Combining machine learning and computational chemistry for predictive insights into chemical systems

JA Keith, V Vassilev-Galindo, B Cheng… - Chemical …, 2021 - ACS Publications
Machine learning models are poised to make a transformative impact on chemical sciences
by dramatically accelerating computational algorithms and amplifying insights available from …

Microkinetic modeling: a tool for rational catalyst design

AH Motagamwala, JA Dumesic - Chemical Reviews, 2020 - ACS Publications
The design of heterogeneous catalysts relies on understanding the fundamental surface
kinetics that controls catalyst performance, and microkinetic modeling is a tool that can help …

[HTML][HTML] Machine learning of solvent effects on molecular spectra and reactions

M Gastegger, KT Schütt, KR Müller - Chemical science, 2021 - pubs.rsc.org
Fast and accurate simulation of complex chemical systems in environments such as
solutions is a long standing challenge in theoretical chemistry. In recent years, machine …

Computational approaches to dissociative chemisorption on metals: towards chemical accuracy

GJ Kroes - Physical Chemistry Chemical Physics, 2021 - pubs.rsc.org
We review the state-of-the-art in the theory of dissociative chemisorption (DC) of small gas
phase molecules on metal surfaces, which is important to modeling heterogeneous catalysis …

[HTML][HTML] Catalytic approaches to multicomponent reactions: A critical review and perspectives on the roles of catalysis

BAD Neto, RO Rocha, MO Rodrigues - Molecules, 2021 - mdpi.com
In this review, we comprehensively describe catalyzed multicomponent reactions (MCRs)
and the multiple roles of catalysis combined with key parameters to perform these …

Insight into the solvent effects on ethanol oxidation on Ir (100)

R Wu, L Wang - Physical Chemistry Chemical Physics, 2023 - pubs.rsc.org
Solvent effects have always been a non-negligible factor for aqueous catalytic reactions,
though few studies have been devoted towards the molecular understanding and impact of …

[HTML][HTML] Autonomous reaction network exploration in homogeneous and heterogeneous catalysis

M Steiner, M Reiher - Topics in Catalysis, 2022 - Springer
Autonomous computations that rely on automated reaction network elucidation algorithms
may pave the way to make computational catalysis on a par with experimental research in …

Hybrid discrete‐continuum solvation methods

JR Pliego Jr, JM Riveros - Wiley Interdisciplinary Reviews …, 2020 - Wiley Online Library
Hybrid discrete‐continuum approaches for solvation have been widely applied for diverse
problems in chemistry suck as pKa calculation in aqueous and nonaqueous solvents …

[HTML][HTML] Production of furans from C 5 and C 6 sugars in the presence of polar organic solvents

L Ricciardi, W Verboom, JP Lange… - Sustainable Energy & …, 2022 - pubs.rsc.org
Furfural and hydroxymethylfurfural are promising platform molecules for manufacturing
chemicals and fuel components. These furanic compounds are the product of the acid …

Synthesis and functionalization of cross-linked molecularly imprinted polymer (MIP) microwave-assisted for recognition and selective extraction of lead (II) and arsenic …

HB Hawash, M Hagar, MF Elkady, AA Moneer… - Chemical Engineering …, 2023 - Elsevier
A cross-linked molecularly imprinted polymer (MIP) was synthesized and functionalized by
metal oxide nanoparticles (TiO 2 and SiO 2) to form a potential cross-linked (MIP) …