Discrimination of Beers by Cyclic Voltammetry Using a Single Carbon Screen-Printed Electrode

被引:9
|
作者
Rosello, Adam [1 ]
Serrano, Nuria [1 ,2 ]
Diaz-Cruz, Jose Manuel [1 ,2 ]
Arino, Cristina [1 ,2 ]
机构
[1] Univ Barcelona, Dept Chem Engn & Analyt Chem, Marti & Franques 1-11, Barcelona 08028, Spain
[2] Univ Barcelona, Inst Recerca Aigua IdRA, Barcelona 08028, Spain
关键词
Beer discrimination; Cyclic voltammetry; Screen-printed carbon electrode; Partial least squares; Partial least squares discriminant analysis; Support vector machine discriminant analysis; Artificial neural networks; MULTIVARIATE CURVE RESOLUTION; SUPPORT VECTOR MACHINES; TONGUES; CLASSIFICATION; FOODSTUFF; CHEMOMETRICS; TRENDS; NOSES;
D O I
10.1002/elan.202060515
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
A fast, simple and costless methodology without sample pre-treatment is proposed for the discrimination of beers. It is based on cyclic voltammetry (CV) using commercial carbon screen-printed electrodes (SPCE) and includes a correction of the signals measured with different SPCE units. Data are submitted to partial least squares discriminant analysis (PLS-DA) and support vector machine discriminant analysis (SVM-DA), which allow a reasonable classification of the beers. Also, CV data from beers can be used to predict their alcoholic degree by partial least squares (PLS) and artificial neural networks (ANN). In general, non-linear methods provide better results than linear ones.
引用
收藏
页码:864 / 872
页数:9
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