Smart coacervate catalysis: robotic optimization of Knoevenagel reaction networks

The emergence of collaborative robotics and additive manufacturing of equipment consumables has had a significant impact on the development of chemical synthesis, biomedicine, the food industry, and agriculture. However, high cost hampers the application of collaborative robots in organic and physical chemistry. Here we suggest a low-cost 3D-printed robotic platform made from gripper and dispenser manipulators coupled with computer vision tools that provide full automation of the Knoevenagel reaction of barbituric acid with aromatic aldehydes, ranging from mixing of reagents to kinetic spectrophotometric monitoring. Screening of conditions of the Knoevenagel reaction between barbituric acid and aromatic aldehydes (reagent ratio, concentration and type of polyelectrolytes and interpolyelectrolyte complexes, as well as type of aromatic aldehyde) powered by the developed open-source Python-based software boosts the discovery of optimal conditions for enhanced reaction kinetics. Our robotic system performs dataset collection and discovers smart polyelectrolyte coacervate catalysis.

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Publication Details

Journal
Materials Horizons
Published
2025-01-01
DOI
https://doi.org/10.1039/d5mh00559k
Citations
1
Primary Topic
Innovative Microfluidic and Catalytic Techniques Innovation
Type
article
Field-Weighted Citation Impact
0.67
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article

Smart coacervate catalysis: robotic optimization of Knoevenagel reaction networks

Anna Nebalueva, Daria V. Andreeva, Artemii M. Zenkin, Anton A. Muravev et al.
1 citations
Materials Horizons
Innovative Microfluidic and Catalytic Techniques Innovation
0.67
article

Smart coacervate catalysis: robotic optimization of Knoevenagel reaction networks

Anna Nebalueva, Daria V. Andreeva, Artemii M. Zenkin, Anton A. Muravev, Екатерина Владимировна Скорб, Aleksei V. Meshkov, Alexander S. Novikov, Anton P. Semenov, Alexander A. Nikolaev, Danila V. Ermolin, Igor S. Pantyukhin, Alexandra P. Dergacheva, Bogdan S. Vahrushev
article en
1 citations

Abstract

The emergence of collaborative robotics and additive manufacturing of equipment consumables has had a significant impact on the development of chemical synthesis, biomedicine, the food industry, and agriculture. However, high cost hampers the application of collaborative robots in organic and physical chemistry. Here we suggest a low-cost 3D-printed robotic platform made from gripper and dispenser manipulators coupled with computer vision tools that provide full automation of the Knoevenagel reaction of barbituric acid with aromatic aldehydes, ranging from mixing of reagents to kinetic spectrophotometric monitoring. Screening of conditions of the Knoevenagel reaction between barbituric acid and aromatic aldehydes (reagent ratio, concentration and type of polyelectrolytes and interpolyelectrolyte complexes, as well as type of aromatic aldehyde) powered by the developed open-source Python-based software boosts the discovery of optimal conditions for enhanced reaction kinetics. Our robotic system performs dataset collection and discovers smart polyelectrolyte coacervate catalysis.

Materials HorizonsVol. 12(24)
National University of Singapore (SG), ITMO University (RU)
Openalex Percentile: Top 27%
Innovative Microfluidic and Catalytic Techniques Innovation
0.67
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Smart coacervate catalysis: robotic optimization of Knoevenagel reaction networks — Anna Nebalueva, Daria V. Andreeva, et al. · Materials Horizons (2025) | TGRS Research Map | TGRS