Acta Materialia | New Magnets 🧲, No Rare Earths Needed!

文摘   科学   2024-09-29 09:29   浙江  

The hunt for sustainable permanent magnets is on! Researchers from Uppsala University, Sweden, have used advanced computer models to predict the properties of new materials. They've discovered four promising candidates for rare-earth-free magnets: Ta3ZnFe8, AlFe2, Co3Ni2, and Fe3Ge. These magnets could revolutionize green technologies like electric vehicles and wind turbines. 🍃🌎
The study employs a combination of machine learning-based crystal structure prediction, density functional theory calculations (using VASP), and high-throughput screening to identify novel rare-earth-free permanent magnet candidates. Monte Carlo and atomistic spin dynamics simulations are used to assess magnetic properties, and phonon calculations confirm the stability of the identified materials.
Highlights
  • Leveraged a database of predicted crystal structures to identify novel, stable, rare-earth-free permanent magnet candidates.

  • Employed high-throughput computational screening to accelerate the discovery process.

  • Identified four promising candidates (Ta3ZnFe8, AlFe2, Co3Ni2, and Fe3Ge) with desirable magnetic properties and confirmed their dynamic stability.


Fig. 1. The spin-polarized density of states (DOS) for four materials: Ta3ZnFe8, Ga2Fe6B, AlFe2, and Co3Ni2.

Fig. 2. Promising stable and metastable materials and their key properties for permanent magnet applications: point symmetry group, saturation magnetization (Ms), magnetocrystalline anisotropy energy (MAE), Curie temperature (Tc), distance to the convex hull, formation energy, and magnetic hardness coefficient (κ).


Authors

The authors of this work are Alena VishinaOlle ErikssonHeike C. Herper from Uppsala University, Sweden, and Alena Vishina is the corresponding author of this work.

Acknowledgement 

The authors acknowledged the support of the Swedish Foundation for Strategic Research, the Swedish Research Council (VR), the Swedish Energy Agency, the Knut and Alice Wallenberg Foundation (KAW), STandUPP, eSSENCE, and the ERC. 

Citation

A. Vishina, O. Eriksson, H.C. Herper, Stable and metastable rare-earth-free permanent magnets from a database of predicted crystal structures, Acta Materialia 261 (2023) 119348. DOI: https://doi.org/10.1016/j.actamat.2023.119348



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