DocumentCode
2954183
Title
Virtual Instrumentation Based Voltammetric Electronic Tongue for Classification of Black Tea
Author
Palit, Mousumi ; Bhattacharyya, Nabarun ; Sarkar, Subrata ; Dutta, Ankur ; Dutta, Pallab Kumar ; Tudu, Bipan ; Bandyopadhyay, Rajib
Author_Institution
Dept. of Electron. & Telecommun., Central Calcutta Polytech., Kolkata
fYear
2008
fDate
8-10 Dec. 2008
Firstpage
1
Lastpage
6
Abstract
In this paper a virtual instrumentation based electronic tongue has been described by applying the principles of cyclic voltammetry. The set up consists of a three electrode system. A triangular pulse was applied as the input from a data acquisition card via an amplification and level shifter circuit and the voltage equivalent of the output current from the working solution was considered for data analysis. Initially, the huge amount of data has been compressed using discrete wavelet transform (DWT). Principal component analysis (PCA) and linear discriminant analysis (LDA) have been performed on the compressed data. Further, different pattern recognition models based on neural networks were used to carry out a correlation study with the tea tasters´ score of 4 different grades of black tea. With unknown tea samples, encouraging results have been obtained with more than 90% classification rate.
Keywords
discrete wavelet transforms; electronic tongues; neural nets; principal component analysis; virtual instrumentation; voltammetry (chemical analysis); black tea classification; cyclic voltammetry; data acquisition; discrete wavelet transform; linear discriminant analysis; neural networks; pattern recognition; principal component analysis; virtual instrumentation; voltammetric electronic tongue; Data acquisition; Discrete wavelet transforms; Electrodes; Instruments; Linear discriminant analysis; Principal component analysis; Pulse amplifiers; Pulse circuits; Tongue; Voltage; Black tea; Discrete wavelet transform; Electronic tongue; Neural networks; Virtual instrumentation; Voltammetry;
fLanguage
English
Publisher
ieee
Conference_Titel
Industrial and Information Systems, 2008. ICIIS 2008. IEEE Region 10 and the Third international Conference on
Conference_Location
Kharagpur
Print_ISBN
978-1-4244-2806-9
Electronic_ISBN
978-1-4244-2806-9
Type
conf
DOI
10.1109/ICIINFS.2008.4798485
Filename
4798485
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