Machine learning meets mechanistic modelling for accurate prediction of experimental activation energies

K Jorner, T Brinck, PO Norrby, D Buttar - Chemical Science, 2021 - pubs.rsc.org
Accurate prediction of chemical reactions in solution is challenging for current state-of-the-
art approaches based on transition state modelling with density functional theory. Models …

Dimensionality reduction of complex reaction networks in heterogeneous catalysis: From l inear‐scaling relationships to statistical learning techniques

S Pablo‐García, R García‐Muelas… - Wiley …, 2021 - Wiley Online Library
The mechanistic analysis in heterogeneous catalysis is based on listing all elementary steps
and evaluating explicitly their energies. To this end, computational models based on Density …

Multi-Time-Scale Simulation of Complex Reactive Mixtures: How Do Polyoxometalates Form?

E Petrus, D Garay-Ruiz, M Reiher… - Journal of the American …, 2023 - ACS Publications
Understanding the dynamics of reactive mixtures still challenges both experiments and
theory. A relevant example can be found in the chemistry of molecular metal-oxide …

Chalcogen vs Halogen Bonding Catalysis in a Water-Bridge-Cocatalyzed Nitro-Michael Reaction

N Tarannam, MHH Voelkel, SM Huber… - The Journal of Organic …, 2021 - ACS Publications
Recently, a tellurium-based chalcogen-bond-catalyzed nitro-Michael reaction was reported
(Angew. Chem. Int. Ed. 2019, 58, 16923), taking advantage of the strong Lewis acidity of the …

Automated MUltiscale simulation environment

A Sabadell-Rendón, K Kaźmierczak, S Morandi… - Digital …, 2023 - pubs.rsc.org
Multiscale techniques integrating detailed atomistic information on materials and reactions
to predict the performance of heterogeneous catalytic full-scale reactors have been …

Understanding ball milling mechanochemical processes with DFT calculations and microkinetic modeling

BS Pladevall, A de Aguirre, F Maseras - ChemSusChem, 2021 - Wiley Online Library
Mechanochemistry is an emerging field with many potential applications in sustainable
chemistry. But despite the growing interest in the field, its underlying mechanistic …

Two copper-carbenes from one diazo compound

M Alvarez, M Besora, F Molina, F Maseras… - Journal of the …, 2021 - ACS Publications
Many transition-metal complexes MLn decompose diazo compounds N2═ CR1R2
generating metal-carbenes LnM═ CR1R2 which transfer the carbene group to other …

Quantum Tunneling on Carbene Organocatalysis: Breslow Intermediate Formation via Water-Bridges

A Nandi, Z Alassad, A Milo, S Kozuch - ACS catalysis, 2021 - ACS Publications
The Breslow intermediate is key to several NHC-organocatalyzed reactions. However,
accessing the Breslow intermediate via a direct intramolecular hydrogen atom transfer (HAT) …

Microkinetic modelling in computational homogeneous catalysis and beyond

G Sciortino, F Maseras - Theoretical Chemistry Accounts, 2023 - Springer
DFT models have been repeatedly demonstrated to be able to supply fundamental
information on chemical processes through molecular insights into their mechanism and …

Distinct Mechanisms and Hydricities of Cp*Ir-Based CO2 Hydrogenation Catalysts in Basic Water

A Nijamudheen, R Kanega, N Onishi, Y Himeda… - ACS …, 2021 - ACS Publications
Transition metal-catalyzed reversible hydrogenation of CO2 to formate in aqueous solutions
under ambient conditions is an attractive environmentally friendly strategy for the storage …