Abstract:
This letter summarizes the recent development of magnetic materials search using artificial intelligence (AI) and machine learning (ML) and briefly introduces ML and AI a...Show MoreMetadata
Abstract:
This letter summarizes the recent development of magnetic materials search using artificial intelligence (AI) and machine learning (ML) and briefly introduces ML and AI approaches to materials discovery. The authors offer a flowchart to aid the selection of relevant approaches for their material search. This letter also covers the authors' recent research activities in magnetism and quantum materials, including topological materials, Heusler alloys, interfaces, and permanent magnets. This overview is based on a recent symposium at IEEE Intermag 2023.
Published in: IEEE Magnetics Letters ( Volume: 14)
Department of Chemistry, Massachusetts Institute of Technology, Cambridge, MA, USA
Department of Nuclear Science and Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
Center for Basic Research on Materials, National Institute for Materials Science, Tsukuba, Japan
Laboratoire de Physique de l'Ecole Normale Supérieure, Université PSL, CNRS, Sorbonne Université, Paris, France
Max-Planck-Institut für Chemische Physik Fester Stoffe, Dresden, Germany
Research Institute of Electrical Communication, Tohoku University, Sendai, Japan
Center for Science and Innovation in Spintronics, Core Research Cluster, Tohoku University, Sendai, Japan
CD Labor for Magnet Design Through Physics Informed Machine Learning, Danube University Krems, Wiener Neustadt, Austria
CD Labor for Magnet Design Through Physics Informed Machine Learning, Danube University Krems, Wiener Neustadt, Austria
Center for Science and Innovation in Spintronics, Core Research Cluster, Tohoku University, Sendai, Japan
School of Physics, Engineering and Technology, University of York, York, U.K.
Contents Department of Chemistry, Massachusetts Institute of Technology, Cambridge, MA, USA
Department of Nuclear Science and Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
Center for Basic Research on Materials, National Institute for Materials Science, Tsukuba, Japan
Laboratoire de Physique de l'Ecole Normale Supérieure, Université PSL, CNRS, Sorbonne Université, Paris, France
Max-Planck-Institut für Chemische Physik Fester Stoffe, Dresden, Germany
Research Institute of Electrical Communication, Tohoku University, Sendai, Japan
Center for Science and Innovation in Spintronics, Core Research Cluster, Tohoku University, Sendai, Japan
CD Labor for Magnet Design Through Physics Informed Machine Learning, Danube University Krems, Wiener Neustadt, Austria
CD Labor for Magnet Design Through Physics Informed Machine Learning, Danube University Krems, Wiener Neustadt, Austria
Center for Science and Innovation in Spintronics, Core Research Cluster, Tohoku University, Sendai, Japan
School of Physics, Engineering and Technology, University of York, York, U.K.