کد مقاله | کد نشریه | سال انتشار | مقاله انگلیسی | نسخه تمام متن |
---|---|---|---|---|
10543596 | 963524 | 2005 | 8 صفحه PDF | دانلود رایگان |
عنوان انگلیسی مقاله ISI
Chemometric classification of Basque and French ciders based on their total polyphenol contents and CIELab parameters
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کلمات کلیدی
RMSEKNNSIMCAPCA - PCACluster analysis - آنالیز خوشه ایstandard deviation - انحراف معیارPattern recognition - بازشناخت الگوLinear discriminant analysis - تجزیه و تحلیل خطی خطیPrincipal component analysis - تحلیل مولفههای اصلی یا PCALDA - تخصیص پنهان دیریکلهCIDER - شراب سیبSoft Independent Modelling of Class Analogy - مدل مستقل نرمال آنالوگ کلاسk-nearest neighbours - نزدیک ترین همسایگانPolyphenol - پلی فنلChemometrics - کمومتریکس
موضوعات مرتبط
مهندسی و علوم پایه
شیمی
شیمی آنالیزی یا شیمی تجزیه
پیش نمایش صفحه اول مقاله

چکیده انگلیسی
Total polyphenol contents, estimated by Folin-Ciocalteu method, and CIELab chromatic parameters were determined in Basque and French ciders with the aim of developing a classification system to confirm the authenticity of ciders. A preliminary study of data structure was performed by a multivariate data analysis using chemometric techniques such as cluster analysis and principal component analysis. Supervised pattern recognition methods, such as linear discriminant analysis, K-nearest neighbours (KNN), soft independent modelling of class analogy and multilayer feed-forward artificial neural networks (MLF-ANN), provided classification rules for the two categories based on the experimental data. KNN results for Basque ciders afforded an excellent performance in terms of recognition and prediction abilities (99%), providing a useful tool to detect genuine Basque ciders. Despite KNN and MLF-ANN giving the best results for French ciders, with a success rate of prediction ability around 91%, this would not be acceptable for authentication purposes.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Food Chemistry - Volume 91, Issue 1, June 2005, Pages 91-98
Journal: Food Chemistry - Volume 91, Issue 1, June 2005, Pages 91-98
نویسندگان
Rosa M Alonso-Salces, Sylvain Guyot, Carlos Herrero, Luis A. Berrueta, Jean-François Drilleau, Blanca Gallo, Francisca Vicente,