Autonomous reaction self-optimization using in-line high-field NMR spectroscopy - Archive ouverte HAL
Article Dans Une Revue Reaction Chemistry & Engineering Année : 2024

Autonomous reaction self-optimization using in-line high-field NMR spectroscopy

Résumé

Automated self-optimization in flow is a powerful approach to efficiently optimize chemical transformations in a high dimensional space. Self-optimizing flow reactors combine automated flow devices with feedback optimization algorithms, which are powered by process analytical technology. In this contribution we introduce the concept of autonomous self-optimizing flow reactors guided by in-line high-field NMR spectroscopy. We designed an autonomous experimental setup, combining an automated flow reactor with a high-field NMR spectrometer and a feedback optimization algorithm. User-friendly interfaces were developed for straightforward input of experimental parameters and precise control of equipment. Using 1D 1H NMR spectroscopy with a solvent suppression method, we achieved accurate quantitative measurements. A self-optimization utilizing the Nelder-Mead algorithm to maximize either the yield or the throughput of a formal [3 + 3] cycloaddition was conducted through the fine-tuning of the residence time, stoichiometry, and catalyst loading as input variables. The integration of high-field NMR within autonomous flow systems promises enhanced precision, and efficiency in chemical synthesis optimization, particularly for complex reaction mixtures, setting the stage for advances in chemical synthesis.
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dimanche 29 décembre 2024
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Dates et versions

hal-04637947 , version 1 (08-07-2024)

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Copyright (Tous droits réservés)

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Nour El Sabbagh, Margherita Bazzoni, Yuliia Horbenko, Aurélie Bernard, Daniel Cortés-Borda, et al.. Autonomous reaction self-optimization using in-line high-field NMR spectroscopy. Reaction Chemistry & Engineering, In press, ⟨10.1039/D4RE00270A⟩. ⟨hal-04637947⟩
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