TY - JOUR
T1 - Impedance modeling for classification of flavored green teas
AU - Singh, Munendra
AU - Semwal, Sunil
AU - Kumar, Ashavani
AU - Singh, Shailendra
N1 - Publisher Copyright:
© TÜBITAK.
PY - 2015
Y1 - 2015
N2 - This paper proposes an electrical impedance model of flavored green teas. Typically, impedance data of flavored green teas, obtained by electrochemical impedance spectroscopy (EIS), fit into an equivalent circuit that represents the physical and chemical processes taking place in it. The total impedance of each flavor alone is not sufficient, but different values of impedance parameters in the electrical impedance model are responsible for better classification of flavored green teas. Successfully classified data on the basis of their flavors were obtained by different support vector machine (SVM) techniques with encouraging results. The results show that a linear SVM has better classification results. Analogies between the electrochemical processes within the teas and the electrical impedance model are discussed.
AB - This paper proposes an electrical impedance model of flavored green teas. Typically, impedance data of flavored green teas, obtained by electrochemical impedance spectroscopy (EIS), fit into an equivalent circuit that represents the physical and chemical processes taking place in it. The total impedance of each flavor alone is not sufficient, but different values of impedance parameters in the electrical impedance model are responsible for better classification of flavored green teas. Successfully classified data on the basis of their flavors were obtained by different support vector machine (SVM) techniques with encouraging results. The results show that a linear SVM has better classification results. Analogies between the electrochemical processes within the teas and the electrical impedance model are discussed.
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U2 - 10.3906/elk-1306-253
DO - 10.3906/elk-1306-253
M3 - Article
AN - SCOPUS:84946731507
SN - 1300-0632
VL - 23
SP - 2208
EP - 2214
JO - Turkish Journal of Electrical Engineering and Computer Sciences
JF - Turkish Journal of Electrical Engineering and Computer Sciences
ER -