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
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.
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 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.
Publications
Author(s):
Maarit Middleton, Pauliina Liwata-Kenttälä, Michaela Frei, Matthieu Molinier, Kati Laakso, Jonas L’Haridon
Published in:
GTK Open File Research Report 55/2023, Issue 55/2023, 2023, 2023
Publisher:
Geological Survey of Finland
DOI:
10.5281/zenodo.10416958
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
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):
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):
Kopačkova-Strnadová, V., Kýhos, M.& Jelenek, J.
Published in:
2025
Publisher:
International Mine Water Association 2025
DOI:
10.5281/ZENODO.20269819
Author(s):
Kopačkova-Strnadová, V., Kýhos, M., Jelenek, J., Agali, A.& Gounaris, K.
Published in:
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
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