SECURE AND SUSTAINABLE SUPPLY OF RAW MATERIALS FOR EU INDUSTRY

Informations projet

S34I

N° de convention de subvention: 101091616

DOI

10.3030/101091616

Projet clôturé

Date de signature de la CE 18 Novembre 2022

Date de début 1 Janvier 2023

Date de fin 30 Juin 2025

Financé au titre de

• Digital, Industry and Space

Coût total

€ 4 498 607,75

Contribution de l’UE

€ 4 498 607,75

Coordonné par

UNIVERSIDADE DO PORTO
Portugal

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 (11)

D6.1: Communication, Dissemination and Exploitation Plan

Plan on CDE activities as well as the standardization actions, scientific results exploitation and future industrial market uptake.(Task 6.1)

D3.3: Catalogue of Innovative New Methods to Analyse Earth Observation Data

This report will summarize the prototyped methods for RM mapping, monitoring and modelling, exploiting EO data and demonstrated in the project to tackle specific challenges to concrete mines covering all phases of a mine life-cycle.(Task 3.1, 3.2, 3.4)

D4.2: Catalogue of EO-based Prototyped Services for Early Warnings

This document will report the prototyped EO-based services for Early Warnings according to a harmonized description sheet.(Task 4.2)

D4.1: Catalogue of EO-based Prototyped Services for CRM and non-CRM Deposits Mapping

This document will report the prototyped EO-based services for CRM Deposits Mapping according to a harmonized description sheet.(Task 4.1)

D6.2: Communication and Dissemination Materials

Report including the list of project communication and dissemination materials such as project web site and contents, brochure, newsletters,scientific papers, success stories, videos, stakeholders clustering WS summary reports, policy briefs, open datasets, etc. as planned, and the report on CDE indicators for tracking and actions, if needed. For the scientific papers, it will compile all the abstracts disseminated by project partners along the project duration.(Task 6.1, 6.2)

D4.3: Catalogue of EO-based Prototyped Services for Environment Monitoring

This document will report the prototyped EO-based services for Environmental Monitoring according to a harmonized description sheet.(Task 4.3)

D6.5: R&D Road-mapping and Future Exploitation

This document will provide an actionable roadmap for further research, development and operationalization of EO-based methods and services required by mining stakeholders in the medium and long term.(Task 6.5)

D3.2: Catalogue of Open High Added Value Datasets

This document will summarize the research datasets in terms of new or updated RM inventory, updated deposits information, potential deposits in land or coastal areas, potential of waste, etc., which will be made public at least through EDGI.(Task 3.3)

D2.1: Strategic Planning Requirements for Modern Mining Ensuring Compliance with Sustainable Development at Regional and Local Scales

This document will present the conclusions on aspects that apply to mines along their life-cycle for greater responsible mining at EU deposits. This will embrace circularity, sustainability of mining value chains and RM flows and will provide guidelines and recommendations on EO-based information to support public awareness processes, including coastal areas.(Task 2.1, 2.2, 2.3)

D6.4: Recommended Protocols for Mining Stakeholders on the Usage of Non-Invasive Remote Sensing Technologies

This report will serve as a tutorial providing guidelines and best practices for mining stakeholders to use and exploit remote sensing technologies for the benefit of their mining activities in terms of increasing both sustainability and local stakeholders' acceptability while adopting digitalization techniques.(Task 6.3, 6.4)

D3.1: Technical requirements for data harmonization and data infrastructures interoperability

This document will provide technical requirements to ensure both compatibility of data from heterogeneous remote sensing sources, and interoperability among different data infrastructures.(Task 3.2, 3.3)

Data Management Plan (2)

D1.4 version 2: Data Management Plan 2

This plan will cover the HE data management requirements, including at least the aspects related to data formats, data usage, protocols for data exchange, data sovereignty and ownership, data sharing principles, data confidentiality, data portability, and compliance with EC regulations about personal data.(Task 1.3)

D1.4 version 1: Data Management Plan 1

This plan will cover the HE data management requirements, including at least the aspects related to data formats, data usage, protocols for data exchange, data sovereignty and ownership, data sharing principles, data confidentiality, data portability, and compliance with EC regulations about personal data.(Task 1.3)

Websites, patent fillings, videos etc. (1)

D6.3: MOOC Design, Implementation and 1st edition Report

This document will report on the MOOC design aspects such as organization in sections or weeks and educational components such as videos, readings, forum discussions, practical activities, weekly tests and final examination. Credits to all contributors will be visible. The first edition will be assessed in terms of core metrics and submetrics covering educational contents features, social features and genre balance, anonymised students' feedback as well as successful completion rate including results per gender. Lessons learned for improvements in the next editions will be derived.(Task 6.2)

Publications

Peer reviewed articles (6)

Remote Sensing

Auteurs: Farahnkain, Fahimeh; Luodes, Nike; Karlsson, Teemu
Publié dans: Remote Sensing, 2024, ISSN 2072-4292
Éditeur: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/rs16244680

Algorithms

Auteurs: Santos, Gonçalo; Cardoso-Fernandes, Joana; Teodoro, Ana
Publié dans: Algorithms, Numéro AetherGeo: A Spectral Analysis Interface for Geologic Mapping, 2025, ISSN 1999-4893
Éditeur: MDPI Open Access Publishing
DOI: 10.3390/A18070378

GPS Solutions

Auteurs: Hamza, Veton; Stopar, Bojan; Sterle, Oskar; Pavlovčič Prešeren, Polona
Publié dans: GPS Solutions, Numéro 29, 56, 2025, ISSN 1080-5370
Éditeur: Springer Nature
DOI: 10.1007/s10291-025-01815-x

Spectral Angle Mapper Application Using Sentinel-2 in Coastal Placer Deposits in Vigo Estuary, Northwest Spain

Auteurs: Wai L. Ng-Cutipa, Ana Lobato, Francisco Javier González, Georgios P. Georgalas, Irene Zananiri, Morgana Carvalho, Joana Cardoso-Fernandes, Luis Somoza, Rubén Piña, Rosario Lunar, Ana Claudia Teodoro
Publié dans: Remote Sensing, Numéro 17, 2025, ISSN 2072-4292
Éditeur: MDPI AG
DOI: 10.3390/RS17111824

Erdbeobachtungstechnologien im Bergbau

Auteurs: Maria Mavroudi, Rushaniia Gubaidullina, Michael Tost und Ana Cláudia Teodoro
Publié dans: BHM Berg- und Hüttenmännische Monatshefte, Numéro 169 (4), 206-210, 2024, ISSN 1613-7531
Éditeur: Springer
DOI: 10.1007/S00501-024-01446-8

Research Projects towards an Innovative, Digitalised, and Responsible Extractive Industry: Examples from the Chair of Mining Engineering and Mineral Economics

Auteurs: Paulina Fernández; Felipe Sánchez; Maria Mavroudi; Karin Ungerer; Philipp Hartlieb; Michael Tost
Publié dans: BHM Berg- und Hüttenmännische Monatshefte, 2025, ISSN 1613-7531
Éditeur: Springer
DOI: 10.1007/S00501-025-01557-W

Conference proceedings (30)

S34I Deteção Remota Aplicada à Optimização de Processos na Indústria Mineira

Auteurs: Teodoro, Ana Cláudia; Lima, Alexandre; Vasconcelos, Clara; Cardoso-Fernandes, Joana; Santos, Patrícia; SOARES AZZALINI, Antonio; Carvalho, Morgana; Resta, Giulia
Publié dans: X Conferência Nacional de Cartografia e Geodesia, 2023
Éditeur: Ordem dos Engenheiros
DOI: 10.5281/ZENODO.11279904

Marine placer occurrences and associated critical raw materials in Rias Baixas (NW Spain)

Auteurs: Ng-Cutipa, Wai Long; Lobato, Ana; González Sanz, Francisco Javier; Zananiri, Irene; Georgalas, Georgios; Teodoro, Ana Cláudia; Støren, Jacob; Myrnes, Ingrid
Publié dans: 37th International Geological Congress 2024, 2024
Éditeur: IUGS
DOI: 10.5281/ZENODO.13777612

Evaluation of EnMAP Hyperspectral Data for the Identification of Placers in the Rias Baixas Region (Spain)

Auteurs: L. Araújo, Beatriz; Cardoso-Fernandes, Joana; Azzalini, Antonio; Carvalho, Morgana; Lima, Alexandre; J. González, Francisco; Teodoro, Ana Cláudia
Publié dans: Proceedings of the 11th International Conference on Geographical Information Systems Theory, Applications and Management, 2025
Éditeur: SciTePress
DOI: 10.5220/0013496200003935

Decision tree algorithms applied to detect mineral alteration related to cobalt-nickel mineralisation in Asturias: insights of S34I project

Auteurs: Carvalho, Morgana; Cardoso-Fernandes, Joana; Azzalini, Antonio; Williams, Vaughan; Lima, Alexandre; Teodoro, Ana Cláudia
Publié dans: SPIE Remote Sensing, Earth Resources and Environmental Remote Sensing/GIS Applications XV, 2024
Éditeur: SPIE
DOI: 10.1117/12.3031530

Exploring and Mapping Marine Placers in Vigo Estuary Shoreline Using GIS Cartographic Tools

Auteurs: Wai Ng-Cutipa, Ana Lobato, Francisco González, Georgios Georgalas, Irene Zananiri, Joana Cardoso-Fernandes, Ana Teodoro
Publié dans: Proceedings of the 11th International Conference on Geographical Information Systems Theory, Applications and Management, 2025
Éditeur: SCITEPRESS - Science and Technology Publications
DOI: 10.5220/0013496900003935

Unsupervised Learning Applied to Sentinel-1 for Shallow Waters Exploration in Galicia (Spain)

Auteurs: Carvalho, Morgana; Cardoso-Fernandes, Joana; Araújo, Beatriz; Lima, Alexandre; Teodoro, Ana Cláudia
Publié dans: IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium, 2024, ISSN 2153-7003
Éditeur: IEEE
DOI: 10.1109/IGARSS53475.2024.10641970

Titanium, Zirconium and Rare Earth Element placer deposits in coastal environments of Rías Baixas (Galicia, NW Spain)

Auteurs: Ng-Cutipa, W.L.; Gonzalez, J.; Lobato, A.; Zananiri, I.; Teodoro, A.
Publié dans: Underwater Mineral Conference, 2023
Éditeur: International Marine Minerals Society
DOI: 10.5281/ZENODO.12566751

Multi-Sensor Approach for Cobalt Exploration in Asturias (Spain) Using Machine Learning Algorithms

Auteurs: Carvalho, Morgana; Azzalini, Antonio; Cardoso-Fernandes, Joana; Santos, Patrícia; Lima, Alexandre; Teodoro, Ana Cláudia
Publié dans: IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium, 2024
Éditeur: IEEE
DOI: 10.1109/IGARSS53475.2024.10640581

S34I Project: Secure and Sustainable Supply of Raw Materials for EU Industry

Auteurs: Teodoro, Ana Cláudia; Cardoso-Fernandes, Joana; Gheorghe, Mihaela; Falabella, Francesco; Fabiana, Calò; Pepe, Antonio; Hanelli, Delira; Knobloch, Andreas; De La Rosa, Roberto; Farahnakian, Fahimeh; Periklis Georgalas, Georgios; Sanz-Ablanedo, Enoc; Williams, Vaughan; Oštir, Krištof
Publié dans: Proceedings of the 11th International Conference on Geographical Information Systems Theory, Applications and Management, 2025
Éditeur: SciTePress
DOI: 10.5220/0013470500003935

Seabed mining and blue growth: Exploring the potential of marine mineral deposits as a sustainable source of strategic and critical raw materials

Auteurs: González Sanz, Francisco Javier
Publié dans: Second International Conference on Raw Materials and Circular Economy (RawMat2023), 2023
Éditeur: 2nd International Conference on Raw Materials and Circular Economy
DOI: 10.5281/ZENODO.13132849

Assessing the Reliability of InSAR Ground Displacement Products: The Role of Time Inconsistencies in Sequences of Multi-look Interferograms

Auteurs: Francesco Falabella, and Antonio Pepe
Publié dans: EUSAR 2024 - 15th European Conference on Synthetic Aperture Radar, 2024
Éditeur: European Conference on Synthetic Aperture Radar
DOI: 10.5281/zenodo.12793595

Multitemporal LiDAR-based terrain anomaly detection of Karstic environments in the Asturian Central Massif (Cantabrian Mountains, Northwest Spain)

Auteurs: Azzalini, Antonio; Cardoso-Fernandes, Joana; Carvalho, Morgana; Williams, Vaughan; Lima, Alexandre; Teodoro, Ana Cláudia
Publié dans: SPIE Remote Sensing, Earth Resources and Environmental Remote Sensing/GIS Applications XV, 2024
Éditeur: SPIE
DOI: 10.1117/12.3031535

Airborne images integration for a first cartographic approximation of critical raw materials-rich placers on Santa Marta Beach (Ría de Vigo, NW Spain)

Auteurs: Ng-Cutipa, Wai Long; Lobato, Ana; González, Francisco Javier; Georgalas, Georgios; Zananiri, Irene; Cardoso-Fernandes, Joana; Carvalho, Morgana; Azzalini, António; Araújo, Beatriz L.; Teodoro, Ana Cláudia
Publié dans: SPIE Remote Sensing, Earth Resources and Environmental Remote Sensing/GIS Applications XV, 2024
Éditeur: SPIE
DOI: 10.1117/12.3031637

Application of UAV, GNSS and InSAR Techniques in the Raw Material Supply Chain

Auteurs: Grabrijan, Tanja; Oštir, Krištof; Kozmus Trajkovski, Klemen; Grigillo, Dejan; Grabrovec Horvat, Veronika; Pavlovčič Prešeren, Polona; Hamza, Veton; Pepe, Antonio; Calò, Fabiana; Falabella, Francesco; Sanz-Ablanedo, Enoc; Gheorghe, Mihaela; Selea, Teodora; Teodoro, Ana Cláudia
Publié dans: Proceedings of the 11th International Conference on Geographical Information Systems Theory, Applications and Management, 2025, ISSN 2153-7003
Éditeur: SciTePress
DOI: 10.5220/0013493100003935

An Ensemble Modeling Approach for Mapping Critical Mineral Distribution with LiDAR and PRISMA Data

Auteurs: Farahnakian, Fahimeh; Yousefi, Mahyar; Teodoro, Ana Cláudia
Publié dans: Proceedings of the 11th International Conference on Geographical Information Systems Theory, Applications and Management, 2025
Éditeur: SciTePress
DOI: 10.5220/0013493300003935

SYNTHETIC APERTURE RADAR BURST OVERLAPPED INTERFEROMETRY (BOI) AND MULTIPLE APERTURE INTERFEROMETRY (MAI) FOR THE ANALYSIS OF LARGE GROUND INSTABILITIES: EXPERIMENTS IN MINING AND VOLCANIC SITES

Auteurs: Pepe, Antonio; Mastro, Pietro; Falabella, Francesco; Calò, Fabiana
Publié dans: 2023 IGARSS conference, 2023
Éditeur: IEEE
DOI: 10.1109/IGARSS52108.2023.10281965

VNIR-SWIR spectral signatures of the Cu-Co-Ni mineralization and the host rocks of El Aramo (Asturias, España).

Auteurs: Suarez, Mercedes
Publié dans: EGU General Assembly 2024, 2024
Éditeur: EGU
DOI: 10.5194/EGUSPHERE-EGU24-16838

Deep-sea minerals: a big challenge for the world sustainable future

Auteurs: González Sanz, Francisco Javier
Publié dans: 9th Meeting of the Mineralogical Society of Poland and 28th Meeting of the Petrology group of the Mineralogical Society of Poland, 2024
Éditeur: Mineralogical Society of Poland
DOI: 10.5281/ZENODO.13132963

Sentinel data for critical raw materials (CRM) exploration: first results of the S34I project

Auteurs: Cardoso-Fernandes, Joana; Carvalho, Morgana; Azzalini, Antonio; Rodrigues, Gonçalo; Monteiro, Gonçalo; Lima, Alexandre; Teodoro, Ana Cláudia M.
Publié dans: Earth Resources and Environmental Remote Sensing/GIS Applications XIV, 2023, ISSN 0277-786X
Éditeur: SPIE
DOI: 10.1117/12.2679373

Earth Observation technologies in the transformation of the extractive industry and challenges

Auteurs: Maria Mavroudi, Michael Tost, Rushaniia Gubaidullina, Nike Luodes, Toni Eerola, Hannu Panttila, Clara Vasconcelos, Morgana Carvalho, Giulia Resta, Alexandre Lima, Marta Alonso, Myriam Montes and Ana Cláudia Teodoro
Publié dans: EU SuperCluster Lapland Geoconference, 2023
Éditeur: EU SuperCluster Lapland Geoconference
DOI: 10.5281/ZENODO.13164305

Innovative Hyperspectral Data Fusion for Enhanced Mineral Prospectivity Mapping

Auteurs: De La Rosa, Roberto; Steffen, Michael; Storch, Ina; Knobloch, Andreas; Cardoso-Fernandes, Joana; Carvalho, Morgana; Suárez Barrios, Mercedes; Morales Sánchez-Migallón, Juan; Nygren, Petri; Williams, Vaughan; Teodoro, Ana Cláudia
Publié dans: Proceedings of the 11th International Conference on Geographical Information Systems Theory, Applications and Management, 2025
Éditeur: SciTePress
DOI: 10.5220/0013497900003935

Titanium, Zirconium and Rare Earth Element Placer Deposits in Coastal Environments of Rías Baixas (Galicia, NW Spain)

Auteurs: Ng-Cutipa, Wai Long; González, Francisco Javier; Lobato, Ana; Zananiri, Irene; Teodoro, Ana Cláudia
Publié dans: 2023
Éditeur: UMC
DOI: 10.5281/ZENODO.12566751

Earth observation approach to understand coastal morphology, shoreline dynamics, and their relationship with mineral placer deposits: The case of Santa Marta Beach (Ría de Vigo, NW Spain)

Auteurs: Ng-Cutipa, Wai Long; Lobato, Ana; González, Francisco Javier; Georgalas, Georgios; Zananiri, Irene; Cardoso-Fernandes, Joana; Carvalho, Morgana; Azzalini, António; Araújo, Beatriz L.; Teodoro, Ana Cláudia
Publié dans: 2024
Éditeur: ISMS24
DOI: 10.5281/ZENODO.13777424

Mining spectral signatures for mineral resource exploration. Results from the EU S34I Project.

Auteurs: Mercedes Suarez, Ángel Santamaría, José Daniel Ramírez, Juan Morales, Vaughan Williams
Publié dans: 2025
Éditeur: Copernicus GmbH
DOI: 10.5281/ZENODO.15510089

AMD Mapping in the Lusatian Region: From Medium to Very High-Resolution R/S Data

Auteurs: Hanelli, Delira; Sterjo, Enis; De La Rosa, Roberto; Knobloch, Andreas
Publié dans: Proceedings of the 11th International Conference on Geographical Information Systems Theory, Applications and Management, 2025
Éditeur: SciTePress,
DOI: 10.5220/0013497200003935

A Comparative Study of Machine Learning Models for Pixel-Wise Acid Mine Drainage Classification Using Sentinel-2

Auteurs: Fahimeh, Farahnakian; Johanna Pesonen, Johanna Pesonen; Nike, Luodes; Hannu, Panttila; Teemu, Karlsson
Publié dans: IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium, 2024, ISSN 2153-7003
Éditeur: IEEE
DOI: 10.1109/IGARSS53475.2024.10641688

Monitoring Ground Movements by Integrating Space-Borne, Aerial, Terrestrial Remote Sensing and GNSS Observations

Auteurs: Oštir, Krištof; Gubaidullina, Rushaniia; Pepe, Antonio; Calò, Fabiana; Falabella, Francesco; Grabrijan, Tanja; Kozmus Trajkovski, Klemen; Grigillo, Dejan; Grabrovec Horvat, Veronika; Hamza, Veton; Pavlovčič Prešeren, Polona; Teodoro, Ana Cláudia
Publié dans: IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium, 2024, ISSN 2153-7003
Éditeur: IEEE
DOI: 10.1109/IGARSS53475.2024.10640673

Assessing the Reliability of InSAR Ground Displacement Products: The Role of Time Inconsistencies in Sequences of Multi-look Interferograms

Auteurs: Falabella, Francesco; Pepe, Antonio
Publié dans: 2024 EUSAR conference, 2024
Éditeur: EUSAR
DOI: 10.5281/ZENODO.12793596

Automatic lineament extraction, using Sentinel-1 data, in the Ria de Vigo, Spain

Auteurs: L. Araújo, Beatriz; Cardoso-Fernandes, Joana; Azzalini, Antonio; Carvalho, Morgana; Lima, Alexandre; J. González, Francisco; Lobato, Ana; L. Ng-Cutipa, Wai; Teodoro, Ana Cláudia
Publié dans: SPIE Remote Sensing, Earth Resources and Environmental Remote Sensing/GIS Applications XV, 2024
Éditeur: SPIE
DOI: 10.1117/12.3031531

Where beach and sea meet: New tools applied to CRMs exploration in Ría de Vigo (NW Spain)

Auteurs: González, Francisco Javier; Ng-Cutipa, Wai Long; Lobato, Ana; Georgalas, Georgios; Zananiri, Irene; Cardoso-Fernandes, Joana; Somoza, Luis; Medialdea, Teresa; Støren, Jacob; Myrnes, Ingrid; Carvalho, Morgana; Azzalini, António; Araújo, Beatriz L.; Boixereu, Ester; Teodoro, Ana Cláudia
Publié dans: 2024
Éditeur: Mining and Minerals Hall 2024
DOI: 10.5281/ZENODO.15207128

Thesis and dissertations (1)

Evaluation of radar and hyperspectral data for the identification of placers in the Rias Baixas region

Auteurs: Beatriz Lages Araújo
Publié dans: 2024
Éditeur: Faculdade de Ciências da Universidade do Porto
DOI: 10.5281/ZENODO.17062561

Other (1)

Análise de dados hiperspetrais de satélite para a prospeção de depósitos epitermais de Cu-Co-Ni em Aramo, Espanha

Auteurs: Haeitmann, Laura
Publié dans: 2025
Éditeur: Zenodo
DOI: 10.5281/ZENODO.15911194