Electronic tongues based on potentiometry offer the prospect of rapid and continuous chemical fingerprinting for portable and remote systems. The present contribution presents a technology platform including a miniaturized electronic tongue based on electropolymerized ion-sensitive films, microcontroller-based data acquisition, a smartphone interface and cloud computing back-end for data storage and deployment of machine learning models. The sensor array records a series of differential voltages without use of a true reference electrode and the resulting time-series potentiometry data is used to train supervised machine learning algorithms. For trained systems, inferencing tasks such as the classification of liquids are realized within less than 1 minute including data acquisition at the edge and inference using the cloud-deployed machine learning model. Preliminary demonstration of the complete electronic tongue technology stack is reported for the classification of beverages and mineral water.
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St Petersburg State Univ, Biol Res Inst, St Petersburg 198504, Russia
Univ Roma Tor Vergata, Dept Chem Sci & Technol, I-00133 Rome, ItalySt Petersburg State Univ, Biol Res Inst, St Petersburg 198504, Russia
Lvova, Larisa
Martinelli, Eugenio
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Univ Roma Tor Vergata, Dept Elect Engn, I-00133 Rome, ItalySt Petersburg State Univ, Biol Res Inst, St Petersburg 198504, Russia
Martinelli, Eugenio
Dini, Francesca
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Univ Roma Tor Vergata, Dept Elect Engn, I-00133 Rome, ItalySt Petersburg State Univ, Biol Res Inst, St Petersburg 198504, Russia
Dini, Francesca
Bergamini, Alberto
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Univ Roma Tor Vergata, Dept Publ Hlth & Cellular Biol, I-00133 Rome, ItalySt Petersburg State Univ, Biol Res Inst, St Petersburg 198504, Russia
Bergamini, Alberto
Paolesse, Roberto
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Univ Roma Tor Vergata, Dept Chem Sci & Technol, I-00133 Rome, ItalySt Petersburg State Univ, Biol Res Inst, St Petersburg 198504, Russia
Paolesse, Roberto
Di Natale, Corrado
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Univ Roma Tor Vergata, Dept Elect Engn, I-00133 Rome, ItalySt Petersburg State Univ, Biol Res Inst, St Petersburg 198504, Russia
Di Natale, Corrado
D'Amico, Arnaldo
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Univ Roma Tor Vergata, Dept Elect Engn, I-00133 Rome, ItalySt Petersburg State Univ, Biol Res Inst, St Petersburg 198504, Russia