• DocumentCode
    595680
  • Title

    Electronic nose with quartz crystal microbalance sensors to discriminate Indian black tea varieties

  • Author

    Sharma, Parmanand ; Ghosh, A. ; Tudu, B. ; Bandyopadhyay, Rajib ; Bhattacharyya, Nabarun

  • Author_Institution
    Dept. of Instrum. & Electron. Eng., Jadavpur Univ., Kolkata, India
  • fYear
    2012
  • fDate
    18-21 Dec. 2012
  • Firstpage
    410
  • Lastpage
    413
  • Abstract
    An electronic nose with an array of quartz crystal microbalance (QCM) sensors has been developed to discriminate among different samples of Indian black tea varieties. The important volatile organic components (VOC) responsible for aroma of tea have been considered and the corresponding sensing materials have been identified. Five AT-cut 10MHz Quartz crystal blanks coated with different sensing materials have been used to differentiate the aroma of orthodox and CTC (cut-tearcurl) tea samples. The developed sensors can distinguish not only between the orthodox and CTC tea but distinct clusters are also obtained for the four different tea-samples, as visualized through principal component analysis (PCA). A radial basis function network (RBF) classifier has been used along with 10-fold cross validation technique for classification of data.
  • Keywords
    computerised instrumentation; electronic noses; organic compounds; pattern classification; principal component analysis; quartz crystal microbalances; radial basis function networks; 10-fold cross validation technique; CTC tea samples; PCA; QCM sensors; RBF classifier; VOC; cut-tear-curl tea samples; discriminate Indian black tea varieties; electronic nose; frequency 10 MHz; orthodox aroma; principal component analysis; quartz crystal microbalance sensors; radial basis function network classifier; volatile organic components; Chemical sensors; Crystals; Electronic noses; Sensor arrays; Black tea; Electronic nose; PCA; QCM; RBF;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Sensing Technology (ICST), 2012 Sixth International Conference on
  • Conference_Location
    Kolkata
  • ISSN
    2156-8065
  • Print_ISBN
    978-1-4673-2246-1
  • Type

    conf

  • DOI
    10.1109/ICSensT.2012.6461710
  • Filename
    6461710