Recent advances and applications of machine learning in solid-state materials science
One of the most exciting tools that have entered the material science toolbox in recent years
is machine learning. This collection of statistical methods has already proved to be capable …
is machine learning. This collection of statistical methods has already proved to be capable …
Review of computational approaches to predict the thermodynamic stability of inorganic solids
CJ Bartel - Journal of Materials Science, 2022 - Springer
Improvements in the efficiency and availability of quantum chemistry codes, supercomputing
centers, and open materials databases have transformed the accessibility of computational …
centers, and open materials databases have transformed the accessibility of computational …
Autonomous and dynamic precursor selection for solid-state materials synthesis
Solid-state synthesis plays an important role in the development of new materials and
technologies. While in situ characterization and ab-initio computations have advanced our …
technologies. While in situ characterization and ab-initio computations have advanced our …
Text-mined dataset of inorganic materials synthesis recipes
Materials discovery has become significantly facilitated and accelerated by high-throughput
ab-initio computations. This ability to rapidly design interesting novel compounds has …
ab-initio computations. This ability to rapidly design interesting novel compounds has …
Toward autonomous design and synthesis of novel inorganic materials
Autonomous experimentation driven by artificial intelligence (AI) provides an exciting
opportunity to revolutionize inorganic materials discovery and development. Herein, we …
opportunity to revolutionize inorganic materials discovery and development. Herein, we …
The interplay between thermodynamics and kinetics in the solid-state synthesis of layered oxides
In the synthesis of inorganic materials, reactions often yield non-equilibrium kinetic
byproducts instead of the thermodynamic equilibrium phase. Understanding the competition …
byproducts instead of the thermodynamic equilibrium phase. Understanding the competition …
The 2019 materials by design roadmap
Advances in renewable and sustainable energy technologies critically depend on our ability
to design and realize materials with optimal properties. Materials discovery and design …
to design and realize materials with optimal properties. Materials discovery and design …
[HTML][HTML] A practical field guide to thermoelectrics: Fundamentals, synthesis, and characterization
The study of thermoelectric materials spans condensed matter physics, materials science
and engineering, and solid-state chemistry. The diversity of the participants and the inherent …
and engineering, and solid-state chemistry. The diversity of the participants and the inherent …
Heteroanionic materials by design: progress toward targeted properties
JK Harada, N Charles, KR Poeppelmeier… - Advanced …, 2019 - Wiley Online Library
The burgeoning field of anion engineering in oxide‐based compounds aims to tune physical
properties by incorporating additional anions of different size, electronegativity, and charge …
properties by incorporating additional anions of different size, electronegativity, and charge …
Chemistry of quantum spin liquids
Quantum spin liquids are an exciting playground for exotic physical phenomena and
emergent many-body quantum states. The realization and discovery of quantum spin liquid …
emergent many-body quantum states. The realization and discovery of quantum spin liquid …