Materials Genes of CO2 Hydrogenation on Supported Cobalt Catalysts: An Artificial Intelligence Approach Integrating Theoretical and Experimental Data
R Miyazaki, KS Belthle, H Tuysuz… - Journal of the …, 2024 - ACS Publications
Designing materials for catalysis is challenging because the performance is governed by an
intricate interplay of various multiscale phenomena, such as the chemical reactions on …
intricate interplay of various multiscale phenomena, such as the chemical reactions on …
Harnessing electro-descriptors for mechanistic and machine learning analysis of photocatalytic organic reactions
L Dai, Y Fu, M Wei, F Wang, B Tian… - Journal of the …, 2024 - ACS Publications
Photocatalysis has emerged as an effective tool for addressing the contemporary challenges
in organic synthesis. However, the trial-and-error-based screening of feasible substrates …
in organic synthesis. However, the trial-and-error-based screening of feasible substrates …
Revisiting the Paradigm of Reaction Optimization in Flow with a Priori Computational Reaction Intelligence
P Bianchi, JCM Monbaliu - Angewandte Chemie, 2024 - Wiley Online Library
The use of micro/meso‐fluidic reactors has resulted in both new scenarios for chemistry and
new requirements for chemists. Through flow chemistry, large‐scale reactions can be …
new requirements for chemists. Through flow chemistry, large‐scale reactions can be …
Data-Based Prediction of Redox Potentials via Introducing Chemical Features into the Transformer Architecture
Z Si, D Liu, W Nie, J Hu, C Wang, T Jiang… - Journal of Chemical …, 2024 - ACS Publications
Rapid and accurate prediction of basic physicochemical parameters of molecules will
greatly accelerate the target-orientated design of novel reactions and materials but has been …
greatly accelerate the target-orientated design of novel reactions and materials but has been …
Reaction Space Charting as a Tool in Organic Chemistry Research and Development
EL Baró, P Nadal Rodríguez… - Advanced Synthesis …, 2024 - Wiley Online Library
The chemical and reaction spaces are incredibly vast and special procedures are required
to study them. Their complex and multiparametric nature encompass myriads of compounds …
to study them. Their complex and multiparametric nature encompass myriads of compounds …
Data Science Guiding Analysis of Organic Reaction Mechanism and Prediction
GS Tâmega, MO Costa… - The Chemical …, 2024 - Wiley Online Library
Advancements in synthetic organic chemistry are closely related to understanding substrate
and catalyst reactivities through detailed mechanistic studies. Traditional mechanistic …
and catalyst reactivities through detailed mechanistic studies. Traditional mechanistic …
Chemoinformatic Catalyst Selection Methods for the Optimization of Copper–Bis (oxazoline)-Mediated, Asymmetric, Vinylogous Mukaiyama Aldol Reactions
A catalyst selection method for the optimization of an asymmetric, vinylogous Mukaiyama
aldol reaction is described. A large library of commercially available and synthetically …
aldol reaction is described. A large library of commercially available and synthetically …
Using quantum transport networks for classification: A path toward quantum computing for machine learning
Classification, the computational process of categorizing an input into preexisting classes, is
now a cornerstone in modern computation in the era of machine learning. Here, we propose …
now a cornerstone in modern computation in the era of machine learning. Here, we propose …
Quantum transport on networks for supervised classification
Classification, the computational process of categorizing an input into pre-existing classes,
is now a cornerstone in modern computation in the era of machine learning. Here we …
is now a cornerstone in modern computation in the era of machine learning. Here we …
Designing Target-Specific Datasets for Regioselectivity Predictions on Complex Substrates
J Schleinitz, A Carretero-Cerdán, A Gurajapu, Y Harnik… - 2024 - chemrxiv.org
The development of machine learning models to predict the regioselectivity of C (sp3)–H
functionalization reactions is reported. A dataset for dioxirane oxidations was curated from …
functionalization reactions is reported. A dataset for dioxirane oxidations was curated from …