2018
DOI: 10.1021/acs.joc.8b01821
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An Autonomous Self-Optimizing Flow Reactor for the Synthesis of Natural Product Carpanone

Abstract: A modular autonomous flow reactor combining monitoring technologies with a feedback algorithm is presented for the synthesis of the natural product carpanone. The autonomous self-optimizing system, controlled via MATLAB, was designed as a flexible platform enabling an adaptation of the experimental setup to the specificity of the chemical transformation to be optimized. The reaction monitoring uses either online high pressure liquid chromatography (HPLC) or in-line benchtop nuclear magnetic resonance (NMR) spe… Show more

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Cited by 105 publications
(97 citation statements)
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“…Indeed, a 11 number of methods have been developed to enhance the spin effects observed in NMR for LF 12 applications, amongst others [19]. Hyperpolarisation (HP) of nuclear spins greatly enhances signal 13 intensities, with the potential to significantly expand the scope of both spectroscopic NMR and MRI 14 systems, as well as sensing technologies [20]. The most well-known derivative of this technique, 15 dynamic nuclear polarisation (DNP), engenders several hundred-fold increases in sensitivity for solid 16 material analytes [21].…”
Section: Experimental Developments 1mentioning
confidence: 99%
“…Indeed, a 11 number of methods have been developed to enhance the spin effects observed in NMR for LF 12 applications, amongst others [19]. Hyperpolarisation (HP) of nuclear spins greatly enhances signal 13 intensities, with the potential to significantly expand the scope of both spectroscopic NMR and MRI 14 systems, as well as sensing technologies [20]. The most well-known derivative of this technique, 15 dynamic nuclear polarisation (DNP), engenders several hundred-fold increases in sensitivity for solid 16 material analytes [21].…”
Section: Experimental Developments 1mentioning
confidence: 99%
“…For example, using genetic algorithms, simulated annealing and direct search based on simplex to search the optimal parameter setting in recent work. 127,128 Also, the searching process can be integrated with the prediction model to provide a comprehensive materials discovery system using active learning. 129 Third, a direction of study explores published articles and extracts useful information for understanding chemical concepts and reaction process.…”
Section: Artificial Intelligence: a New Dimension In Chemical Engineementioning
confidence: 99%
“…23) Die autonome Selbstoptimierung eines sogar vierstufigen Reaktionsprozesses zeigten erstmals Felpin und Mitarbeiter, und zwar an der kontinuierlichen Naturstoffsynthese von Carpanon. 24 2019, 62 (1-4).…”
Section: Prozessanalyseunclassified