DocumentCode :
2762206
Title :
An electronic tongue for monitoring drinking waters using a fuzzy ARTMAP neural network implemented on a microcontroller
Author :
Garcia-Breijo, E. ; Atkinson, John ; Garrigues, J. ; Gil, L. ; Ibanez, J. ; Glanc, M. ; Olguin, C.
Author_Institution :
Centro de Reconocimiento Mol. y Desarrollo Tecnol., Univ. Politec. de Valencia, Valéncia, Spain
fYear :
2011
fDate :
27-30 June 2011
Firstpage :
1270
Lastpage :
1275
Abstract :
A portable electronic tongue has been developed using an array of eighteen thick-film electrodes of different materials forming a multi-electrode array. A microcontroller is used to implement the pattern recognition. The classification of drinking waters is carried out by a Microchip PIC18F4550 microcontroller and is based on a fuzzy ARTMAP neural network algorithm. This algorithm is initially trained with the multi-electrode array on a Personal Computer (PC) using several samples of waters (still, sparkling and tap) to obtain the optimum architecture with the weights and the map field of the network. Once it is trained, the computed weights and map field are programmed into the microcontroller, which then gives the water classification directly for new unknown water samples.
Keywords :
chemical engineering computing; condition monitoring; control engineering computing; electronic tongues; fuzzy neural nets; microcontrollers; neurocontrollers; water quality; water supply; drinking water monitoring; electronic tongue; fuzzy ARTMAP neural network; microchip PIC18F4550 microcontroller; multielectrode array; pattern recognition; water classification; Arrays; Electrodes; Microcontrollers; Multiplexing; Software; Tongue; Training;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Industrial Electronics (ISIE), 2011 IEEE International Symposium on
Conference_Location :
Gdansk
ISSN :
Pending
Print_ISBN :
978-1-4244-9310-4
Electronic_ISBN :
Pending
Type :
conf
DOI :
10.1109/ISIE.2011.5984341
Filename :
5984341
Link To Document :
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