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machine learning enhanced Ab Initio Mesoscale electrochemical Simulator

Objective

The transition to a sustainable energy future depends on advanced electrochemical technologies such as batteries and fuel cells. However, the development of critical materials and interfaces for these devices is often hindered by a laborious and resource-intensive cycle of experimental trial-and-error. While a paradigm shift towards in silico rational design is underway, a significant gap persists in modeling these electrochemical interfaces at the mesoscale (1-100 nm) with predictive accuracy. Current computational methods are either too slow for this scale, like atomistic simulations, or too inaccurate, like continuum models. The AIMS project will bridge this critical gap by developing a novel computational framework: the machine learning-enhanced Ab Initio Mesoscale electrochemical Simulator (AIMS). This framework will systematically embed microscopic information from molecular dynamics simulations into efficient continuum models, synergistically combining the researcher's data-driven expertise with the host's physics-driven theoretical approach. The resulting tool will be validated on systems of increasing complexity, from simple gold surfaces to realistic platinum nanoparticle catalysts. The long-term impact of this work is substantial; it will establish a new scientific framework for electrochemical modeling, accelerate the economic R&D cycle for energy technologies, and ultimately contribute to a more sustainable future by enabling the design of low-cost, high-stability renewable energy devices.

Fields of science (EuroSciVoc)

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Keywords

Project’s keywords as indicated by the project coordinator. Not to be confused with the EuroSciVoc taxonomy (Fields of science)

Programme(s)

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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.

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.

HORIZON-TMA-MSCA-PF-EF - HORIZON TMA MSCA Postdoctoral Fellowships - European Fellowships

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Call for proposal

Procedure for inviting applicants to submit project proposals, with the aim of receiving EU funding.

(opens in new window) HORIZON-MSCA-2025-PF

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Coordinator

FORSCHUNGSZENTRUM JULICH GMBH
Net EU contribution

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.

€ 202 125,12
Address
WILHELM JOHNEN STRASSE
52428 JULICH
Germany

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Region
Nordrhein-Westfalen Köln Düren
Activity type
Research Organisations
Links
Total cost

The total costs incurred by this organisation to participate in the project, including direct and indirect costs. This amount is a subset of the overall project budget.

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