Gaussian process regression for materials and molecules

VL Deringer, AP Bartók, N Bernstein… - Chemical …, 2021 - ACS Publications
We provide an introduction to Gaussian process regression (GPR) machine-learning
methods in computational materials science and chemistry. The focus of the present review …

Recent progress of amorphous nanomaterials

J Kang, X Yang, Q Hu, Z Cai, LM Liu, L Guo - Chemical Reviews, 2023 - ACS Publications
Amorphous materials are metastable solids with only short-range order at the atomic scale,
which results from local intermolecular chemical bonding. The lack of long-range order …

Review on the correlation between microstructure and mechanical performance for laser powder bed fusion AlSi10Mg

L Zhao, L Song, JGS Macías, Y Zhu, M Huang… - Additive …, 2022 - Elsevier
As important structural materials widely used in aerospace and automotive industries,
aluminum alloys are perfect candidates for development of laser metal additive …

A top-down strategy for amorphization of hydroxyl compounds for electrocatalytic oxygen evolution

S Liu, S Geng, L Li, Y Zhang, G Ren, B Huang… - Nature …, 2022 - nature.com
Amorphous materials have attracted increasing attention in diverse fields due to their unique
properties, yet their controllable fabrications still remain great challenges. Here, we …

Microscopic mechanisms of pressure-induced amorphous-amorphous transitions and crystallisation in silicon

Z Fan, H Tanaka - Nature Communications, 2024 - nature.com
Some low-coordination materials, including water, silica, and silicon, exhibit polyamorphism,
having multiple amorphous forms. However, the microscopic mechanism and kinetic …

Van der Waals semiconductor InSe plastifies by martensitic transformation

Y Sun, Y Ma, JY Zhang, TR Wei, X Shi, D Rodney… - Science …, 2024 - science.org
Inorganic semiconductor materials are crucial for modern technologies, but their brittleness
and limited processability hinder the development of flexible, wearable, and miniaturized …

In situ microscopy techniques for characterizing the mechanical properties and deformation behavior of two-dimensional (2D) materials

P Li, Z Kang, Z Zhang, Q Liao, F Rao, Y Lu, Y Zhang - Materials Today, 2021 - Elsevier
Due to the atomic thickness and planar characteristics, two-dimensional (2D) materials such
as graphene and transition metal dichalcogenides (TMDs) are considered to be excellent …

How Amorphous Nanomaterials Enhanced Electrocatalytic, SERS, and Mechanical Properties

J Kang, F Li, Z Xu, X Chen, M Sun, Y Li, X Yang, L Guo - JACS Au, 2023 - ACS Publications
There is ever-growing research interest in nanomaterials because of the unique properties
that emerge on the nanometer scale. While crystalline nanomaterials have received a surge …

Dually cross-linked single network poly (ionic liquid)/ionic liquid ionogels for a flexible strain-humidity bimodal sensor

F **e, X Gao, Y Yu, F Lu, L Zheng - Soft Matter, 2021 - pubs.rsc.org
Gel electrolytes have aroused extensive interest for diverse flexible electronics due to their
high ionic conductivity and inherent stretchability. However, gel electrolytes still face …