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 …

Droplet-based microfluidics

T Moragues, D Arguijo, T Beneyton, C Modavi… - Nature Reviews …, 2023 - nature.com
Droplet-based microfluidic systems generate, manipulate and control sub-microlitre droplets
enclosed within an immiscible carrier fluid. Owing to a number of remarkable features, such …

Nanoparticle synthesis assisted by machine learning

H Tao, T Wu, M Aldeghi, TC Wu… - Nature reviews …, 2021 - nature.com
Many properties of nanoparticles are governed by their shape, size, polydispersity and
surface chemistry. To apply nanoparticles in chemical sensing, medical diagnostics …

Self‐driving platform for metal nanoparticle synthesis: combining microfluidics and machine learning

H Tao, T Wu, S Kheiri, M Aldeghi… - Advanced Functional …, 2021 - Wiley Online Library
Many applications of inorganic nanoparticles (NPs), including photocatalysis, photovoltaics,
chemical and biochemical sensing, and theranostics, are governed by NP optical properties …

Mixing in microfluidic devices and enhancement methods

K Ward, ZH Fan - Journal of Micromechanics and …, 2015 - iopscience.iop.org
Mixing in microfluidic devices presents a challenge due to laminar flows in microchannels,
which result from low Reynolds numbers determined by the channel's hydraulic diameter …

Oscillatory flow reactors for synthetic chemistry applications

P Bianchi, JD Williams, CO Kappe - Journal of Flow Chemistry, 2020 - Springer
Oscillatory flow reactors (OFRs) superimpose an oscillatory flow to the net movement
through a flow reactor. OFRs have been engineered to enable improved mixing, excellent …

Microfluidic synthesis of luminescent and plasmonic nanoparticles: fast, efficient, and data‐rich

J Nette, PD Howes, AJ deMello - Advanced Materials …, 2020 - Wiley Online Library
Microfluidic approaches to nanomaterial synthesis provide an effective means of making
high quality products, with exquisite control over electronic, optical, and structural properties …

A Multifunctional Microfluidic Platform for High‐Throughput Experimentation of Electroorganic Chemistry

Y Mo, G Rughoobur, AMK Nambiar… - Angewandte …, 2020 - Wiley Online Library
Electroorganic synthesis is a promising tool to design sustainable transformations and
discover new reactivities. However, the added setup complexity caused by electrodes in the …

Closed-loop optimization of nanoparticle synthesis enabled by robotics and machine learning

J Park, YM Kim, S Hong, B Han, KT Nam, Y Jung - Matter, 2023 - cell.com
Colloidal nanoparticles are attractive materials for various energy and chemical
applications. Due to their strictly tunable structure-function relationships, reproducibly …

Modern nanoscience: Convergence of AI, robotics, and colloidal synthesis

RW Epps, M Abolhasani - Applied Physics Reviews, 2021 - pubs.aip.org
Autonomous experimentation and chemical discovery strategies are rapidly rising across
multiple fields of science. However, closed-loop material development approaches have not …