Objective Magnetic materials are essential for many applications in energy, information, and communication technologies. However, the complex phenomena at different length and time scales often limit the development of new magnetic materials and devices. The goal of this project is to develop a magnetic multiscale modeling suite that will allow the design and optimisation of magnetic materials and devices based on multiscale modelling, characterisation, and numerical optimisation. To achieve interoperability between software and analysis tools, we will establish a domain ontology for magnetic materials. We will collaborate with EU magnet industry to create standards for linking simulation software for magnetic materials from first principles simulations and micromagnetics to device level simulators. MaMMoS will use artificial intelligence (AI) to fuse modeling and characterization data. AI methods will identify and correct systematic errors in the simulation data, enabling more accurate predictions. Moreover, AI models can fill gaps where measurements are not available. AI models can also serve as a surrogate in multi-objective optimisation. Optimisation will guide further experiments or simulations, reducing the development time. In MaMMoS, we will apply this approach to speed up the development of permanent magnets with reduced critical elements for electric machines and to optimise the layout of magnetic field sensors for high linearity range. The MaMMoS software will be validated against benchmarks defined according to the industrial requirements for electric machine and sensor design. The multiscale magnetic materials modeling suite will be made open source to enable easy access to high-end simulation tools. Interoperability will facilitate data sharing and reuse among researchers and industries. Interpretable machine learning will reveal insights into the physics and chemistry of magnetic materials and guide the discovery of new materials for the European green deal. Fields of science natural sciencescomputer and information sciencesknowledge engineeringontologyengineering and technologyelectrical engineering, electronic engineering, information engineeringelectronic engineeringsensorsnatural sciencescomputer and information sciencescomputational sciencemultiphysicsnatural sciencescomputer and information sciencesartificial intelligencemachine learningnatural sciencescomputer and information sciencessoftwaresoftware applicationssimulation software Keywords Magnetic materials permanent magnets magnetic sensors green transition machine learning Programme(s) HORIZON.2.4 - Digital, Industry and Space Main Programme HORIZON.2.4.3 - Emerging enabling technologies Topic(s) HORIZON-CL4-2023-DIGITAL-EMERGING-01-12 - Adaptive multi-scale modelling and characterisation suites from lab to production (RIA) Call for proposal HORIZON-CL4-2023-DIGITAL-EMERGING-01 See other projects for this call Funding Scheme HORIZON-RIA - HORIZON Research and Innovation Actions Coordinator UNIVERSITAT FUR WEITERBILDUNG KREMS Net EU contribution € 1 778 240,00 Address DR KARL DORREK STRASSE 30 3500 Krems Austria See on map Region Ostösterreich Niederösterreich Waldviertel Activity type Higher or Secondary Education Establishments Links Contact the organisation Opens in new window Website Opens in new window Participation in EU R&I programmes Opens in new window HORIZON collaboration network Opens in new window Total cost € 1 778 240,00 Participants (7) Sort alphabetically Sort by Net EU contribution Expand all Collapse all LEIBNIZ INSTITUT FUR FESTKORPER UND WERKSTOFFORSCHUNG DRESDEN EV Germany Net EU contribution € 940 000,00 Address HELMHOLTZSTRASSE 20 01069 Dresden See on map Region Sachsen Dresden Dresden, Kreisfreie Stadt Activity type Research Organisations Links Contact the organisation Opens in new window Website Opens in new window Participation in EU R&I programmes Opens in new window HORIZON collaboration network Opens in new window Total cost € 940 000,00 UPPSALA UNIVERSITET Sweden Net EU contribution € 1 041 430,00 Address VON KRAEMERS ALLE 4 751 05 Uppsala See on map Region Östra Sverige Östra Mellansverige Uppsala län Activity type Higher or Secondary Education Establishments Links Contact the organisation Opens in new window Website Opens in new window Participation in EU R&I programmes Opens in new window HORIZON collaboration network Opens in new window Total cost € 1 041 430,00 CENTRE NATIONAL DE LA RECHERCHE SCIENTIFIQUE CNRS France Net EU contribution € 820 436,25 Address RUE MICHEL ANGE 3 75794 Paris See on map Region Ile-de-France Ile-de-France Paris Activity type Research Organisations Links Contact the organisation Opens in new window Website Opens in new window Participation in EU R&I programmes Opens in new window HORIZON collaboration network Opens in new window Total cost € 874 076,25 Third-party Legal entity other than a subcontractor which is affiliated or legally linked to a participant. The entity carries out work under the conditions laid down in the Grant Agreement, supplies goods or provides services for the action, but did not sign the Grant Agreement. A third party abides by the rules applicable to its related participant under the Grant Agreement with regard to eligibility of costs and control of expenditure. UNIVERSITE GRENOBLE ALPES France Net EU contribution € 53 640,00 Address 621 AVENUE CENTRALE 38058 Grenoble See on map Region Auvergne-Rhône-Alpes Rhône-Alpes Isère Activity type Higher or Secondary Education Establishments Links Contact the organisation Opens in new window Participation in EU R&I programmes Opens in new window HORIZON collaboration network Opens in new window Total cost € 53 640,00 MAX-PLANCK-GESELLSCHAFT ZUR FORDERUNG DER WISSENSCHAFTEN EV Germany Net EU contribution € 1 432 975,00 Address HOFGARTENSTRASSE 8 80539 Munchen See on map Region Bayern Oberbayern München, Kreisfreie Stadt Activity type Research Organisations Links Contact the organisation Opens in new window Website Opens in new window Participation in EU R&I programmes Opens in new window HORIZON collaboration network Opens in new window Total cost € 1 432 975,00 SIEMENS AKTIENGESELLSCHAFT Germany Net EU contribution € 271 242,50 Address WERNER-VON-SIEMENS-STR. 1 80333 Munchen See on map Region Bayern Oberbayern München, Kreisfreie Stadt Activity type Private for-profit entities (excluding Higher or Secondary Education Establishments) Links Contact the organisation Opens in new window Website Opens in new window Participation in EU R&I programmes Opens in new window HORIZON collaboration network Opens in new window Total cost € 271 242,50 ROBERT BOSCH GMBH Germany Net EU contribution € 436 860,00 Address ROBERT-BOSCH-PLATZ 1 70839 Gerlingen-Schillerhoehe See on map Region Baden-Württemberg Stuttgart Ludwigsburg Activity type Private for-profit entities (excluding Higher or Secondary Education Establishments) Links Contact the organisation Opens in new window Website Opens in new window Participation in EU R&I programmes Opens in new window HORIZON collaboration network Opens in new window Total cost € 436 860,00
