Characterization and discrimination of different aged 'Aceto Balsamico Tradizionale di Modena' products by head space mass spectrometry and chemometrics

被引:28
作者
Cocchi, M.
Durante, C.
Marchetti, A.
Armanino, C.
Casale, M.
机构
[1] Univ Modena, Dept Chem, I-41100 Modena, Italy
[2] Univ Genoa, Dept Pharmaceut & Food Chem & Technol, I-16147 Genoa, Italy
关键词
head-space mass spectrometry; vinegar; parallel factor analysis; classification; authentication; wavelet transform;
D O I
10.1016/j.aca.2007.02.036
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
This work can be seen as an attempt to develop an analytical procedure in the context of quality control and authenticity assessment of typical food. To this aim, head-space mass spectrometry (HS-MS) coupled with multivariate data analysis, is proposed as a fast technique for furnishing a clear visualization and a suitable interpretation of the ageing process of 'Aceto Balsamico Tradizionale di Modena' (ABTM) and, for classifying products of different age. Considering the complexity of this food matrix, due to its traditional making procedure, the obtained instrumental data have first been analysed by parallel factor analysis (PARAFAC), an extension of principal component analysis to higher order arrays, in order to visualise the 'natural' grouping of vinegar samples and to inspect producers similarity/dissimilarity. On the basis of the PARAFAC results a reasonable class partition with respect to ageing was accomplished and both linear discriminant analysis (LDA) and soft independent modelling of class analogy (SIMCA) were applied as classification tools. Furthermore, it has been shown that discrimination on age basis can be improved by using feature selection in the wavelet domain through WPTER algorithm. (c) 2007 Elsevier B.V. All rights reserved.
引用
收藏
页码:96 / 104
页数:9
相关论文
共 26 条
[1]  
ANDERSSON C, 2005, NWAY TOOKBOX
[2]   Classification and class-modeling of "Riviera Ligure" extra-virgin olive oil using chemical-physical parameters [J].
Boggia, R ;
Zunin, P ;
Lanteri, S ;
Rossi, N ;
Evangelisti, F .
JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY, 2002, 50 (08) :2444-2449
[3]   PARAFAC. Tutorial and applications [J].
Bro, R .
CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 1997, 38 (02) :149-171
[4]   Application of a wavelet-based algorithm on HS-SPME/GC signals for the classification of balsamic vinegars [J].
Cocchi, M ;
Durante, C ;
Foca, G ;
Manzini, D ;
Marchetti, A ;
Ulrici, A .
CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 2004, 71 (02) :129-140
[5]   Determination of carboxylic acids in vinegars and in Aceto Balsamico Tradizionale di Modena by HPLC and GC methods [J].
Cocchi, M ;
Lambertini, P ;
Manzini, D ;
Marchetti, A ;
Ulrici, A .
JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY, 2002, 50 (19) :5255-5261
[6]   WPTER: wavelet packet transform for efficient pattern recognition of signals [J].
Cocchi, M ;
Seeber, R ;
Ulrici, A .
CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 2001, 57 (02) :97-119
[7]  
COCCHI M, UNPUB WPTER ALGORITH
[8]   Analysis of sensory data of Aceto Balsamico Tradizionale di Modena (ABTM) of different ageing by application of PARAFAC models [J].
Cocchi, Marina ;
Bro, Rasmus ;
Durante, Caterina ;
Manzini, Damela ;
Marchetti, Andrea ;
Saccani, Francesco ;
Sighinolfi, Simona ;
Ulrici, Alessandro .
FOOD QUALITY AND PREFERENCE, 2006, 17 (06) :419-428
[9]   Recent developments in food characterization and adulteration detection: Technique-oriented perspectives [J].
Cordella, C ;
Moussa, I ;
Martel, AC ;
Sbirrazzuoli, N ;
Lizzani-Cuvelier, L .
JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY, 2002, 50 (07) :1751-1764
[10]  
Dennis MJ, 1998, ANALYST, V123, p151R