New Sustainable Fe-rich Magnet using a predictive Alloy and Microstructure Design Toolbox

MAG-TOOL aims to develop a sustainable, high-performance magnet by using machine learning to streamline the exploration of SmFe12-based compounds, reducing experiments from 10^8 to 10^2.

Subsidie
€ 1.499.876
2025

Projectdetails

Introduction

Nd-Fe-B magnets are central to both green mobility and the generation of electricity from renewable resources. However, the need to incorporate heavy rare earths like Tb and Dy, which are highly critical raw materials, to operate these magnets above 100 °C (required for electric vehicles and wind turbines) makes them very costly, environmentally damaging, and creates a very fragile value chain. Despite four decades of effort, no practical alternative to Nd-Fe-B has been found.

Background

SmFe12-based compounds have superior intrinsic magnetic properties, actually surpassing those of benchmark Nd-Fe-B, and do not require additional heavy rare earths. The challenge with SmFe12 is phase instability in the bulk form and creating a microstructure that will convert the large intrinsic anisotropy field into usable coercivity.

Research Challenges

What we know so far is that the solution lies in combining multiple alloying elements, each impacting the properties differently. In Sm(Fe,M,X,Z)12, for example, 20 alloying elements result in around 10^8 combinations (experiments) if each element varies from 1 to 15 at.% in quinary compositions.

Project Overview

MAG-TOOL will create a cutting-edge toolbox that combines experimental techniques with state-of-the-art machine-learning algorithms, eliminating the need for trial-and-error. This breakthrough approach drastically reduces the number of experiments from a daunting 10^8 down to a manageable 10^2.

Methodology

MAG-TOOL will achieve this by breaking the multi-element complexity and starting to predict the compounds with useful phases using only three elements. This knowledge will be transferred to multi-element situations and combined with robust experiments to deliver superior magnetic properties in powders and melt-spun ribbons.

Innovations

MAG-TOOL will also include a laser-deposition, additive-manufacturing system for rapidly creating many compositions within the same bulk samples through compositional gradients.

Expected Outcomes

The outcome of the project will be the new medium- and high-performance sustainable magnet.

Financiële details & Tijdlijn

Financiële details

Subsidiebedrag€ 1.499.876
Totale projectbegroting€ 1.499.876

Tijdlijn

Startdatum1-3-2025
Einddatum28-2-2030
Subsidiejaar2025

Partners & Locaties

Projectpartners

  • TECHNISCHE UNIVERSITAT DARMSTADTpenvoerder

Land(en)

Germany

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