Title :
Biomimetic Electronic Tongue for Classification of Mineral Water
Author :
Hong Men ; Ge, Zongnian ; Guo, Yuming ; An, Lingfei ; Peng, Yan
Author_Institution :
Sch. of Autom. Eng., Northeast Dianli Univ., Jilin, China
Abstract :
Electronic tongue is a kind of intelligent equipment which is used to distinguish tastes. An electronic tongue made by a sensor array of ion-selective electrodes (ISE) has been developed and used for the qualitative analysis of five different kinds of mineral waters. The acquired original data has been optimized by independent component analysis (ICA) and linear discriminant analysis (LDA), and then the learning vector quantization (LVQ) model was designed to classify different mineral waters. The application results show that the performance of the proposed method has surpasses the traditional self-organizing map (SOM) algorithm, can improve convergence and the learning capability of the network, and give the electronic tongue a higher aggregate classification rate.
Keywords :
biomimetics; electrodes; electronic tongues; independent component analysis; pattern classification; sensor arrays; vector quantisation; water; biomimetics; classification rate; electronic tongue; independent component analysis; intelligent equipment; ion-selective electrode; learning vector quantization; linear discriminant analysis; mineral water; sensor array; Biomimetics; Biosensors; Design optimization; Electrodes; Independent component analysis; Intelligent sensors; Linear discriminant analysis; Minerals; Sensor arrays; Tongue; Electronic Tougue; RBF; mineral watere;
Conference_Titel :
Measuring Technology and Mechatronics Automation, 2009. ICMTMA '09. International Conference on
Conference_Location :
Zhangjiajie, Hunan
Print_ISBN :
978-0-7695-3583-8
DOI :
10.1109/ICMTMA.2009.634