Polarons in materials

C Franchini, M Reticcioli, M Setvin… - Nature Reviews Materials, 2021 - nature.com
Polarons are quasiparticles that easily form in polarizable materials due to the coupling of
excess electrons or holes with ionic vibrations. These quasiparticles manifest themselves in …

Critical review of machine learning applications in perovskite solar research

B Yılmaz, R Yıldırım - Nano Energy, 2021 - Elsevier
The astonishing progress achieved in perovskite solar cells in recent years has coincided
with the growing interest in machine learning (ML) for material discovery, and the number of …

Structural transitions, octahedral rotations, and electronic properties of A3Ni2O7 rare-earth nickelates under high pressure

B Geisler, JJ Hamlin, GR Stewart, RG Hennig… - npj Quantum …, 2024 - nature.com
Motivated by the recent observation of superconductivity with T c~ 80 K in pressurized
La3Ni2O7, we explore the structural and electronic properties of A 3Ni2O7 bilayer nickelates …

ET-AL: Entropy-targeted active learning for bias mitigation in materials data

H Zhang, WW Chen, JM Rondinelli… - Applied Physics Reviews, 2023 - pubs.aip.org
Growing materials data and data-driven informatics drastically promote the discovery and
design of materials. While there are significant advancements in data-driven models, the …

Is domain knowledge necessary for machine learning materials properties?

RJ Murdock, SK Kauwe, AYT Wang… - Integrating Materials and …, 2020 - Springer
New featurization schemes for describing materials as composition vectors in order to
predict their properties using machine learning are common in the field of Materials …

Face-centered cubic carbon as a fourth basic carbon allotrope with properties of intrinsic semiconductors and ultra-wide bandgap

I Konyashin, R Muydinov, A Cammarata… - Communications …, 2024 - nature.com
Carbon is considered to exist in three basic forms: diamond, graphite/graphene/fullerenes,
and carbyne, which differ in a type of atomic orbitals hybridization. Since several decades …

Modeling polyzwitterion-based drug delivery platforms: A perspective of the current state-of-the-art and beyond

S Javan Nikkhah, M Vandichel - ACS Engineering Au, 2022 - ACS Publications
Drug delivery platforms are anticipated to have biocompatible and bioinert surfaces.
PEGylation of drug carriers is the most approved method since it improves water solubility …

Hydrogen adsorption on fcc metal surfaces towards the rational design of electrode materials

CM Lousada, AM Kotasthane - Scientific Reports, 2024 - nature.com
The successful large-scale implementation of hydrogen as an energy vector requires high
performance electrodes and catalysts made of abundant materials. Rational materials …

Correlated interface electron gas in infinite-layer nickelate versus cuprate films on

B Geisler, R Pentcheva - Physical Review Research, 2021 - APS
Based on first-principles calculations including a Coulomb repulsion term, we identify trends
in the electronic reconstruction of A NiO 2/SrTiO 3 (001)(A= Pr, La) and A CuO 2/SrTiO 3 …

Fundamental difference in the electronic reconstruction of infinite-layer versus perovskite neodymium nickelate films on (001)

B Geisler, R Pentcheva - Physical Review B, 2020 - APS
Motivated by recent reports of superconductivity in Sr-doped NdNiO 2 films on SrTiO 3
(001)[Nature (London) 572, 624 (2019) NATUAS 0028-0836 10.1038/s41586-019-1496-5] …