AI4SoilHealth: Accelerating collection and use of soil health information using AI technology to support the Soil Deal for Europe and EU Soil Observatory

Informations projet

AI4SoilHealth

N° de convention de subvention: 101086179

DOI

10.3030/101086179

Date de signature de la CE 21 Novembre 2022

Date de début 1 Janvier 2023

Date de fin 31 Decembre 2026

Financé au titre de

• Food, Bioeconomy Natural Resources, Agriculture and Environment

Coût total

€ 9 960 358,50

Contribution de l’UE

€ 9 960 357,50

Coordonné par

AARHUS UNIVERSITET
Denmark

CORDIS fournit des liens vers les livrables publics et les publications des projets HORIZON.

Les liens vers les livrables et les publications des projets du 7e PC, ainsi que les liens vers certains types de résultats spécifiques tels que les jeux de données et les logiciels, sont récupérés dynamiquement sur OpenAIRE .

Livrables

Documents, reports (3)

Stakeholders analysis and mapping (policy perspective)

D2.2: Stakeholders analysis and mapping (SAS, M12). Tasks: 2.2, 4.1, 5.1, 6.2, 7.1, 7.3;

Indicator selection framework with protocol v1

D3.1 Indicator selection framework with protocol, 2 versions (ABD, M16). Task: 3.1, 3.2, 3.3;

Policy brief: priority areas and data needs for EU soil monitoring

D2.1: Policy brief: priority areas and data needs for EU soil monitoring and information systems (ISIN, M12). Tasks: 2.1, 3.1;

Other (1)

Multi-actor facilitation training delivered to pilot co-ordinators

D6.2: Multi-actor facilitation training delivered to pilot co-ordinators (SAS, M4). Task: 6.1;

Demonstrators, pilots, prototypes (1)

Establishment of multi actor engagement pilots

D6.1: Establishment of multi actor engagement pilots (SAS, M6). Task: 2.2, 6.1, 7.1;

Data sets, microdata, etc (1)

Soil Health Data Cube v1

D5.2: Soil Health Data Cube, 1st version (OGH, M18). Task: 3.3, 5.1, 5.2, 5.3;

Publications

Peer reviewed articles (38)

Spatial Prediction of Organic Matter Quality in German Agricultural Topsoils

Auteurs: Ali Sakhaee; Thomas Scholten; Ruhollah Taghizadeh-Mehrjardi; Mareike Ließ; Axel Don
Publié dans: Agriculture, 2024, ISSN 2077-0472
Éditeur: MDPI
DOI: 10.3390/AGRICULTURE14081298

An Open Framework for Downscaling Soil Carbon and Clay Maps Using Sensor Data: Five Case Studies Across Diverse European Landscapes

Auteurs: Lucas Carvalho Gomes, Anders Bjørn Møller, Triven Koganti, Suzanne Higgins, Gareth Ridgway, Natasha Crumlish, Renaldas Žydelis, Jonas Volungevičius, Ardas Kavaliauskas, Fenny van Egmond, Henk Kramer, Kees Teuling, İsmail Çinkaya, Mogens H. Greve
Publié dans: European Journal of Soil Science, Numéro 76, 2025, ISSN 1351-0754
Éditeur: Wiley
DOI: 10.1111/EJSS.70132

A unifying modelling of multiple land degradation pathways in Europe

Auteurs: Remus Prăvălie, Pasquale Borrelli, Panos Panagos, Cristiano Ballabio, Emanuele Lugato, Adrian Chappell, Gonzalo Miguez-Macho, Federico Maggi, Jian Peng, Mihai Niculiță, Bogdan Roșca, Cristian Patriche, Monica Dumitrașcu, Georgeta Bandoc, Ion-Andrei Nita,
Publié dans: Nature Communications, 2024, ISSN 2041-1723
Éditeur: Nature Portfolio
DOI: 10.1038/s41467-024-48252-x

Spatiotemporal prediction of soil organic carbon density for Europe (2000--2022) in 3D+T based on Landsat-based spectral indices time-series

Auteurs: Xuemeng Tian; Sytze de Bruin; Rolf Simoes; Mustafa Serkan Isik; Robert Minarik; Yu-Feng Ho; Murat Şahin; Martin Herold; Davide Consoli; Tomislav Hengl
Publié dans: Research Square, 2024, ISSN 2693-5015
Éditeur: Research Square Company
DOI: 10.21203/RS.3.RS-5128244/V1

Open Soil Spectral Library (OSSL): Building reproducible soil calibration models through open development and community engagement

Auteurs: José L. Safanelli, Tomislav Hengl, Leandro L. Parente, Robert Minarik, Dellena E. Bloom, Katherine Todd-Brown, Asa Gholizadeh, Wanderson de Sousa Mendes, Jonathan Sanderman
Publié dans: PLOS ONE, Numéro 20, 2025, ISSN 1932-6203
Éditeur: Public Library of Science (PLoS)
DOI: 10.1371/JOURNAL.PONE.0296545

Sustainability

Auteurs: Tatiana Ermolieva; Petr Havlik; Andrey Lessa-Derci-Augustynczik; Stefan Frank; Juraj Balkovic; Rastislav Skalsky; Andre Deppermann; Mahdi (Andrè) Nakhavali; Nadejda Komendantova; Taher Kahil; Gang Wang; Christian Folberth; Pavel S. Knopov
Publié dans: Sustainability, 2024, ISSN 2071-1050
Éditeur: MDPI
DOI: 10.3390/SU16166849

Advancing nature‐based solutions through enhanced soil health monitoring in the United Kingdom

Auteurs: Giuliani, LM; Warner, E; Campbell, GA; Lynch, J; Smith, AC; Smith, P
Publié dans: Soil Use and Management, 2024, ISSN 1475-2743
Éditeur: British Society of Soil Science
DOI: 10.1111/SUM.13164

Soil bulk density and porosity connecting macro- and micro-scales through geometry.

Auteurs: D.A. Robinson, S.P. Friedman, A. Thomas, D. Hirmas, P.L. Sullivan, A. Nemes
Publié dans: Earth-Science Reviews, Numéro 268, 2025, ISSN 0012-8252
Éditeur: Elsevier BV
DOI: 10.1016/J.EARSCIREV.2025.105173

The effects of land use on soil carbon stocks in the UK

Auteurs: Levy, Peter; Bentley, Laura; Danks, Peter; Emmett, Bridget; Garbutt, Angus; Heming, Stephen; Henrys, Peter; Keith, Aidan; Lebron, Inma; McNamara, Niall; Pywell, Richard; Redhead, John; Robinson, David; Wickenden, Alexander
Publié dans: Biogeosciences, 2024, ISSN 1726-4189
Éditeur: EGU
DOI: 10.5194/BG-21-4301-2024

Light Use Efficiency (LUE) based bimonthly Gross Primary Productivity (GPP) for global grasslands at 30 m spatial resolution (2000-2022)

Auteurs: Mustafa Serkan Isik; Leandro Parente; Davide Consoli; Lindsey Sloat; Vinicius Mesquita; Laerte Guimaraes Ferreira; Simone Sabbatini; Radost Stanimirova; Nathália Teles; Nathaniel Robinson; Ciniro Costa Junior; Tomislav Hengl
Publié dans: Research Square, 2024, ISSN 2693-5015
Éditeur: Research Square Company
DOI: 10.21203/RS.3.RS-5587863/V1

Soil bulk density assessment in Europe

Auteurs: Panos Panagos, Daniele De Rosa, Leonidas Liakos, Maeva Labouyrie, Pasquale Borrelli, Cristiano Ballabio
Publié dans: Agriculture, Ecosystems & Environment, 2024, ISSN 1873-2305
Éditeur: Elsevier
DOI: 10.1016/j.agee.2024.108907

Towards a better understanding of pathways of multiple co-occurring erosion processes on global cropland

Auteurs: Pasquale Borrelli, Christine Alewell, Jae E Yang, Nejc Bezak, Yixian Chen, Ayele Almaw Fenta, Arthur Nicolaus Fendrich, Surya Gupta, Francis Matthews, Sirio Modugno, Nigussie Haregeweyn, David A Robinson, Florence Tan, Matthias Vanmaercke, Gert Verstraete
Publié dans: International Soil and Water Conservation Research, 2023, ISSN 2095-6339
Éditeur: KeAi Communications Co. Ltd.
DOI: 10.1016/j.iswcr.2023.07.008

A systematic benchmarking framework for future assessments of soil health: An example from Denmark

Auteurs: Gutierrez, S., M.H. Greve, A.B. Møller, A. Beucher, E. Arthur, L. W. de Jonge, S. Normand, and L.C. Gomes
Publié dans: Journal of Environmental Management, 2024, ISSN 1095-8630
Éditeur: Elsevier
DOI: 10.1016/j.jenvman.2024.121882

Physics‐Informed Neural Networks for Estimating a Continuous Form of the Soil Water Retention Curve From Basic Soil Properties

Auteurs: Sarem Norouzi, Charles Pesch, Emmanuel Arthur, Trine Norgaard, Per Moldrup, Mogens H. Greve, Amélie M. Beucher, Morteza Sadeghi, Marzieh Zaresourmanabad, Markus Tuller, Bo V. Iversen, Lis W. de Jonge
Publié dans: Water Resources Research, Numéro 61, 2025, ISSN 0043-1397
Éditeur: American Geophysical Union (AGU)
DOI: 10.1029/2024WR038149

Dynamic assessment of rainfall erosivity in Europe: evaluation of EURADCLIM ground-radar data

Auteurs: Francis Matthews; Pasquale Borrelli; Panos Panagos; Nejc Bezak
Publié dans: Hydrology and Earthy System Sciences, 2025, ISSN 1607-7938
Éditeur: EGU
DOI: 10.5194/HESS-2024-402

Remaining Loyal to Our Soil: A Prospective Integrated Assessment of Soil Erosion on Global Food Security

Auteurs: Martina Sartori, Emanuele Ferrari, Robert M'Barek, George Philippidis, Kirsten Boysen-Urban, Pasquale Borrelli, Luca Montanarella, Panos Panagos
Publié dans: Ecological Economics, 2024, ISSN 1873-6106
Éditeur: Elsevier
DOI: 10.1016/j.ecolecon.2023.108103

Time-series of Landsat-based spectral indices for continental Europe for 2000--2022 to support soil health monitoring

Auteurs: Xuemeng Tian; Tom Hengl; Davide Consoli; Florian Schneider; Leandro Parente; Murat Şahin; Robert Minařík; Yu-Feng Ho
Publié dans: Research Square, 2024, ISSN 2693-5015
Éditeur: Research Square Company
DOI: 10.21203/RS.3.RS-4251113/V1

Benchmarking soil organic carbon (SOC) concentration provides more robust soil health assessment than the SOC/clay ratio at European scale

Auteurs: Christopher J. Feeney, Laura Bentley, Daniele De Rosa, Panos Panagos, Bridget A. Emmett, Amy Thomas, David A. Robinson
Publié dans: Science of The Total Environment, 2024, ISSN 1879-1026
Éditeur: Elsevier B.V.
DOI: 10.1016/j.scitotenv.2024.175642

The dynamics of soil health

Auteurs: Thomas Gumbricht, Sonia Meller
Publié dans: Open Access Government, Numéro 44, 2024, ISSN 2516-3817
Éditeur: Adjacent Digital Politics Ltd
DOI: 10.56367/OAG-044-11173

An advanced global soil erodibility (K) assessment including the effects of saturated hydraulic conductivity

Auteurs: Surya Gupta, Pasquale Borrelli, Panos Panagos, Christine Alewell
Publié dans: Science of The Total Environment, 2024, ISSN 1879-1026
Éditeur: Elsevier
DOI: 10.1016/j.scitotenv.2023.168249

Temperate Soils Exposed to Drought—Key Processes, Impacts, Indicators, and Unknowns

Auteurs: Reinsch, Sabine; Robinson, David A.; van Soest, Maud A.J.; Keith, Aidan M.; Parry, Simon; Tye, Andrew M.
Publié dans: Land, 2024, ISSN 2073-445X
Éditeur: MDPI
DOI: 10.3390/LAND13111759

Proceedings of the National Academy of Sciences of the United States of America

Auteurs: Amirhossein Hassani; Pete Smith; Nima Shokri
Publié dans: PNAS, 2024, ISSN 0027-8424
Éditeur: PNAS
DOI: 10.1073/pnas.2317332121

Four approaches to setting soil health targets and thresholds in agricultural soils

Auteurs: Amanda Matson, Maria Fantappiè, Grant A. Campbell, Jorge F. Miranda-Vélez, Jack H. Faber, Lucas Carvalho Gomes, Rudi Hessel, Marcos Lana, Stefano Mocali, Pete Smith, David A. Robinson, Antonio Bispo, Fenny van Egmond, Saskia Keesstra, Nicolas P.A. Saby, Bozena Smreczak, Claire Froger, Azamat Suleymanov, Claire Chenu
Publié dans: Journal of Environmental Management, Numéro 371, 2025, ISSN 0301-4797
Éditeur: Elsevier BV
DOI: 10.1016/J.JENVMAN.2024.123141

Five decades' experience of long‐term soil monitoring, and key design principles, to assist the <scp>EU</scp> soil health mission

Auteurs: Robinson, David A.; Bentley, Laura; Jones, Laurence; Feeney, Chris; Garbutt, Angus; Tandy, Susan; Robinson, Inma; Thomas, Amy; Reinsch, Sabine; Norton, Lisa; Maskell, Lindsay; Wood, Claire; Henrys, Pete; Jarvis, Susan; Smart, Simon; Keith, Aidan; Seaton, Fiona; Skates, James; Higgins, Suzanne; Giuffrè, Giovanna; Emmett, Bridget A.
Publié dans: European Journal of Soil Science, 2024, ISSN 1365-2389
Éditeur: British Society of Soil Science
DOI: 10.1111/EJSS.13570

Soil type (World Reference Base) map of Europe based on Ensemble Machine Learning and multiscale EO data

Auteurs: Robert Minarik; Tomislav Hengl; Rolf Simoes; Mustafa Serkan Isik; Yu-Feng Ho; Xuemeng Tian
Publié dans: Research Square, 2024, ISSN 2693-5015
Éditeur: Research Square Company
DOI: 10.21203/RS.3.RS-5244083/V1

A novel laboratory method for the retrieval of the soil water retention curve from shortwave infrared reflectance

Auteurs: Norouzi, S., M. Sadeghi, M. Tuller, H. Ebrahimian, A. Liaghat, S.B. Jones, and L.W. de Jonge.
Publié dans: Journal of Hydrology, 2023, ISSN 0022-1694
Éditeur: Elsevier BV
DOI: 10.1016/j.jhydrol.2023.130284

A hybrid in situ and on-screen survey to monitor gully erosion across the European Union

Auteurs: Pasquale Borrelli, Francis Matthews, Christine Alewell, Konstantinos Kaffas, Jean Poesen, Philipp Saggau, Remus Prăvălie, Matthias Vanmaercke, Panos Panagos
Publié dans: Scientific Data, Numéro 12, 2025, ISSN 2052-4463
Éditeur: Springer Science and Business Media LLC
DOI: 10.1038/S41597-025-05074-W

Integrated above‐ and below‐ground ecological monitoring for nature‐based solutions

Auteurs: Emily Warner, Licida M. Giuliani, Grant A. Campbell, Pete Smith, Nathalie Seddon, Dan Seddon, Alison C. Smith
Publié dans: Ecological Solutions and Evidence, Numéro 6, 2025, ISSN 2688-8319
Éditeur: Wiley
DOI: 10.1002/2688-8319.70043

Predicting spatiotemporal soil organic carbon responses to management using EPIC-IIASA meta-models

Auteurs: Tara Ippolito, Juraj Balkovic, Rastislav Skalsky, Christian Folberth, Tamas Krisztin, Jason Neff
Publié dans: Journal of Environmental Management, 2023, ISSN 0301-4797
Éditeur: Elsevier
DOI: 10.1016/j.jenvman.2023.118532

Prediction of hysteretic matric potential dynamics using artificial intelligence: application of autoencoder neural networks

Auteurs: Nedal Aqel, Lea Reusser, Stephan Margreth, Andrea Carminati, Peter Lehmann
Publié dans: Geoscientific Model Development, Numéro 17, 2025, ISSN 1991-9603
Éditeur: Copernicus GmbH
DOI: 10.5194/GMD-17-6949-2024

Soil carbon determination for long‐term monitoring revisited using thermo‐gravimetric analysis

Auteurs: Inmaculada Lebron, David M. Cooper, Michele A. Brentegani, Laura A. Bentley, Gloria Dos Santos Pereira, Patrick Keenan, Jack Bernard Cosby, Bridget Emmet, David A. Robinson
Publié dans: Vadose Zone Journal, Numéro 23, 2024, ISSN 1539-1663
Éditeur: Wiley
DOI: 10.1002/vzj2.20300

A 1 billion euro mission: A Soil Deal for Europe

Auteurs: Panos Panagos, Pasquale Borrelli, Arwyn Jones, David A. Robinson
Publié dans: European Journal of Soil Science, 2024, ISSN 1365-2389
Éditeur: Wiley
DOI: 10.1111/ejss.13466

Sustainability Nexus AID: soil health

Auteurs: Shokri, Nima; Aminzadeh, Milad; Flury, Markus; Jin, Yan; Matin, Mir A.; Panagos, Panos; Razavi, Bahar S.; Robinson, David A.; Smith, Pete; Todd-Brown, Katherine; Toth, Gergely; Zarei, Azin; Madani, Kaveh
Publié dans: Sustainability Nexus Forum, 2025, ISSN 2948-1627
Éditeur: Springer Nature
DOI: 10.1007/S00550-025-00560-6

Defining critical SOC/clay thresholds for soil health in boreal croplands using satellite-based NDVI proxies for productivity and resilience

Auteurs: Jaakko Heikkinen, Riikka Keskinen, Kari Ylivainio
Publié dans: Agricultural and Food Science, 2025, ISSN 1795-1895
Éditeur: Agricultural and Food Science
DOI: 10.23986/AFSCI.148486

Mapping potential water repellency of Danish topsoil

Auteurs: Lucas Carvalho Gomes, Peter Lystbæk Weber, Cecilie Hermansen, Anne-Cathrine Storgaard Danielsen, Sebastian Gutierrez, Deividas Mikstas, Charles Pesch, Mogens Humlekrog Greve, Per Moldrup, David A. Robinson, Lis Wollesen de Jonge
Publié dans: Geoderma, Numéro 457, 2025, ISSN 0016-7061
Éditeur: Elsevier BV
DOI: 10.1016/J.GEODERMA.2025.117280

Convergence in simulating global soil organic carbon by structurally different models after data assimilation

Auteurs: Feng Tao, Benjamin Z. Houlton, Yuanyuan Huang, Ying‐Ping Wang, Stefano Manzoni, Bernhard Ahrens, Umakant Mishra, Lifen Jiang, Xiaomeng Huang, Yiqi Luo
Publié dans: Global Change Biology, Numéro 30, 2024, ISSN 1354-1013
Éditeur: Wiley
DOI: 10.1111/GCB.17297

Soil Water Repellency in Natural and Semi‐Natural Habitats: A Nexus Between Abiotic Factors and Prokaryotic Communities

Auteurs: Anne‐Cathrine Storgaard Danielsen, Cecilie Hermansen, Peter Lystbæk Weber, Deividas Mikstas, Charles Pesch, Lucas de Carvalho Gomes, Sebastian Gutierrez, Per Halkjær Nielsen, Mogens Humlekrog Greve, Per Møldrup, Signe Normand, Lis Wollesen de Jonge
Publié dans: European Journal of Soil Science, Numéro 76, 2025, ISSN 1351-0754
Éditeur: Wiley
DOI: 10.1111/EJSS.70063

Upper Bounds of Maximum Land Surface Temperatures in a Warming Climate and Limits to Plant Growth

Auteurs: Aminzadeh, Milad; Or, Dani; Stevens, Bjorn; AghaKouchak, Amir; Shokri, Nima; Aminzadeh, Milad;; Or, Dani;; Stevens, Bjorn;; AghaKouchak, Amir;; Shokri, Nima;
Publié dans: Earth's Future, 2023, ISSN 2328-4277
Éditeur: Earth's Future
DOI: 10.3929/ethz-b-000631341

Conference proceedings (6)

"Finding the right direction: An approach to determine cropland management direction and its implications for soil erosion risk assessments on large spatial scales.&amp;#160;"

Auteurs: Philipp Saggau, Katja Augustin, Bastian Steinhoff-Knopp, Gideon Tetteh, Francis Matthews, Konstantinos Kaffas, Stefan Erasmi, Pasquale Borrelli, Michael Kuhwald
Publié dans: 2025
Éditeur: Copernicus GmbH
DOI: 10.5194/EGUSPHERE-EGU25-10363

Mapping water repellency in Denmark

Auteurs: Gomes, Lucas de Carvalho; Weber, Peter Lystbæk; Hermansen, Cecilie; Gutierrez, Sebastian; Danielsen, Anne Cathrine; Miktsas, D.; Pesch, Charles; Greve, Mogens H.; Moldrup, P.; de Jonge, Lis W.
Publié dans: 2024
Éditeur: EGU
DOI: 10.5281/ZENODO.14187435

Mapping water repellency in Denmark

Auteurs: L. Gomes, P.L. Weber, C. Hermansen, S. Gutierrez, A.C.S. Danielsen, D. Mikstas, C. Pesh, M.H. Greve, P. Møldrup, L.W. De Jonge
Publié dans: Centennial Celebration and Congress of the International Union of Soil Science, 2024
Éditeur: International Union of Soil Science
DOI: 10.5281/ZENODO.14187435

Nested Catchment Delineation at the European Scale: A Tool for Fine-Scale Environmental Analysis

Auteurs: Konstantinos Kaffas, Francis Matthews, Philipp Saggau, Pasquale Borrelli
Publié dans: 2025
Éditeur: Copernicus GmbH
DOI: 10.5194/EGUSPHERE-EGU25-14166

A Physics-Driven Spectroscopic Approach for Rapid Estimation of the Soil Water Retention Curve

Auteurs: Sarem Norouzi; Morteza Sadeghi; Markus Tuller; Hamed Ebrahimian; Abdolmajid Liaghat; Scott B. Jones; Lis W. de Jonge
Publié dans: EGU General Assembly 2024, 2024
Éditeur: European Geosciences Union
DOI: 10.5194/EGUSPHERE-EGU24-3053

A physics-driven spectroscopic approach for rapid estimation of the soil water retention curve

Auteurs: Norouzi, S., M. Sadeghi, M. Tuller, H. Ebrahimian, A. Liaghat, S.B. Jones, and L.W. de Jonge
Publié dans: EGU General Assembly 2024, 2024
Éditeur: European Geosciences Union
DOI: 10.5194/egusphere-egu24-3053

Other (4)

The Effects of Land Use on Soil Carbon Stocks in the UK

Auteurs: Peter Levy; Laura Bentley; Bridget Emmett; Angus Garbutt; Aidan Keith; Inma Lebron; David Robinson
Publié dans: 2023
Éditeur: EGUSphere
DOI: 10.5194/egusphere-2023-1681

AI technology: what it is and what it's not, and how it can (potentially) help us solve the climate crisis

Auteurs: Hengl, T.; Consoli, D.; Bagić, M.; Brocca, L.; Herold, M.
Publié dans: 2023
Éditeur: Zenodo
DOI: 10.5281/zenodo.8300534

AI4SoilHealth project: accelerating collection and use of soil health information using AI technology to support the Soil Deal for Europe and EU Soil Observatory

Auteurs: Wheeler, Ichsani
Publié dans: 2023
Éditeur: Zenodo
DOI: 10.5281/zenodo.7576836

Time series of Landsat-based bimonthly and annual spectral indices for continental Europe for 2000–2022

Auteurs: X. Tian; X. Tian; D. Consoli; M. Witjes; F. Schneider; L. Parente; M. Şahin; Y.-F. Ho; R. Minařík; T. Hengl
Publié dans: Earth System Science Data, 2024
Éditeur: Copernicus Publications
DOI: 10.5194/ESSD-2024-266