, Aikaterini Kasimati, Konstantinos Nychas, Evangelos Anastasiou, Athanasios Balafoutis, Spyros Fountas
Pubblicato in: Smart Agricultural Technology, Numero 13, 2026, ISSN 2772-3755
Editore: Elsevier BV
DOI: 10.1016/J.ATECH.2025.101741

How to Count Sheep Without Falling Asleep: Turning AI and Drone Proofs of Concept into Practical Tools for Sheep Farmers

Autori: Adrien Lebreton, Louise Helary
Pubblicato in: Animal Science Cases, 2026, ISSN 3006-6387
Editore: CABI Publishing
DOI: 10.1079/ANIMALSCIENCECASES.2026.0001

Drone-Enabled Non-Invasive Ultrasound Method for Rodent Deterrence

Autori: Marija Ratković, Vasilije Kovačević, Matija Marijan, Maksim Kostadinov, Tatjana Miljković, Miloš Bjelić
Pubblicato in: Drones, Numero 10, 2026, ISSN 2504-446X
Editore: MDPI AG
DOI: 10.3390/DRONES10020084

Counting Sheep with Drones: A Feasible AI Solution for Outdoor-Based Farming

Autori: A. Lebreton, E. Nicolas, T. Dechaux, L. Helary
Pubblicato in: EEAP Conference on Artificial Intelligence 4 Animal Science, 2025
Editore: European Federation of Animal Science

Fostering UAS Innovations in Sustainable Agriculture and Rural Development in Europe: Assessing the Role of Diversified Stakeholders in the Network

Autori: Viara Bojkova, Jurrian Doornbos, João Valente, Aikaterini Kasimati, Stratos Arampatzis
Pubblicato in: 2024 International Conference on Unmanned Aircraft Systems (ICUAS), 2024
Editore: IEEE
DOI: 10.1109/ICUAS60882.2024.10557074

Animal counting in outdoors systems based on drones and Computer Vision: from a review to the presentation of a new framework

Autori: L. Helary, A. Lebreton, E. Nicolas1, T. Dechaux
Pubblicato in: Book of Abstracts of the 75th Annual Meeting of the European Federation of Animal Science, Numero 34, 2024
Editore: European Federation of Animal Science

Features from Multispectral Drone Data: Curating, training and distributing Transformers for all

Autori: Jurrian Doornbos, Önder Babur
Pubblicato in: 2025
Editore: Copernicus GmbH
DOI: 10.5194/EGUSPHERE-EGU25-1534

UAV-Driven Ecosystems for Sustainable Livestock Management in Rural France: A Case Study

Autori: Despoina Filiou, Adrien Lebreton, Viara Bojkova, Aikaterini Kasimati, Nicolas Estelle, Kristen Reid, Jie Deng , Giacomo Carli, Stratos Arampatzis
Pubblicato in: R&D Management Conference, 2024
Editore: RADMA – Research and Development Management Association, in collaboration with KTH Royal Institute of Technology

Deliberate image chipping for free uncrewed aerial vehicles image deep learning generalization

Autori: Jurrian Doornbos, Louise Helary, Onder Babur, Joao Valente
Pubblicato in: Agricultural Engineering challenges in exisƟng and new agroecosystems, 2025
Editore: Hellenic Society of Agricultural Engineers

Unmanned aerial systems applications in orchards and vineyards

Autori: Kasimati, A., Lomis, A., Psiroukis, V., Darra, N., Koutsiaras, M. G., Papadopoulos, G., & Fountas, S.
Pubblicato in: Unmanned Aerial Systems in Agriculture: Eyes Above Fields, 2023, ISBN 978-0-323-91940-1
Editore: Elsevier/ Academic Press
DOI: 10.1016/B978-0-323-91940-1.00005-0

Unmanned aerial vehicles applications in vegetables and arable crops

Autori: Psiroukis, V., Papadopoulos, G., Darra, N., Koutsiaras, M. G., Lomis, A., Kasimati, A., & Fountas, S.
Pubblicato in: Unmanned Aerial Systems in Agriculture, 2023, ISBN 978-0-323-91940-1
Editore: Elsevier/ Academic Press
DOI: 10.1016/B978-0-323-91940-1.00004-9

Risultati dei progetti

Risultati finali

Pubblicazioni

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