A new application of X-ray scattering using principal component analysis - classification of vegetable oils

被引:51
作者
Bortoleto, GG [1 ]
Pataca, LCM [1 ]
Bueno, MIMS [1 ]
机构
[1] Univ Estadual Campinas, Inst Chem, Dept Analyt Chem, Campinas, SP, Brazil
基金
巴西圣保罗研究基金会;
关键词
x-ray scattering; principal components analysis; vegetable oils;
D O I
10.1016/j.aca.2005.03.025
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
This work describes an innovative technique based on X-ray scattering applied to classify complex organic matrices of different vegetable oils. This new, very simple and rapid procedure is based on taking a 1 mL aliquot of sample, depositing it on the thin Mylar (TM) film of a sample cell and submitting it to irradiation for 100 s in a conventional EDXRF equipment. The resulting spectra are processed through Principal Component Analysis (PCA), a chemometric tool, and a very convenient classification is obtained as a function of the origin of the oil. This classification can be used to verify oil adulterations, for example. The X-ray fluorescence spectrometer is a common bench equipment, with a Rh tube as source of the X-rays. Vegetable oils from corn, canola, soybean, sunflower and olive (extra virgin and others) were analysed and classifications were obtained using information from the scattered radiation. For the corn, canola, soybean and sunflower oil analyses, the PC1 x PC4 score plots show distinct groups for each oil. These differences related to the variable fatty acid contents in the samples. Considering the discrimination between extra virgin and other olive oils, the PC1 x PC2 scores plot shows two groups of samples. The main difference between them can be attributed to the total absence of water in extra virgin olive oils, since this first extraction is performed at room temperature without any kind of reagent. The technique is very useful to rapidly classify vegetable oil samples at very low cost, with the possibility of performing the measurements in situ with a portable instrument. (c) 2005 Elsevier B.V. All rights reserved.
引用
收藏
页码:283 / 287
页数:5
相关论文
共 20 条
[1]   DETERMINATION OF TRACE-ELEMENTS IN ORGANIC SPECIMENS BY ENERGY-DISPERSIVE X-RAY-FLUORESCENCE USING A FUNDAMENTAL PARAMETERS METHOD [J].
ALVAREZ, M ;
MAZOGRAY, V .
X-RAY SPECTROMETRY, 1991, 20 (02) :67-71
[2]  
Aued-Pimentel Sabria, 2002, Revista do Instituto Adolfo Lutz, V61, P69
[3]   Advanced automation of a flow injection analysis system for quality control of olive oil through the use of a distributed expert system [J].
Bonastre, A ;
Ors, R ;
Peris, M .
ANALYTICA CHIMICA ACTA, 2004, 506 (02) :189-195
[4]   X-ray fluorescence analysis in medical sciences:: a review [J].
Börjesson, J ;
Isaksson, M ;
Mattsson, S .
ACTA DIABETOLOGICA, 2003, 40 (Suppl 1) :S39-S44
[5]   X-ray scattering processes and chemometrics for differentiating complex samples using conventional EDXRF equipment [J].
Bueno, MIMS ;
Castro, MTPO ;
de Souza, AM ;
de Oliveira, EBS ;
Teixeira, AP .
CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 2005, 78 (1-2) :96-102
[6]   The detection and quantification of adulteration in olive oil by near-infrared spectroscopy and chemometrics [J].
Christy, AA ;
Kasemsumran, S ;
Du, YP ;
Ozaki, Y .
ANALYTICAL SCIENCES, 2004, 20 (06) :935-940
[7]   Chemical analyses of martian soil and rocks obtained by the Pathfinder Alpha Proton X-ray spectrometer [J].
Economou, T .
RADIATION PHYSICS AND CHEMISTRY, 2001, 61 (3-6) :191-197
[8]   Chemometrics I: Multivariate calibration, a tutorial. [J].
Ferreira, MMC ;
Antunes, AM ;
Melgo, MS ;
Volpe, PLO .
QUIMICA NOVA, 1999, 22 (05) :724-731
[9]   Classification of different quality virgin olive oils by metal-oxide sensors [J].
García-González, DL ;
Aparicio, R .
EUROPEAN FOOD RESEARCH AND TECHNOLOGY, 2004, 218 (05) :484-487
[10]  
JENKINS R, 1999, FLUORESCENCE SPECTRO