Project description
AI training for volcanic risk and critical raw materials economy
Volcanoes pose extreme risks to society. Yet magmas are not solely destructive: they also provide critical raw materials of paramount economic and societal importance. With the support of the Marie Skłodowska-Curie Actions programme, the REALISE project will equip a new generation of doctoral candidates (DCs) with advanced skills in volcanic hazard assessment, risk mitigation and exploitation of critical raw materials. The project will explore machine learning techniques to study magmas, gather novel petrologic data through advanced analytical methods, and advance computational flow dynamics and atomistic simulations. It will also investigate the applications of generative AI in igneous petrology. Through comprehensive training and research, DCs will engage with case studies in high-risk volcanic areas and key sites for critical raw materials deposits.
Objective
REALISE equips a new generation of Doctoral Candidates (DC) with cutting-edge skills in volcanic hazard assessment and the exploitation of critical raw materials by combining advanced petrological studies with Machine Learning (ML) algorithms and workflows. To achieve this goal, REALISE brings together experts in Earth Sciences and Artificial Intelligence (AI) in an unprecedented attempt to develop training-to-research paths, i.e. Individual Research Projects (IRP), focusing on four key research objectives: 1) Systematically investigating the use of ML techniques to probe the lifecycle of magmas; 2) Fusing complementary information derived from cutting-edge analytical techniques to gather unprecedented petrologic data; 3) Bridging the gap between physics and ML in petrologic modelling to develop ground-breaking computational flow dynamics and atomistic simulations; 4) Exploring the potential of Generative AI, Hypothesis formulation, and Symbolic Regression in petrological studies. By combining the research activities with comprehensive training on transferable skills, DCs engage with key study cases in either volcanic areas posing significant volcanic risk [e.g. Campi Flegrei and Etna (Italy), Pico (Azores), Fogo (Cape Verde), Mt Pelée (Martinique)] or great potential in critical raw material exploitation [i.e. Beauvoir rare metal granite (Imerys kaolinite and Li deposit; France), mono-mineralic ore layers at Bushveld Igneous Complex (South Africa) and Lithium-Cesium-Tantalum pegmatites at Manono-Kitotolo (Dem. Rep. of Congo)]. Upon completion, REALISE will largely persist by establishing a network that fosters collaborations between academia and industry, enhancing disaster awareness, and contributing to the exploitation of critical raw materials. Overall, REALISE represents a significant step forward in both understanding magmatic systems and managing their associated risks and resources, with far-reaching implications for society and the scientific community.
Fields of science (EuroSciVoc)
CORDIS classifies projects with EuroSciVoc, a multilingual taxonomy of fields of science, through a semi-automatic process based on NLP techniques. See: The European Science Vocabulary.
This project's classification has been human-validated.
CORDIS classifies projects with EuroSciVoc, a multilingual taxonomy of fields of science, through a semi-automatic process based on NLP techniques. See: The European Science Vocabulary.
This project's classification has been human-validated.
- natural sciences computer and information sciences artificial intelligence
- natural sciences earth and related environmental sciences geology volcanology
- engineering and technology environmental engineering mining and mineral processing rare earths
- natural sciences earth and related environmental sciences geology petrology
Keywords
Project’s keywords as indicated by the project coordinator. Not to be confused with the EuroSciVoc taxonomy (Fields of science)
Project’s keywords as indicated by the project coordinator. Not to be confused with the EuroSciVoc taxonomy (Fields of science)
Programme(s)
Multi-annual funding programmes that define the EU’s priorities for research and innovation.
Multi-annual funding programmes that define the EU’s priorities for research and innovation.
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HORIZON.1.2 - Marie Skłodowska-Curie Actions (MSCA)
MAIN PROGRAMME
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Topic(s)
Calls for proposals are divided into topics. A topic defines a specific subject or area for which applicants can submit proposals. The description of a topic comprises its specific scope and the expected impact of the funded project.
Calls for proposals are divided into topics. A topic defines a specific subject or area for which applicants can submit proposals. The description of a topic comprises its specific scope and the expected impact of the funded project.
Funding Scheme
Funding scheme (or “Type of Action”) inside a programme with common features. It specifies: the scope of what is funded; the reimbursement rate; specific evaluation criteria to qualify for funding; and the use of simplified forms of costs like lump sums.
Funding scheme (or “Type of Action”) inside a programme with common features. It specifies: the scope of what is funded; the reimbursement rate; specific evaluation criteria to qualify for funding; and the use of simplified forms of costs like lump sums.
HORIZON-TMA-MSCA-DN - HORIZON TMA MSCA Doctoral Networks
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Call for proposal
Procedure for inviting applicants to submit project proposals, with the aim of receiving EU funding.
Procedure for inviting applicants to submit project proposals, with the aim of receiving EU funding.
(opens in new window) HORIZON-MSCA-2024-DN-01
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Net EU financial contribution. The sum of money that the participant receives, deducted by the EU contribution to its linked third party. It considers the distribution of the EU financial contribution between direct beneficiaries of the project and other types of participants, like third-party participants.
06123 Perugia
Italy
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Participants (7)
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1053 Budapest
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75006 Paris
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3000 Leuven
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30167 Hannover
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75794 Paris
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75238 Paris
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1000 Ljubljana
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Partners (11)
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00143 Roma
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45060 Orleans
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30655 Hannover
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00044 Frascati
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59120 Loos
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Partner organisations contribute to the implementation of the action, but do not sign the Grant Agreement.
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59715 Bozeman
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1012WX Amsterdam
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LL13 9XS Wrexham
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91190 SAINT AUBIN
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00193 Roma
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45067 Orleans Cedex 2
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