Classification of Sherry vinegars by combining multidimensional fluorescence, parafac and different classification approaches

被引:51
作者
Callejon, Raquel M. [2 ]
Amigo, Jose Manuel [1 ]
Pairo, Erola [3 ]
Garmon, Sergio [4 ]
Antonio Ocana, Juan [2 ]
Lourdes Morales, Maria [2 ]
机构
[1] Univ Copenhagen, Dept Food Sci Qual & Technol, Fac LIFE Sci, DK-1958 Frederiksberg C, Denmark
[2] Univ Seville, Seville, Spain
[3] Univ Barcelona, Inst Bioengn Catalunya, E-08007 Barcelona, Spain
[4] Univ Basque Country, Madrid, Spain
关键词
Vinegars; Multidimensional fluorescence; PARAFAC; PLS-DA; SVM; EEMizer; SPECTROSCOPY; WINES;
D O I
10.1016/j.talanta.2011.11.014
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Sherry vinegar is a much appreciated product from Jerez-Xeres-Sherry. Manzanilla de Sanlucar and Vinagre de Jerez Protected Designation in southwestern Spain. Its complexity and the extraordinary organoleptic properties are acquired thanks to the method of production followed, the so-called "criaderas y solera" ageing system. Three qualities for Sherry vinegar are considered according to ageing time in oak barrels: "Vinagre de Jerez" (minimum of 6 months), "Reserva" (at least 2 years) and "Gran Reserva" (at least 10 years). In the last few years, there has been an increasing need to develop rapid, inexpensive and effective analytical methods, as well as requiring low sample manipulation for the analysis and characterization of Sherry vinegar. Fluorescence spectroscopy is emerging as a competitive technique for this purpose, since provides in a few seconds an excitation-emission landscape that may be used as a fingerprint of the vinegar. Multi-way analysis, specifically Parallel Factor Analysis (PARAFAC), is a powerful tool for simultaneous determination of fluorescent components, because they extract the most relevant information from the data and allow building robust models. Moreover, the information obtained by PARAFAC can be used to build robust and reliable classification and discrimination models (e.g. by using Support Vector Machines and Partial Least Squares-Discriminant Analysis models). In this context, the aim of this work was to study the possibilities of multi-way fluorescence linked to PARAFAC and to classify the different Sherry vinegars accordingly to their ageing. The results demonstrated that the use of the proposed analytical and chemometric tools are a perfect combination to extract relevant chemical information about the vinegars as well as to classify and discriminate them considering the different ageing. (C) 2011 Elsevier B.V. All rights reserved.
引用
收藏
页码:456 / 462
页数:7
相关论文
共 39 条
  • [21] Characterisation of soft cheese by front face fluorescence spectroscopy coupled with chemometric tools: Effect of the manufacturing process and sampling zone
    Karoui, R.
    Dufour, E.
    Schoonheydt, R.
    De Baerdemaeker, J.
    [J]. FOOD CHEMISTRY, 2007, 100 (02) : 632 - 642
  • [22] Visualization and Recovery of the (Bio)chemical Interesting Variables in Data Analysis with Support Vector Machine Classification
    Krooshof, Patrick W. T.
    Ustun, Bulent
    Postma, Geert J.
    Buydens, Lutgarde M. C.
    [J]. ANALYTICAL CHEMISTRY, 2010, 82 (16) : 7000 - 7007
  • [23] Front face fluorescence spectroscopy and visible spectroscopy coupled with chemometrics have the potential to characterise ripening of Cabernet Franc grapes
    Le Moigne, Marine
    Dufour, Eric
    Bertrand, Dominique
    Maury, Chantal
    Seraphin, Denis
    Jourjon, Frederique
    [J]. ANALYTICA CHIMICA ACTA, 2008, 621 (01) : 8 - 18
  • [24] *MATHW INC, MATLAB VERS 7 0
  • [25] Morales M.L., 1999, THESIS U SEVILLA
  • [26] Discrimination on latent components with respect to patterns. Application to multicollinear data
    Nocairi, H
    Qannari, EM
    Vigneau, E
    Bertrand, D
    [J]. COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2005, 48 (01) : 139 - 147
  • [27] Chemical and biochemical transformations during the industrial process of sherry vinegar aging
    Palacios, V
    Valcárcel, M
    Caro, I
    Pérez, L
    [J]. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY, 2002, 50 (15) : 4221 - 4225
  • [28] Polo M.C., 1991, VINAGRE VINO, P23
  • [29] Authentication of the botanical origin of honey by front-face fluorescence spectroscopy.: A preliminary study
    Ruoff, K
    Karoui, R
    Dufour, E
    Luginbühl, W
    Bosset, JO
    Bogdanov, S
    Amadò, R
    [J]. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY, 2005, 53 (05) : 1343 - 1347
  • [30] Classification of brandies and wine distillates using front face fluorescence spectroscopy
    Sadecka, Jana
    Tothova, Jana
    Majek, Pavel
    [J]. FOOD CHEMISTRY, 2009, 117 (03) : 491 - 498