DocumentCode :
2952383
Title :
Portable Electronic Nose System for Aroma Classification of Black Tea
Author :
Chowdhury, Santi Sankar ; Tudu, Bipan ; Bandyopadhyay, Rajib ; Bhattacharyya, Nabarun
Author_Institution :
Dept. of Instrum. & Electron., Jadavpur Univ., Kolkata
fYear :
2008
fDate :
8-10 Dec. 2008
Firstpage :
1
Lastpage :
5
Abstract :
A portable electronic nose system has been developed with an array of five commercially available Metal Oxide Semiconductor (MOS) sensors, where a microcontroller (muc) is used for the pattern recognition. The classification of black tea aroma is carried out in the muc (PIC18F4520) and is based on feed forward multilayer perceptron (FF-MLP) algorithm. With the samples collected from the different gardens of north-east and eastern India, the MLP is trained first using the back-propagation algorithm with the fingerprint from the sensor array and the corresponding tea tasters´ mark in a PC to obtain the optimum architecture and weights and biases of the neurons. Once it is trained, the computed weights and biases of the neurons are programmed in the muc and it then becomes a portable instrument, which gives the aroma index directly for new unknown tea samples. It is observed from the results that the performance of the muc-based electronic nose is at par with that of the PC-based electronic nose system when compared with unknown finished black tea samples.
Keywords :
MOS integrated circuits; electronic noses; pattern recognition; MOS sensors; PC-based electronic nose system; back-propagation algorithm; black tea aroma classification; electronic nose; feed forward multilayer perceptron; metal oxide semiconductor; microcontrollers; optimum architecture; pattern recognition; portable electronic nose system; Computer architecture; Electronic noses; Feeds; Fingerprint recognition; Microcontrollers; Multilayer perceptrons; Neurons; Pattern recognition; Sensor arrays; Sensor systems; Black Tea; Electronic nose; Gas sensor array; Micro-controller (¿c); Tea tasters´ mark;
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.2008.4798403
Filename :
4798403
Link To Document :
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