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Machine learning driven multi-property prediction for rare earth permanent magnet materials
Abstract Rare earth permanent magnets are key functional materials for strategic emerging fields such as energy engineering and intelligent manufacturing. Misch metal (MM)‑based alloys help boost rare‑earth resource utilization, yet traditional trial‑and‑error experiments suffer from long cycles and cumbersome variable control. In this work, we established 18 model-optimization combinations by coupling six machine learning models with three hyperparameter optimization algorithms.
Enhanced and Balanced Carrier Mobility Via n‐Type SnS Dopant Enables High‐Performance Non‐Fullerene Organic Solar Cells
Conflict of Interest The authors declare no conflict of interest. Supporting Information Filename Description adfm202406066-sup-0001-SuppMat.pdf1.3 MB Supporting Information References 1, , , , , , Adv. Mater 2023, 35, 2210760. 2, , , , , , , , , , ACS Energy Lett. 2023, 8, 1058. 3, , , , , , , , , Adv. Funct. Mater. 2022, 32, 2205115. 4, , , , , , , , , , , , , , , Adv. Mater 2021, 33, 2102420. 5, , , , , , , , , , , , , , Adv. Mater. 2022, 34, 2204718. 6, , , , , , , Adv. Mater. 2023, 35, 2208997.
Investigating the thermoelectric performance of n-type SnSe: the synergistic effect of NbCl5 doping and dislocation engineering
Investigating the thermoelectric performance of n-type SnSe: the synergistic effect of NbCl5 doping and dislocation engineering Tin selenide (SnSe) is a promising thermoelectric material because of its advantageous electronic structures and low thermal conductivity. In this work, n-type polycrystalline SnSe0.95 doped by a new dopant NbCl5 were prepared by the melting and hot press (HP), which rendered textured microstructure and anisotropic thermoelectric performance.
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