DocumentCode :
595710
Title :
Biomimetic classification of juices
Author :
Kiranmayee, A.H. ; Panchariya, P.C. ; Prasad, P. Bhanu ; Sharma, A.L.
Author_Institution :
Digital Syst. Group CSIR, Central Electron. Eng. Res. Inst. (CEERI), Pilani, India
fYear :
2012
fDate :
18-21 Dec. 2012
Firstpage :
551
Lastpage :
556
Abstract :
This paper describes the use of voltammetric electronic tongue and pattern recognition techniques used as a biomimetic system for classifying eight varieties of Indian juices. The responses from the voltammetric electronic tongue were recorded for all the samples of eight varieties of juices. In order to classify the juices into different classes, different pattern recognition techniques were used. The data being large as is the case with voltammetric signals is analyzed using Principal Component Analysis to transform the data into a low dimensional feature vector space involving Principal components thereby realizing dimensionality reduction of the responses followed by the selection of relevant principal components. Later, these relevant principal components are used as inputs to a distance based classifier for classifying the juices and the classification accuracy attained is 100%. The results demonstrate the feasibility of voltammetric electronic tongue combined with pattern recognition techniques for discriminating and classifying the juice samples.
Keywords :
agricultural products; beverages; biomimetics; electronic tongues; pattern recognition; principal component analysis; voltammetry (chemical analysis); Indian juice; biomimetic juice classification; pattern recognition techniques; principal component analysis; voltammetric electronic tongue; Electric potential; Electrodes; Pattern recognition; Principal component analysis; Support vector machine classification; Tongue; Vectors; electronic tongue; features selection; nearest centroid classifier; pulse; selection of relevant PCs; voltammetry;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Sensing Technology (ICST), 2012 Sixth International Conference on
Conference_Location :
Kolkata
ISSN :
2156-8065
Print_ISBN :
978-1-4673-2246-1
Type :
conf
DOI :
10.1109/ICSensT.2012.6461740
Filename :
6461740
Link To Document :
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