Electrocatalytic hydrogenation of biomass-derived organics: a review

SA Akhade, N Singh, OY Gutiérrez… - Chemical …, 2020 - ACS Publications
Sustainable energy generation calls for a shift away from centralized, high-temperature,
energy-intensive processes to decentralized, low-temperature conversions that can be …

The genesis of molecular volcano plots

MD Wodrich, B Sawatlon, M Busch… - Accounts of chemical …, 2021 - ACS Publications
Conspectus For the past two decades, linear free energy scaling relationships and volcano
plots have seen frequent use as computational tools that aid in understanding and …

Deep dive into machine learning density functional theory for materials science and chemistry

L Fiedler, K Shah, M Bussmann, A Cangi - Physical Review Materials, 2022 - APS
With the growth of computational resources, the scope of electronic structure simulations has
increased greatly. Artificial intelligence and robust data analysis hold the promise to …

Constructing and interpreting volcano plots and activity maps to navigate homogeneous catalyst landscapes

R Laplaza, S Das, MD Wodrich, C Corminboeuf - Nature Protocols, 2022 - nature.com
Volcano plots and activity maps are powerful tools for studying homogeneous catalysis.
Once constructed, they can be used to estimate and predict the performance of a catalyst …

Data-driven advancement of homogeneous nickel catalyst activity for aryl ether cleavage

M Cordova, MD Wodrich, B Meyer, B Sawatlon… - Acs …, 2020 - ACS Publications
The increasing urgency to make chemical processes more environmentally friendly while
continuing to derive the chemicals required for modern society from renewable resources …

Computational mechanistic study in organometallic catalysis: Why prediction is still a challenge

N Fey, JM Lynam - Wiley Interdisciplinary Reviews …, 2022 - Wiley Online Library
Although computational contributions to the understanding of organometallic homogeneous
catalysts have become fairly routine, a step‐change in the application of computational …

Scaling relations in homogeneous catalysis: analyzing the Buchwald–Hartwig amination reaction

M Anand, JK Nørskov - Acs Catalysis, 2019 - ACS Publications
Scaling relations are widely used to study surface reactions. However, the exploration of its
utility in homogeneous catalysis is currently far less reported. In this work, we have …

Data-powered augmented volcano plots for homogeneous catalysis

MD Wodrich, A Fabrizio, B Meyer, C Corminboeuf - Chemical Science, 2020 - pubs.rsc.org
Given the computational resources available today, data-driven approaches can propel the
next leap forward in catalyst design. Using a data-driven inspired workflow consisting of data …

Organopalladium Catalysis as a Proving Ground for Data-Rich Approaches to Reaction Development and Quantitative Predictions

J Lu, DC Leitch - ACS Catalysis, 2023 - ACS Publications
With the advent of high-throughput methods for both computation and experimentation, data-
rich approaches to discovering and understanding chemical reactions are becoming ever …

Simulating Solvation and Acidity in Complex Mixtures with First-Principles Accuracy: The Case of CH3SO3H and H2O2 in Phenol

K Rossi, V Jurásková, R Wischert, L Garel… - Journal of chemical …, 2020 - ACS Publications
We present a generally applicable computational framework for the efficient and accurate
characterization of molecular structural patterns and acid properties in an explicit solvent …