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

Información del proyecto

AI4SoilHealth

Identificador del acuerdo de subvención: 101086179

DOI

10.3030/101086179

Fecha de la firma de la CE 21 Noviembre 2022

Fecha de inicio 1 Enero 2023

Fecha de finalización 31 Diciembre 2026

Financiado con arreglo a

• Food, Bioeconomy Natural Resources, Agriculture and Environment

Coste total

€ 9 960 358,50

Aportación de la UE

€ 9 960 357,50

Coordinado por

AARHUS UNIVERSITET
Denmark

CORDIS proporciona enlaces a los documentos públicos y las publicaciones de los proyectos de los programas marco HORIZONTE.

Los enlaces a los documentos y las publicaciones de los proyectos del Séptimo Programa Marco, así como los enlaces a algunos tipos de resultados específicos, como conjuntos de datos y «software», se obtienen dinámicamente de OpenAIRE .

Resultado final

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;

Publicaciones

Peer reviewed articles (38)

Spatial Prediction of Organic Matter Quality in German Agricultural Topsoils

Autores: Ali Sakhaee; Thomas Scholten; Ruhollah Taghizadeh-Mehrjardi; Mareike Ließ; Axel Don
Publicado en: Agriculture, 2024, ISSN 2077-0472
Editor: 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

Autores: 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
Publicado en: European Journal of Soil Science, Edición 76, 2025, ISSN 1351-0754
Editor: Wiley
DOI: 10.1111/EJSS.70132

A unifying modelling of multiple land degradation pathways in Europe

Autores: 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,
Publicado en: Nature Communications, 2024, ISSN 2041-1723
Editor: 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

Autores: Xuemeng Tian; Sytze de Bruin; Rolf Simoes; Mustafa Serkan Isik; Robert Minarik; Yu-Feng Ho; Murat Şahin; Martin Herold; Davide Consoli; Tomislav Hengl
Publicado en: Research Square, 2024, ISSN 2693-5015
Editor: 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

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

Sustainability

Autores: 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
Publicado en: Sustainability, 2024, ISSN 2071-1050
Editor: MDPI
DOI: 10.3390/SU16166849

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

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

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

Autores: D.A. Robinson, S.P. Friedman, A. Thomas, D. Hirmas, P.L. Sullivan, A. Nemes
Publicado en: Earth-Science Reviews, Edición 268, 2025, ISSN 0012-8252
Editor: Elsevier BV
DOI: 10.1016/J.EARSCIREV.2025.105173

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

Autores: 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
Publicado en: Biogeosciences, 2024, ISSN 1726-4189
Editor: 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)

Autores: 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
Publicado en: Research Square, 2024, ISSN 2693-5015
Editor: Research Square Company
DOI: 10.21203/RS.3.RS-5587863/V1

Soil bulk density assessment in Europe

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

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

Autores: 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
Publicado en: International Soil and Water Conservation Research, 2023, ISSN 2095-6339
Editor: 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

Autores: Gutierrez, S., M.H. Greve, A.B. Møller, A. Beucher, E. Arthur, L. W. de Jonge, S. Normand, and L.C. Gomes
Publicado en: Journal of Environmental Management, 2024, ISSN 1095-8630
Editor: 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

Autores: 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
Publicado en: Water Resources Research, Edición 61, 2025, ISSN 0043-1397
Editor: American Geophysical Union (AGU)
DOI: 10.1029/2024WR038149

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

Autores: Francis Matthews; Pasquale Borrelli; Panos Panagos; Nejc Bezak
Publicado en: Hydrology and Earthy System Sciences, 2025, ISSN 1607-7938
Editor: EGU
DOI: 10.5194/HESS-2024-402

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

Autores: Martina Sartori, Emanuele Ferrari, Robert M'Barek, George Philippidis, Kirsten Boysen-Urban, Pasquale Borrelli, Luca Montanarella, Panos Panagos
Publicado en: Ecological Economics, 2024, ISSN 1873-6106
Editor: 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

Autores: Xuemeng Tian; Tom Hengl; Davide Consoli; Florian Schneider; Leandro Parente; Murat Şahin; Robert Minařík; Yu-Feng Ho
Publicado en: Research Square, 2024, ISSN 2693-5015
Editor: 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

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

The dynamics of soil health

Autores: Thomas Gumbricht, Sonia Meller
Publicado en: Open Access Government, Edición 44, 2024, ISSN 2516-3817
Editor: Adjacent Digital Politics Ltd
DOI: 10.56367/OAG-044-11173

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

Autores: Surya Gupta, Pasquale Borrelli, Panos Panagos, Christine Alewell
Publicado en: Science of The Total Environment, 2024, ISSN 1879-1026
Editor: Elsevier
DOI: 10.1016/j.scitotenv.2023.168249

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

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

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

Autores: Amirhossein Hassani; Pete Smith; Nima Shokri
Publicado en: PNAS, 2024, ISSN 0027-8424
Editor: PNAS
DOI: 10.1073/pnas.2317332121

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

Autores: 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
Publicado en: Journal of Environmental Management, Edición 371, 2025, ISSN 0301-4797
Editor: 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

Autores: 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.
Publicado en: European Journal of Soil Science, 2024, ISSN 1365-2389
Editor: 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

Autores: Robert Minarik; Tomislav Hengl; Rolf Simoes; Mustafa Serkan Isik; Yu-Feng Ho; Xuemeng Tian
Publicado en: Research Square, 2024, ISSN 2693-5015
Editor: 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

Autores: Norouzi, S., M. Sadeghi, M. Tuller, H. Ebrahimian, A. Liaghat, S.B. Jones, and L.W. de Jonge.
Publicado en: Journal of Hydrology, 2023, ISSN 0022-1694
Editor: 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

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

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

Autores: Emily Warner, Licida M. Giuliani, Grant A. Campbell, Pete Smith, Nathalie Seddon, Dan Seddon, Alison C. Smith
Publicado en: Ecological Solutions and Evidence, Edición 6, 2025, ISSN 2688-8319
Editor: Wiley
DOI: 10.1002/2688-8319.70043

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

Autores: Tara Ippolito, Juraj Balkovic, Rastislav Skalsky, Christian Folberth, Tamas Krisztin, Jason Neff
Publicado en: Journal of Environmental Management, 2023, ISSN 0301-4797
Editor: Elsevier
DOI: 10.1016/j.jenvman.2023.118532

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

Autores: Nedal Aqel, Lea Reusser, Stephan Margreth, Andrea Carminati, Peter Lehmann
Publicado en: Geoscientific Model Development, Edición 17, 2025, ISSN 1991-9603
Editor: Copernicus GmbH
DOI: 10.5194/GMD-17-6949-2024

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

Autores: 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
Publicado en: Vadose Zone Journal, Edición 23, 2024, ISSN 1539-1663
Editor: Wiley
DOI: 10.1002/vzj2.20300

A 1 billion euro mission: A Soil Deal for Europe

Autores: Panos Panagos, Pasquale Borrelli, Arwyn Jones, David A. Robinson
Publicado en: European Journal of Soil Science, 2024, ISSN 1365-2389
Editor: Wiley
DOI: 10.1111/ejss.13466

Sustainability Nexus AID: soil health

Autores: 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
Publicado en: Sustainability Nexus Forum, 2025, ISSN 2948-1627
Editor: 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

Autores: Jaakko Heikkinen, Riikka Keskinen, Kari Ylivainio
Publicado en: Agricultural and Food Science, 2025, ISSN 1795-1895
Editor: Agricultural and Food Science
DOI: 10.23986/AFSCI.148486

Mapping potential water repellency of Danish topsoil

Autores: 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
Publicado en: Geoderma, Edición 457, 2025, ISSN 0016-7061
Editor: Elsevier BV
DOI: 10.1016/J.GEODERMA.2025.117280

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

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

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

Autores: 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
Publicado en: European Journal of Soil Science, Edición 76, 2025, ISSN 1351-0754
Editor: Wiley
DOI: 10.1111/EJSS.70063

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

Autores: Aminzadeh, Milad; Or, Dani; Stevens, Bjorn; AghaKouchak, Amir; Shokri, Nima; Aminzadeh, Milad;; Or, Dani;; Stevens, Bjorn;; AghaKouchak, Amir;; Shokri, Nima;
Publicado en: Earth's Future, 2023, ISSN 2328-4277
Editor: 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;"

Autores: Philipp Saggau, Katja Augustin, Bastian Steinhoff-Knopp, Gideon Tetteh, Francis Matthews, Konstantinos Kaffas, Stefan Erasmi, Pasquale Borrelli, Michael Kuhwald
Publicado en: 2025
Editor: Copernicus GmbH
DOI: 10.5194/EGUSPHERE-EGU25-10363

Mapping water repellency in Denmark

Autores: 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.
Publicado en: 2024
Editor: EGU
DOI: 10.5281/ZENODO.14187435

Mapping water repellency in Denmark

Autores: 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
Publicado en: Centennial Celebration and Congress of the International Union of Soil Science, 2024
Editor: International Union of Soil Science
DOI: 10.5281/ZENODO.14187435

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

Autores: Konstantinos Kaffas, Francis Matthews, Philipp Saggau, Pasquale Borrelli
Publicado en: 2025
Editor: Copernicus GmbH
DOI: 10.5194/EGUSPHERE-EGU25-14166

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

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

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

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

Other (4)

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

Autores: Peter Levy; Laura Bentley; Bridget Emmett; Angus Garbutt; Aidan Keith; Inma Lebron; David Robinson
Publicado en: 2023
Editor: 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

Autores: Hengl, T.; Consoli, D.; Bagić, M.; Brocca, L.; Herold, M.
Publicado en: 2023
Editor: 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

Autores: Wheeler, Ichsani
Publicado en: 2023
Editor: Zenodo
DOI: 10.5281/zenodo.7576836

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

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