A brief introduction to chemical reaction optimization

CJ Taylor, A Pomberger, KC Felton, R Grainger… - Chemical …, 2023 - ACS Publications
From the start of a synthetic chemist's training, experiments are conducted based on recipes
from textbooks and manuscripts that achieve clean reaction outcomes, allowing the scientist …

Quid pro flow

A Laybourn, K Robertson, AG Slater - Journal of the American …, 2023 - ACS Publications
How do you get into flow? We trained in flow chemistry during postdoctoral research and are
now applying it in new areas: materials chemistry, crystallization, and supramolecular …

Review of machine learning for hydrodynamics, transport, and reactions in multiphase flows and reactors

LT Zhu, XZ Chen, B Ouyang, WC Yan… - Industrial & …, 2022 - ACS Publications
Artificial intelligence (AI), machine learning (ML), and data science are leading to a
promising transformative paradigm. ML, especially deep learning and physics-informed ML …

Accelerated chemical reaction optimization using multi-task learning

CJ Taylor, KC Felton, D Wigh, MI Jeraal… - ACS Central …, 2023 - ACS Publications
Functionalization of C–H bonds is a key challenge in medicinal chemistry, particularly for
fragment-based drug discovery (FBDD) where such transformations require execution in the …

From platform to knowledge graph: evolution of laboratory automation

J Bai, L Cao, S Mosbach, J Akroyd, AA Lapkin, M Kraft - JACS Au, 2022 - ACS Publications
High-fidelity computer-aided experimentation is becoming more accessible with the
development of computing power and artificial intelligence tools. The advancement of …

Machine learning strategies for reaction development: toward the low-data limit

E Shim, A Tewari, T Cernak… - Journal of chemical …, 2023 - ACS Publications
Machine learning models are increasingly being utilized to predict outcomes of organic
chemical reactions. A large amount of reaction data is used to train these models, which is in …

Exploring ultrafast flow chemistry by autonomous self-optimizing platform

GN Ahn, JH Kang, HJ Lee, BE Park, M Kwon… - Chemical Engineering …, 2023 - Elsevier
The rapid development of novel synthetic routes for pharmaceutical compounds is highly
attractive for overcoming pandemic and epidemic-prone diseases like COVID-19. Herein …

Accelerating reaction modeling using dynamic flow experiments, part 1: design space exploration

P Sagmeister, C Schiller, P Weiss, K Silber… - Reaction Chemistry & …, 2023 - pubs.rsc.org
As organic chemistry becomes an increasingly data-rich field, there is a need for methods to
rapidly build and parameterize models for further development. We demonstrate the …

Modern advancements in continuous-flow aided kinetic analysis

CJ Taylor, JA Manson, G Clemens, BA Taylor… - Reaction Chemistry & …, 2022 - pubs.rsc.org
Although kinetic analysis has traditionally been conducted in a batch vessel, continuous-
flow aided kinetic analysis continues to swell in popularity. This can be partly attributed to …

Discovery of unexpectedly complex reaction pathways for the Knorr pyrazole synthesis via transient flow

L Schrecker, J Dickhaut, C Holtze, P Staehle… - Reaction Chemistry & …, 2023 - pubs.rsc.org
Kinetic data for reactions between phenyl hydrazine and 1, 3-diketones (Knorr pyrazole
synthesis) were acquired by using transient flow methods. Supported by further …