Smart, digitalized components and systems for data-based Agriculture and Forestry

Project Information

AGRARSENSE

Grant agreement ID: 101095835

DOI

10.3030/101095835

EC signature date 27 November 2022

Start date 1 January 2023

End date 31 December 2025

Funded under

• Digital, Industry and Space

Total cost

€ 50 723 993,25

EU contribution

€ 14 276 023,41

Coordinated by

KOMATSU FOREST AB
Sweden

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Deliverables

Websites, patent fillings, videos etc. (8)

Video interim demonstration of UC4
Project Website
Interim demonstration of UC6
Interim demonstration of UC3
Interim demonstration of UC7
Interim demonstration of UC2
Video interim demonstration of UC5
Interim demonstration of control room in UC1

Documents, reports (2)

Testing guidelines
Plan for dissemination activities, including communication activities

Plan for dissemination, including communication activities

Publications

Thesis and dissertations (7)

5G and cybersecurity

Author(s): J Vanhatapio
Published in: 2024
Publisher: LUAS

Fabrication and Characterization of N-doped CVD graphene-based gas sensors for NO2 gas sensing applications

Author(s): Bram Kool
Published in: 2025
Publisher: Delft University of Technology
DOI: 10.1016/J.MSEB.2024.117254

Readout System For Graphene-Based Gas Sensor Array

Author(s): T J Abels et al
Published in: 2024
Publisher: TU Delft

Supplementary Material for Leveraging Large Language Models for Cybersecurity Risk Assessment in Cyber-Physical Systems: A Case Study in Forestry Automation

Author(s): Gultekin, Fikret Mert et al
Published in: 2024
Publisher: Chalmers University of Technology

Utilizing satellite technology in 5G network development.

Author(s): Tommi Uusitalo
Published in: 2024
Publisher: LUAS

APPLICATION OF RADAR SENSING IN KOVILTA OY SENSOR FRAMEWORK

Author(s): Kalle Paasio
Published in: 2022
Publisher: Tampere University

Remote 5G system design and setup

Author(s): Ville Pesola
Published in: 2024
Publisher: LUAS

Other (4)

Cybersecurity Pathways Towards CE-Certified Autonomous Forestry Machines

Author(s): Mohamad, Mazen; Avula, Ramana Reddy; Folkesson, Peter; Kleberger, Pierre; Mirzai, Aria; Skoglund, Martin; Damschen, Marvin
Published in: arXiv, 2024
Publisher: Cornell University
DOI: 10.48550/arXiv.2404.19643

LAIr: an R package to estimate LAI from Normalized Difference Vegetation Index

Author(s): Bajocco, Sofia
Published in: SoftwareX, 2024
Publisher: Science Direct
DOI: 10.1016/j.softx.2024.101776

Using Depth-Enhanced Segmentation in Forestry: A Practical Approach to Cost Saving, Preservation and Accuracy

Author(s): Krzysztof Wolk
Published in: 2025
Publisher: DAC.digital
DOI: 10.5281/zenodo.14698648

Il Progetto AGRARSENSE

Author(s): A M de Girolamo et al
Published in: Notiziario, 2024
Publisher: CNR IRSA

Conference proceedings (12)

Enabling Scalable Smart Vertical Farming with IoT and Machine Learning Technologies

Author(s): Csaba Hegedűs, Attila Frankó, Pál Varga, Stefan Gindl, Markus Tauber
Published in: NOMS 2023-2023 IEEE/IFIP Network Operations and Management Symposium, 2023
Publisher: IEEE
DOI: 10.1109/NOMS56928.2023.10154269

Wafer-scale transfer-free multi-layer graphene process for MEMS sensors

Author(s): S. Vollebregt
Published in: MNE 2025 Conference, 2025
Publisher: iMNES

Enabling Scalable Smart Vertical Farming with IoT and Machine Learning Technologies

Author(s): Stefan Gindl; Markus Tauber
Published in: NOMS 2023-2023 IEEE/IFIP Network Operations and Management Symposium, Miami, FL, USA, 2023, pp. 1-4, 2023, ISSN 2374-9709
Publisher: IEEE
DOI: 10.1109/NOMS56928.2023.10154269

Influence of 3D Printed Overlay Infill Patterns on Miniaturized ESPAR Antenna Performance

Author(s): Luiza Leszkowska, Mateusz Rzymowski, Krzysztof Nyka, Łukasz Kulas
Published in: 2024 25th International Microwave and Radar Conference (MIKON), 2024
Publisher: IEEE
DOI: 10.23919/MIKON60251.2024.10633919

Harvesting Innovation: Analysis of Decentralized MAPE-K Loops in Cyber-Physical Production Systems

Author(s): Michael Boch, Christian Hirsch, Yukari Susaki, Stefan Gindl, Markus Tauber
Published in: NOMS 2024-2024 IEEE Network Operations and Management Symposium, 2024
Publisher: IEEE
DOI: 10.1109/NOMS59830.2024.10575604

Autonomous Robot for Efficient Indoor RF Measurements

Author(s): Aleksander Krupa, Bartosz Multan, Mateusz Groth, Krzysztof Nyka, Lukasz Kulas
Published in: 2024 25th International Microwave and Radar Conference (MIKON), 2024
Publisher: IEEE
DOI: 10.23919/MIKON60251.2024.10633929

Highly Sensitive NO₂ Gas Sensors by Spark Ablation on CVD Graphene

Author(s): Mudassir Husain, Leandro N. Sacco, Nigel Rising, Elias Torres, Sten Vollebregt
Published in: 2025 23rd International Conference on Solid-State Sensors, Actuators and Microsystems (Transducers), 2025
Publisher: IEEE
DOI: 10.1109/TRANSDUCERS61432.2025.11109858

Eco-Friendly Functionalization of Graphene via Spark Ablation for Enhanced NO2 Gas Sensing Applications

Author(s): M. Husain et al
Published in: MNE 2025 Conference, 2025
Publisher: iMNES

SAFE-COLOR: Safety-Critical Object Detection Benchmarks for Color Fidelity in Simulations

Author(s): Marvin Damschen et al
Published in: 36th IEEE Intelligent Vehicles Symposium, 2025
Publisher: IEEE (Institute of Electrical and Electronics Engineers)
DOI: 10.5281/ZENODO.14864429

Treated wastewater: environmental pressure or water and nutrient resource?

Author(s): De Girolamo, Anna Maria
Published in: 2024
Publisher: Zenodo
DOI: 10.5281/zenodo.14217218

Data Transmission of a ROS-based Autonomous Vehicle over a Private 5G Network

Author(s): T Uusitalo et al
Published in: 2025
Publisher: MIPRO 2025

The Impact of Outgassing of Molding Compound on Graphene for Gas Sensing

Author(s): Tiance An, Mudassir Husain, Sten Vollebregt
Published in: 2024 IEEE SENSORS, 2024
Publisher: IEEE
DOI: 10.1109/SENSORS60989.2024.10784763

Peer reviewed articles (10)

Playing a crop simulation model using symbols and sounds: the ‘<i>mandala</i>’

Author(s): Simone Bregaglio, Giulia Carriero, Roberta Calone, Maddalena Romano, Sofia Bajocco
Published in: in silico Plants, Issue 6, 2023, ISSN 2517-5025
Publisher: Oxford University Press (OUP)
DOI: 10.1093/insilicoplants/diad023

The octoPus: An open-source software for supporting farmers in the control of grapevine downy mildew

Author(s): Simone Bregaglio, Eleonora Del Cavallo, Lorenzo Ascari, Eugenio Rossi
Published in: SoftwareX, Issue 30, 2025, ISSN 2352-7110
Publisher: Elsevier BV
DOI: 10.1016/J.SOFTX.2025.102085

Beyond Code Generation: An Observational Study of ChatGPT Usage in Software Engineering Practice

Author(s): Khojah, Ranim; Mohamad, Mazen; Leitner, Philipp; de Oliveira Neto, Francisco Gomes
Published in: Proceedings of the ACM on Software Engineering, 2024, ISSN 2994-970X
Publisher: ACM Journals
DOI: 10.1145/3660788

WayWise: A rapid prototyping library for connected, autonomous vehicles

Author(s): Marvin Damschen, Rickard Häll, Aria Mirzai
Published in: Software Impacts, Issue 21, 2024, ISSN 2665-9638
Publisher: Elsevier BV
DOI: 10.1016/j.simpa.2024.100682

A literature-based dataset on volatile organic compound (VOC) emissions from multiple grapevine varieties during berry ripening

Author(s): Giulia Carriero, Maria Roberta Bruno, Roberta Calone, Simone Bregaglio
Published in: Data in Brief, Issue 62, 2025, ISSN 2352-3409
Publisher: Elsevier BV
DOI: 10.1016/J.DIB.2025.111990

Analysing the Potential of Chatgpt to Support Plant Disease Risk Forecasting Systems

Author(s): Calone, Roberta; Raparelli, Elisabetta; Bajocco, Sofia; Rossi, Eugenio; Crecco, Lorenzo; Morelli, Danilo; Bassi, Chiara; Tiso, Rocchina; Bugiani, Riccardo; Pietrangeli, Fabio; Cattaneo, Giovanna; Nigro, Camilla; Gerardi, Marco Secondo; Bussotti, Simone; S
Published in: Agricultural Smart Technology, 2025, ISSN 2772-3755
Publisher: Elsevier
DOI: 10.1016/J.ATECH.2025.100824HTTPS://DOI.ORG/10.1016/J.ATECH.2025.100824

Suspended Sediment Transport in Mediterranean Streams: Monitoring and Load Estimation

Author(s): Annamaria DeGirolamo, Antonio Lo Porto
Published in: Water, Issue 15, 2023, ISSN 2073-4441
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/w15152715

Enhancing Semantic Forestry Segmentation Through Advanced Preprocessing With ML Models

Author(s): Krzysztof Wołk, Jacek Niklewski, MichaŁ KOPCZYŃSKI, Marek S. Tatara, Oleg Żero
Published in: IEEE Access, Issue 13, 2025, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/ACCESS.2025.3575713

Water status assessment in grapevines using plant electrophysiology

Author(s): Amanda Cattani, Léo De Riedmatten, Julien Roulet, Tara Smit-Sadki, Esteban Alfonso, Andrzej Kurenda, Moritz Graeff, Eric Remolif, Markus Rienth
Published in: OENO One, Issue 58, 2024, ISSN 2494-1271
Publisher: Universite de Bordeaux
DOI: 10.20870/oeno-one.2024.58.4.8209

Data in Brief

Author(s): Lorenzo Crecco; Danilo Morelli; Elisabetta Raparelli; Mara Di Giulio; Sofia Bajocco
Published in: Data in Brief, 2025, ISSN 2352-3409
Publisher: Elsevier
DOI: 10.1016/J.DIB.2025.111615