Self-driving laboratories for chemistry and materials science

G Tom, SP Schmid, SG Baird, Y Cao, K Darvish… - Chemical …, 2024 - ACS Publications
Self-driving laboratories (SDLs) promise an accelerated application of the scientific method.
Through the automation of experimental workflows, along with autonomous experimental …

From solution to thin film: molecular assembly of π-conjugated systems and impact on (opto) electronic properties

A Khasbaatar, Z Xu, JH Lee… - Chemical …, 2023 - ACS Publications
The assembly of conjugated organic molecules from solution to solid-state plays a critical
role in determining the thin film morphology and optoelectronic properties of solution …

Accelerated discovery of perovskite solid solutions through automated materials synthesis and characterization

M Omidvar, H Zhang, AA Ihalage, TG Saunders… - Nature …, 2024 - nature.com
Accelerating perovskite solid solution discovery and sustainable synthesis is crucial for
addressing challenges in wireless communication and biosensors. However, the vast array …

From data to discovery: recent trends of machine learning in metal–organic frameworks

J Park, H Kim, Y Kang, Y Lim, J Kim - JACS Au, 2024 - ACS Publications
Renowned for their high porosity and structural diversity, metal–organic frameworks (MOFs)
are a promising class of materials for a wide range of applications. In recent decades, with …

High throughput characterization of organic thin film transistors

N Dallaire, NT Boileau, I Myers, S Brixi… - Advanced …, 2024 - Wiley Online Library
Automation is vital to accelerating research. In recent years, the application of self‐driving
labs to materials discovery and device optimization has highlighted many benefits and …

Accurate and efficient structure elucidation from routine one-dimensional NMR spectra using multitask machine learning

F Hu, MS Chen, GM Rotskoff, MW Kanan… - ACS Central …, 2024 - ACS Publications
Rapid determination of molecular structures can greatly accelerate workflows across many
chemical disciplines. However, elucidating structure using only one-dimensional (1D) NMR …

Navigating the Expansive Landscapes of Soft Materials: A User Guide for High-Throughput Workflows

EC Day, SS Chittari, MP Bogen, AS Knight - ACS Polymers Au, 2023 - ACS Publications
Synthetic polymers are highly customizable with tailored structures and functionality, yet this
versatility generates challenges in the design of advanced materials due to the size and …