Litcius/Paper detail

High Throughput Multidimensional Kinetic Screening in Continuous Flow Reactors

Bo Zhang, Ansila Mathoor, Tanja Junkers

2023Angewandte Chemie International Edition41 citationsDOIOpen Access PDF

Abstract

An automated high throughput multidimensional reaction screening platform based on an inline Fourier-transform infrared spectroscopy is presented. By combining flow chemistry, machine automation and inline analysis, the platform is able to screen reactions in multidimensions (residence time, monomer concentration, degree of polymerization, reaction temperature and monomer conversion) rapidly and efficiently way. Kinetic data libraries associated with high data precision (absolute error <4 %), high reproducibility and high data density are built with ease from the platform. To test the method, we screened the reversible addition-fragmentation chain transfer polymerization of methyl acrylate in unmatched detail, and the ring opening metathesis polymerization of methyl-5-norbornene-2-carboxylate. The method we introduce is a key step in providing "big data" for data driven research in the future, and already at present allows for precise prediction of reaction outcomes within the high-dimensional chemical parameter space that is screened.

Topics & Concepts

PolymerizationThroughputComputer scienceMonomerChain transferNorborneneChemistryKinetic energyMaterials scienceBiological systemRadical polymerizationPolymerOrganic chemistryPhysicsWirelessTelecommunicationsBiologyQuantum mechanicsInnovative Microfluidic and Catalytic Techniques InnovationMachine Learning in Materials ScienceScientific Computing and Data Management