3 papers
cond-mat.mtrl-sci2025
Control of Covalent Bond Enables Efficient Magnetic Cooling
Xin Tang, Yoshio Miura, Noriki Terada +14
Magnetic cooling, harnessing the temperature change in matter when exposed to a magnetic field, presents an energy-efficient and climate-friendly alternative to traditional vapor-c…
cond-mat.mtrl-sci2025
Accurate Screening of Functional Materials with Machine-Learning Potential and Transfer-Learned Regressions: Heusler Alloy Benchmark
Enda Xiao, Terumasa Tadano
A machine learning-accelerated high-throughput (HTP) workflow for the discovery of magnetic materials is presented. As a test case, we screened quaternary and all- Heusler compo…
cond-mat.mtrl-sci2025
High-throughput computational screening of Heusler compounds with phonon considerations for enhanced material discovery
Enda Xiao, Terumasa Tadano
High-throughput (HTP) calculations are performed on 27,865 Heusler compositions, covering a broad range of regular, inverse, and half-Heusler compounds in both cubic…