Physics-inspired structural representations for molecules and materials

F Musil, A Grisafi, AP Bartók, C Ortner… - Chemical …, 2021 - ACS Publications
The first step in the construction of a regression model or a data-driven analysis, aiming to
predict or elucidate the relationship between the atomic-scale structure of matter and its …

Sustainable aqueous metal-air batteries: An insight into electrolyte system

L Wang, D Snihirova, M Deng, B Vaghefinazari… - Energy Storage …, 2022 - Elsevier
To meet the growing demand for sustainable and endurable energy sources, various novel
energy conversion and storage systems have emerged and been developed rapidly over …

[HTML][HTML] Molecular modeling of organic corrosion inhibitors: Calculations, pitfalls, and conceptualization of molecule–surface bonding

A Kokalj - Corrosion Science, 2021 - Elsevier
Molecular modeling of corrosion inhibitors has gained momentum in the last decade. This
paper describes various approaches, starting with the so-called MEPTIC (Molecular …

High-energy and durable aqueous magnesium batteries: Recent advances and perspectives

M Deng, L Wang, B Vaghefinazari, W Xu, C Feiler… - Energy Storage …, 2021 - Elsevier
Aqueous Mg batteries are promising energy storage and conversion systems to cope with
the increasing demand for green, renewable and sustainable energy. Realization of high …

[HTML][HTML] Simplistic correlations between molecular electronic properties and inhibition efficiencies: Do they really exist?

A Kokalj, M Lozinšek, B Kapun, P Taheri, S Neupane… - Corrosion science, 2021 - Elsevier
The often used simplistic correlations between molecular electronic parameters and
experimentally determined corrosion inhibition efficiencies are critically evaluated for a set of …

[HTML][HTML] Recently deepened insights regarding Mg corrosion and advanced engineering applications of Mg alloys

GL Song, A Atrens - Journal of Magnesium and Alloys, 2023 - Elsevier
This review summarizes recent insights into the Mg corrosion mechanism, clarifies many
critical controversial points regarding the Mg corrosion behaviour, and updates some efforts …

Probing the randomness of the local current distributions of 316 L stainless steel corrosion in NaCl solution

LB Coelho, D Torres, M Bernal, GM Paldino… - Corrosion …, 2023 - Elsevier
This investigation proposes using Scanning Electrochemical Cell Microscopy (SECCM) as a
high throughput tool to collect corrosion activity from randomly probed locations on 316 L …

Estimating pitting descriptors of 316 L stainless steel by machine learning and statistical analysis

LB Coelho, D Torres, V Vangrunderbeek… - NPJ Materials …, 2023 - nature.com
A hybrid rule-based/ML approach using linear regression and artificial neural networks
(ANNs) determined pitting corrosion descriptors from high-throughput data obtained with …

Chromate-free corrosion protection strategies for magnesium alloys—a review: part III—corrosion inhibitors and combining them with other protection strategies

B Vaghefinazari, E Wierzbicka, P Visser, R Posner… - Materials, 2022 - mdpi.com
Owing to the unique active corrosion protection characteristic of hexavalent chromium-
based systems, they have been projected to be highly effective solutions against the …

[HTML][HTML] Impact of inhibition mechanisms, automation, and computational models on the discovery of organic corrosion inhibitors

DA Winkler, AE Hughes, C Özkan, A Mol… - Progress in Materials …, 2024 - Elsevier
The targeted removal of efficient but toxic corrosion inhibitors based on hexavalent
chromium has provided an impetus for discovery of new, more benign organic compounds …