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
Link To Document :
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