High‐throughput discovery of novel cubic crystal materials using deep generative neural networks

Y Zhao, M Al‐Fahdi, M Hu, EMD Siriwardane… - Advanced …, 2021 - Wiley Online Library
High‐throughput screening has become one of the major strategies for the discovery of
novel functional materials. However, its effectiveness is severely limited by the lack of …

Lattice thermal conductivity of half-Heuslers with density functional theory and machine learning: Enhancing predictivity by active sampling with principal component …

R Tranås, OM Løvvik, O Tomic, K Berland - Computational Materials …, 2022 - Elsevier
Low lattice thermal conductivity is essential for high thermoelectric performance of a
material. Lattice thermal conductivity is often computed using density functional theory …

[PDF][PDF] Automated prediction of lattice parameters from X-ray powder diffraction patterns

SR Chitturi, D Ratner, RC Walroth… - Journal of Applied …, 2021 - journals.iucr.org
A key step in the analysis of powder X-ray diffraction (PXRD) data is the accurate
determination of unit-cell lattice parameters. This step often requires significant human …

Modeling of lattice parameters of cubic perovskite oxides and halides

Y Zhang, X Xu - Heliyon, 2021 - cell.com
Perovskites having the chemical formulae of ABX 3 are promising candidates for various
electronic, magnetic, and thermal applications. One of the important structural factors is a …

Predicting the crystal structure and lattice parameters of the perovskite materials via different machine learning models based on basic atom properties

S Jarin, Y Yuan, M Zhang, M Hu, M Rana, S Wang… - Crystals, 2022 - mdpi.com
Perovskite materials have high potential for the renewable energy sources such as solar PV
cells, fuel cells, etc. Different structural distortions such as crystal structure and lattice …

Machine learning based prediction of space group for Ba (Ce0. 8-xZrx) Y0. 2O3 perovskite-type protonic conductors

K Nomura, H Shimada, Y Yamaguchi, H Sumi… - Ceramics …, 2023 - Elsevier
Abstract Space groups of Ba (Ce 0.8-x Zr x) Y 0.2 O 3 (0≤ x≤ 0.8) perovskite-type protonic
conductors of wide temperature range from 25 to 900° C in dry and wet atmospheres are …