title: Monitoring of beer fermentation based on hybrid electronic tongue.
abstract: Monitoring of biotechnological processes, including fermentation is extremely important because of the rapidly occurring changes in the composition of the samples during the production. In the case of beer, the analysis of physicochemical parameters allows for the determination of the stage of fermentation process and the control of its possible perturbations. As a tool to control the beer production process a sensor array can be used, composed of potentiometric and voltammetric sensors (so-called hybrid Electronic Tongue, h-ET). The aim of this study is to apply electronic tongue system to distinguish samples obtained during alcoholic fermentation. The samples originate from batch of homemade beer fermentation and from two stages of the process: fermentation reaction and maturation of beer. The applied sensor array consists of 10 miniaturized ion-selective electrodes (potentiometric ET) and silicon based 3-electrode voltammetric transducers (voltammetric ET). The obtained results were processed using Partial Least Squares (PLS) and Partial Least Squares-Discriminant Analysis (PLS-DA). For potentiometric data, voltammetric data, and combined potentiometric and voltammetric data, comparison of the classification ability was conducted based on Root Mean Squared Error (RMSE), sensitivity, specificity, and coefficient F calculation. It is shown, that in the contrast to the separately used techniques, the developed hybrid system allowed for a better characterization of the beer samples. Data fusion in hybrid ET enables to obtain better results both in qualitative analysis (RMSE, specificity, sensitivity) and in quantitative analysis (RMSE, R(2), a, b).
authors.affiliation: Warsaw University of Technology, Faculty of Chemistry, Warsaw, Poland.
authors.forename: Anna
authors.initials: A
authors.lastname: Kutyła-Olesiuk
authors.forename: Michał
authors.initials: M
authors.lastname: Zaborowski
authors.forename: Piotr
authors.initials: P
authors.lastname: Prokaryn
authors.forename: Patrycja
authors.initials: P
authors.lastname: Ciosek
mesh_terms: D001515:Beer / Q000032:analysis*; D004581:Electronics / Q000295:instrumentation* / Q000379:methods; D005285:Fermentation; D017736:Ion-Selective Electrodes; D007476:Ionophores / Q000737:chemistry; D016018:Least-Squares Analysis; D011199:Potentiometry; D012825:Silicon / Q000737:chemistry; D014159:Transducers
chemical_list: D007476:Ionophores; D012825:Silicon