Machine learning for chemical reactions

M Meuwly - Chemical Reviews, 2021 - ACS Publications
Machine learning (ML) techniques applied to chemical reactions have a long history. The
present contribution discusses applications ranging from small molecule reaction dynamics …

Atmospheric chemistry of oxygenated volatile organic compounds: impacts on air quality and climate

A Mellouki, TJ Wallington, J Chen - Chemical reviews, 2015 - ACS Publications
It is hard to overstate the importance of oxygenated organic compounds in atmospheric
chemistry. Oxygenated organic compounds are emitted into the atmosphere from natural …

A large and ubiquitous source of atmospheric formic acid

DB Millet, M Baasandorj, DK Farmer… - Atmospheric …, 2015 - acp.copernicus.org
Formic acid (HCOOH) is one of the most abundant acids in the atmosphere, with an
important influence on precipitation chemistry and acidity. Here we employ a chemical …

New pathways for formation of acids and carbonyl products in low-temperature oxidation: The Korcek decomposition of γ-ketohydroperoxides

A Jalan, IM Alecu, R Meana-Pañeda… - Journal of the …, 2013 - ACS Publications
We present new reaction pathways relevant to low-temperature oxidation in gaseous and
condensed phases. The new pathways originate from γ-ketohydroperoxides (KHP), which …

Unimolecular reaction pathways of a γ-ketohydroperoxide from combined application of automated reaction discovery methods

CA Grambow, A Jamal, YP Li, WH Green… - Journal of the …, 2018 - ACS Publications
Ketohydroperoxides are important in liquid-phase autoxidation and in gas-phase partial
oxidation and pre-ignition chemistry, but because of their low concentration, instability, and …

Gas-phase identification of (Z)-1, 2-ethenediol, a key prebiotic intermediate in the formose reaction

M Melosso, L Bizzocchi, H Gazzeh, F Tonolo… - Chemical …, 2022 - pubs.rsc.org
Prebiotic sugars are thought to be formed on primitive Earth by the formose reaction.
However, their formation is not fully understood and it is plausible that key intermediates …

[HTML][HTML] Vinyl alcohol formation via catalytic β-dehydrogenation of ethanol on Ir (100)

R Wu, L Wang - Chemical Physics Impact, 2021 - Elsevier
Dehydrogenation of ethanol, CH 3 CH 2 OH, on Ir (100) was studied using Density
Functional Theory (DFT) calculations. β-dehydrogenation of ethanol to CH 2 CH 2 OH has …

Role of double hydrogen atom transfer reactions in atmospheric chemistry

M Kumar, A Sinha, JS Francisco - Accounts of Chemical Research, 2016 - ACS Publications
Conspectus Hydrogen atom transfer (HAT) reactions are ubiquitous and play a crucial role
in chemistries occurring in the atmosphere, biology, and industry. In the atmosphere, the …

Photo-tautomerization of acetaldehyde as a photochemical source of formic acid in the troposphere

MF Shaw, B Sztáray, LK Whalley, DE Heard… - Nature …, 2018 - nature.com
Organic acids play a key role in the troposphere, contributing to atmospheric aqueous-
phase chemistry, aerosol formation, and precipitation acidity. Atmospheric models currently …

Semicontinuous measurements of gas–particle partitioning of organic acids in a ponderosa pine forest using a MOVI-HRToF-CIMS

RLN Yatavelli, H Stark, SL Thompson… - Atmospheric …, 2014 - acp.copernicus.org
Hundreds of gas-and particle-phase organic acids were measured in a rural ponderosa pine
forest in Colorado, USA, during BEACHON-RoMBAS (Bio-hydro-atmosphere interactions of …