• DocumentCode
    2967567
  • Title

    Classification of honeys of different floral origins by artificial neural networks

  • Author

    Gil-Sánchez, Luis ; Garcia-Breijo, Eduardo ; Garrigues, José ; Alcañiz, Miguel ; Escriche, Isabel ; Kadar, Melinda

  • Author_Institution
    Centro de Reconocimiento Mol. y Desarrollo Tecnol., Univ. Politec. de Valencia, Valencia, Spain
  • fYear
    2011
  • fDate
    28-31 Oct. 2011
  • Firstpage
    1780
  • Lastpage
    1783
  • Abstract
    In this study, the data obtained from a potentiometric electronic tongue system are analyzed using a Fuzzy-Artmap artificial neural network. The analysis is focused on determining the optimal configuration of the neural network in order to achieve the proper classification of the honey analysed, as well as to adjust its size for further implementation in a microcontroller system. The application submitted has been employed to discriminate several varieties of honey according to the types of floral origin (citrus, rosemary, polyfloral and honeydew) and considering three different physical treatment: raw, liquefied and pasteurized. The measures have been carried out using a set of metal electrodes of different materials. We have used eight electrodes of various metals (pure and chemically treated). In order to implement the neural networks, a Graphic User Interface (GUI) in Matlab has been developed, fixing thereby the parameters of neural networks and obtaining the classification of the samples. Moreover, the information needed to implement neural networks in microcontroller systems is also generated to ensure an autonomous system of electronic tongue applied to the analysis of honey..
  • Keywords
    electronic tongues; microcontrollers; neural nets; potentiometers; artificial neural networks; graphic user interface; honey; microcontroller system; potentiometric electronic tongue system; Artificial neural networks; Electrodes; Metals; Microcontrollers; Principal component analysis; Sensors; Tongue;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Sensors, 2011 IEEE
  • Conference_Location
    Limerick
  • ISSN
    1930-0395
  • Print_ISBN
    978-1-4244-9290-9
  • Type

    conf

  • DOI
    10.1109/ICSENS.2011.6127058
  • Filename
    6127058