Artificial intelligence for search and discovery of quantum materials

V Stanev, K Choudhary, AG Kusne, J Paglione… - Communications …, 2021 - nature.com
Artificial intelligence and machine learning are becoming indispensable tools in many areas
of physics, including astrophysics, particle physics, and climate science. In the arena of …

Machine learning autonomous identification of magnetic alloys beyond the Slater-Pauling limit

Y Iwasaki, R Sawada, E Saitoh, M Ishida - Communications Materials, 2021 - nature.com
Discovery of new magnets with high magnetization has always been important in human
history because it has given birth to powerful motors and memory devices. Currently, the …

Large tunnel magnetoresistance in magnetic tunnel junctions with magnetic electrodes of metastable body-centered cubic CoMnFe alloys

T Ichinose, J Ikeda, Y Onodera, T Tsuchiya… - Journal of Alloys and …, 2023 - Elsevier
A magnetic tunnel junction (MTJ) is a key device in spintronics applications, such as
magnetoresistive random access memory (MRAM). Current standard magnetic material for …

Preparation of Co-Fe-Ni alloy micropillar by microanode-guided electroplating

YT Tseng, GX Wu, JC Lin, YR Hwang, DH Wei… - Journal of Alloys and …, 2021 - Elsevier
Microanode-guided electroplating (MAGE) was performed to prepare cobalt-iron-nickel
alloying micropillars. The electrolyte was prepared by fixing [Fe 2+] at 0.040 M and varying …

Evidence-based recommender system for high-entropy alloys

MQ Ha, DN Nguyen, VC Nguyen, T Nagata… - Nature Computational …, 2021 - nature.com
Existing data-driven approaches for exploring high-entropy alloys (HEAs) face three
challenges: numerous element-combination candidates, designing appropriate descriptors …

Thermal transport in two-dimensional nematic superconductors

S Sen Choudhury, S Peterson, Y Idzerda - Physical Review B, 2022 - APS
We study the thermal transport in a two-dimensional system with coexisting superconducting
(SC) and nematic orders. We analyze the nature of the coexistence phase in a tight-binding …

[HTML][HTML] Determination of anisotropy constants via fitting of magnetic hysteresis to numerical calculation of Stoner–Wohlfarth model

SF Peterson, YU Idzerda - AIP Advances, 2021 - pubs.aip.org
Anisotropy constants of magnetic materials are typically determined through angle-resolved
Ferromagnetic Resonance (ar-FMR) and torque magnetometry, which can be time …

Metastable body-centered cubic CoMnFe alloy films with perpendicular magnetic anisotropy for spintronics memory

D Kumar, M Ishibashi, T Roy, M Tsujikawa… - … and Technology of …, 2024 - Taylor & Francis
ABSTRACT A body-centered cubic (bcc) FeCo (B) is a current standard magnetic material
for perpendicular magnetic tunnel junctions (p-MTJs) showing both large tunnel …

[HTML][HTML] Advancing magnetic material discovery through machine learning: Unveiling new manganese-based materials

Y Khatri, A Kashyap - APL Machine Learning, 2023 - pubs.aip.org
Magnetic materials are used in a variety of applications, such as electric generators,
speakers, hard drives, MRI machines, etc. Discovery of new magnetic materials with …

Large Tunneling Magnetoresistance in Perpendicularly Magnetized Magnetic Tunnel Junctions Using / Multilayers

T Yamamoto, T Ichinose, J Uzuhashi, T Nozaki… - Physical Review …, 2023 - APS
We study the magnetic and electrical transport properties of magnetic tunnel junctions
(MTJs) consisting of a Co 75 Mn 25/Mo/Co 20 Fe 60 B 20 multilayer prepared using a mass …