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
Link To Document :
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