NMR and Chemometric methods: A powerful combination for characterization of Balsamic and Traditional Balsamic Vinegar of Modena

被引:70
作者
Consonni, R. [1 ]
Cagliani, L. R. [1 ]
Benevelli, F. [2 ]
Spraul, M. [3 ]
Humpfer, E. [3 ]
Stocchero, M. [4 ]
机构
[1] CNR, Ist Studio Macromol, Lab NMR, I-20133 Milan, Italy
[2] Bruker Biospin srl, I-20133 Milan, Italy
[3] Bruker Biospin GmbH, Karlsruhe, Germany
[4] S IN Soluzioni Informat, I-36100 Vicenza, Italy
关键词
Traditional Balsamic Vinegar of Modena; principal component analysis; Projection to Latent Structures; Discriminant Analysis; Naive Bayes; H-1; NMR; vinegar; ageing process;
D O I
10.1016/j.aca.2008.01.065
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
This work presents the capability of NMR spectroscopy combined with Chemometrics in predicting the ageing of Balsamic and Traditional Balsamic Vinegar of Modena. The need of an analytical method is an important requirement for both research oriented and commercial evaluation of these very valuable products. H-1 NMR spectroscopy, based on the advantage of rapid sample analysis without any manipulation or derivatization, is here proposed as a valid tool to describe Balsamic and Traditional Balsamic Vinegar of Modena. For this purpose, 72 reliable samples, were divided into three different groups according to their ageing process: young (<12 years), old (>12 and <25 years) and extra old (>25 years). Hierarchical Projection to Latent Structures Discriminant Analysis (PLS-DA) allowed us to characterize the ageing process. Variables showing the largest VIP (Variable Importance in the Projection) were extracted from PLS-DA model, thus shedding lights onto the role played by specific compounds in this complex ageing process. Two robust classification models, were built by PLS-DA and Naive Bayes classifier and compared to prove the accuracy of the representation on both training and test sets. The predictions obtained for 41 "unknown" vinegar samples with these both methods gave more than 80% agreement among them. (c) 2008 Published by Elsevier B.V.
引用
收藏
页码:31 / 40
页数:10
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