Project Results
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
This deliverable links to tasks T4.3 Demonstration of mineral prospectivity mapping and T4.4 Demonstration of mine site monitoring, and describes the performance of the research outputs developed in the project for mineral exploration and mine site monitoring activities. The deliverable comprises:- A list of the research outputs of the project, for instance, algorithms, methods and models developed in the project, each of which is accompanied by a description of how its performance was evaluated.- The results of the evaluation, including accuracy metrics and observations, given for different data acquisition scales (e.g. drone, satellite) and study sites.
Dissemination, Exploitation and Communication plan (opens in new window)The plan lay out the project objectives and activities with respect to communication, dissemination and exploitation of its results, associated with a set of key performance indicators. The plan will include the stakeholders analysis and mapping, identification of key messages and the outreach methodology. This document is updated on M9, M12, M24 and M36 and links to tasks T5.1, T5.2, T5.3, T5.4 and T5.5.
Field work protocols for in situ data collection and review of accuracy assessment methods. (opens in new window)This deliverable links to tasks T4.1 In situ data standardization and databases and T4.2 Thematic accuracy assessment methods, and describes the data collection standards and protocols to be used in accuracy assessment of the multi-scale and multi-source data products and test site specific ground truth activities. More specifically, the deliverable describes:- Data acquisition protocols and parameters that are saved in a database each time that data are collected either in the field or in a laboratory. Such parameters are, for instance, sample coordinates (latitude and longitude), instrument make/model and instrument settings. In this context, the use of metadata standards and controlled vocabularies, discussed in more detail in the Data Management Plan, will be described.- Study site -specific data acquisition protocols. Due to environmental differences (e.g. the extent of vegetation cover) between the sites, general data acquisition protocols need to be adjusted for each site. This includes, but is not limited to, the expected minimum number of samples per site and site-specific sampling methods (e.g. systematic or stratified random sampling). - The accuracy assessment concepts and methods used in the project and how they link to data acquisition and data analysis, and what descriptive statistics will be used to evaluate the accuracy (e.g. the Kappa coefficient).
Report on stakeholder engagement, communication and dissemination (opens in new window)The report links to tasks T5.1, T5.2 and T5.3, and will describe the actions taken to engage different stakeholders and the related outcomes, including social media activities conducted in the frame of the project, together with quantitative and qualitative indicators of engagement.
Report describing input data, processing workflow, final training data set (opens in new window)A report describing the input data, processing workflows, and final training data sets.The report describes the data level of the multiscale remote sensing input data including QA/QC algorithms, the algorithms for multiscale data merge, the workflow including the description from data input, image data merge, spectral feature extraction algorithm, resampling strategy of the spectral input data to accommodate for different samplings (bandwidths) of RS datasets and classification algorithms. Description and discussion of the training data sets for the CRMs and investigated sites is included. The report also describes expert knowledge driven ML-based rules and algorithms as inputs for the automatic interpretation of the thematic maps to gain alteration zone maps and proxy mineral distribution maps.D2.2. links to task T2.2 MultiMiner workflows for multiscale data interpretation, and includes all necessary information and algorithms relevant for thematic map production and automatic interpretation for enhanced map production.
Roadmap on exploitation opportunities (opens in new window)The roadmap links to task T5.5 Exploitation of project results, and will detail potential exploitation opportunities of the project results and uptake of the project outputs with the stakeholders involved in the MultiMiner conference.
Report on and general structure and workflow decision tool (opens in new window)A report describing the general structure and workflow of the decision tool.The report describes the final structure and workflow of the MultiMiner Mineral Prospectivity Wizard a demonstrator for mineral exploration, designed to be used for different multi-source and multi-scale RS data and expert knowledge. All processing, analysis and assessment steps from input data selection automatic data results and interpretation to automatic generation of maps is included to provide end users with no previous in-depth knowledge in RS methods competence for immediate use.Algorithms are published in a repository (e.g. Github/Gitlab).D2.3. links to task T2.3 MultiMiner Mineral Prospectivity Wizard using EO data. All relevant information needed to understand and to perform the designed workflow with algorithms developed in WP2 are described. This is the final result of the WP2.
Links to task T1.5 Ethics Management which guarantees that the results of the project have been produced using the highest ethical standards. Ethics management procedures are described in detail in this deliverable.
Data Management Plan links to task T5.6 Data Management and Intellectual Property. First version in M6, updated in M21 and M42.
Publications
Author(s):
Maarit Middleton, Pauliina Liwata-Kenttälä, Michaela Frei, Matthieu Molinier, Kati Laakso, Jonas L’Haridon
Published in:
GTK Open File Research Report, Issue 55/2023, 2023
Publisher:
Geological Survey of Finland
DOI:
10.5281/ZENODO.10416958
Author(s):
Ferdinand Hampl, Viktor Bertrandsson Erlandsson, Monika Feichter, Gerd Rantitsch, Peter Tropper, Ronald Bakker, Róbert Arató, Julia Weilbold, Johann Raith, Christoph Stranzl
Published in:
Goldschmidt2025 abstracts, 2025
Publisher:
European Association of Geochemistry
DOI:
10.7185/GOLD2025.29722
Author(s):
Martin Kýhos, Jan Jelének, Athina Agali, Kostas Gounaris, Veronika Kopačková-Strnadová
Published in:
IGARSS 2025 - 2025 IEEE International Geoscience and Remote Sensing Symposium, 2025
Publisher:
IEEE
DOI:
10.1109/IGARSS55030.2025.11244049
Author(s):
Hampl, Ferdinand J. and Weilbold, Julia
Published in:
Kurzfassungen des Österreichischen Bergbautags 2024, 10-11. Leoben., 2024
Publisher:
Bergmännischer Verband Österreichs (BVÖ)
DOI:
10.5281/ZENODO.21869214
Author(s):
Kopačkova-Strnadová, V., Kýhos, M.& Jelenek, J.
Published in:
IMWA 2025 – Time to Come Braga, Portugal; Oviedo, Spain 2025 ISBN 978-3-9825293-3-2 Editors: Teresa Valente, Ritva Mühlbauer, Almudena Ordóñez, Christian Wolkersdorfer,, 2025
Publisher:
International Mine Water Association 2025
DOI:
10.5281/ZENODO.20269819
Author(s):
Pius Kipng’etich Kirui, Anna Reichstein, Andre Cahyadi Kalia
Published in:
The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Issue XLIX-B3-2026, 2026, ISSN 2194-9034
Publisher:
Copernicus GmbH
DOI:
10.5194/ISPRS-ARCHIVES-XLIX-B3-2026-515-2026
Author(s):
Kopačkova-Strnadová, V., Kýhos, M., Jelenek, J., Agali, A.& Gounaris, K.
Published in:
IMWA 2025 – Time to Come Braga, Portugal; Oviedo, Spain 2025 ISBN 978-3-9825293-3-2 Editors: Teresa Valente, Ritva Mühlbauer, Almudena Ordóñez, Christian Wolkersdorfer, Issue IMWA 2025, pp.495-501, 2025
Publisher:
International Mine Water Association 2025
DOI:
10.5281/ZENODO.20268656
Author(s):
Veronika Kopačková-Strnadová, Martin Kýhos, Jan Jelének
Published in:
IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium, 2024
Publisher:
IEEE
DOI:
10.1109/IGARSS53475.2024.10641851
Author(s):
Liwata-Kenttälä, P., Middleton, M., Schodlok, M., Molinier, M., Laakso, K., L'Haridon, J., Kahl, M., Yang, M., Wang, Y.& Zhu, X.
Published in:
GTK Open File Research Report, Issue 39/2025, 2025
Publisher:
Geological Survey of Finland
DOI:
10.5281/ZENODO.17600275
Author(s):
Ferdinand J. Hampl, Viktor Bertrandsson Erlandsson, Monika Feichter, Gerd Rantitsch, Peter Tropper, Ronald J. Bakker, Róbert Arató, Julia Weilbold, Gerald Schuberth, Manuel Werdenich, Johann G. Raith, Christoph Stranzl
Published in:
Journal of Geochemical Exploration, Issue 290, 2026, ISSN 0375-6742
Publisher:
Elsevier BV
DOI:
10.1016/J.GEXPLO.2026.108177
Author(s):
Veronika Kopačková-Strnadová, Martin Kýhos, Jan Jelének, Marianthi Anastasatou, Pauliina Liwata-Kenttälä, Kati Laakso, Alexandros Liakopoulos, Constantinos Mavrogonatos
Published in:
Scientific Data, Issue 13, 2026, ISSN 2052-4463
Publisher:
Springer Science and Business Media LLC
DOI:
10.1038/S41597-026-07307-Y
Author(s):
Sedláčková, P.& Kopačkova-Strnadová, V.
Published in:
2025
Publisher:
Czech University of Life Sciences Prague
DOI:
10.5281/ZENODO.20270071
Author(s):
Pinja Lindgren
Published in:
2024
Publisher:
Aalto University
Author(s):
Kořínková, B., Kopačkova-Strnadová, V., Kýhos, M., Jelenek, J., Sedláčková, P., Gazea, E., Zabokas, G., Gounaris, K., Agali, A., Salmela, U., Kukkula, H., Liwata-Kenttälä, P., Laakso, K., Anastasatou, M., Liakopoulos, A., Mavrogonatos, C., Molinier, M., L
Published in:
2026
Publisher:
ESRI
DOI:
10.5281/ZENODO.20486579
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