• DocumentCode
    2936032
  • Title

    Determination of Catechin Monomers in Tea Polyphenols Powder Using NIR and ANN

  • Author

    Chen Hua-cai ; Zhang Yong-jun ; Jiang Jia-xing

  • Author_Institution
    Coll. of Opt. & Electron. Technol., China Jiliang Univ., Hangzhou, China
  • fYear
    2010
  • fDate
    19-21 June 2010
  • Firstpage
    1
  • Lastpage
    4
  • Abstract
    Near infrared diffuse reflectance spectra of 52 tea polyphenol powder samples were collected with FT-NIR spectrometer. The calibration models of total catechins(TC) were established with back-propagation artificial neuron network(BP-ANN) and radical based function artificial neuron network (RBF-ANN) and optimized with prediction sample set. The result showed that the RBF-ANN model is better than the BP-ANN model. Calibration models of total ester catechins(TEC), total simple catechins(TSC), catechin monomers (EGCG, GCG, ECG, D,L-C, EC and EGC) were established with RBF-ANN. The models of TC, TEC, TSC, EGCG, ECG were robust with prediction correlation coefficient(R) above 0.9 and prediction relative standard error (RSE) less than 0.10%. The models of GCG, D,L-C, EC, EGC had much higher RSE of over 0.15%. This result suggests that it is feasible to rapidly determinate the contents of TC, TEC, TSC, EGCG, ECG in tea polyphenols powder with NIR spectroscopy combined with RBF-ANN models.
  • Keywords
    backpropagation; beverages; infrared spectra; powders; production engineering computing; radial basis function networks; reflectivity; ANN; FT-NIR spectrometer; backpropagation artificial neuron network; calibration models; catechin monomers; near infrared diffuse reflectance spectra; prediction correlation coefficient; prediction relative standard error; radical based function artificial neuron network; tea polyphenols powder; total ester catechins; total simple catechins; Artificial neural networks; Calibration; Educational institutions; Electrocardiography; Inspection; Neurons; Powders; Predictive models; Reflectivity; Spectroscopy;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Photonics and Optoelectronic (SOPO), 2010 Symposium on
  • Conference_Location
    Chengdu
  • Print_ISBN
    978-1-4244-4963-7
  • Electronic_ISBN
    978-1-4244-4964-4
  • Type

    conf

  • DOI
    10.1109/SOPO.2010.5504085
  • Filename
    5504085