Classification of edible vegetable oils using square wave voltammetry with multivariate data analysis

被引:46
作者
Gambarra-Neto, Francisco Fernandes
Marino, Glimaldo
Ugulino Araujo, Mario Cesar [1 ]
Harrop Galvao, Roberto Kawakami [2 ]
Coelho Pontes, Marcio Jose
de Medeiros, Everaldo Paulo [3 ]
Lima, Renato Sousa
机构
[1] Univ Fed Paraiba, Dept Quim, Lab Automacao & Instrumentacao Quim Analit Quimio, BR-58051970 Joao Pessoa, Paraiba, Brazil
[2] Inst Tecnol Aeronaut, Div Engn Eletron, Sao Jose Dos Campos, SP, Brazil
[3] EMBRAPA, Ctr Nacl Pesquisa Algodao, Campina Grande, PB, Brazil
关键词
Vegetable oil; Square wave voltammetry; Soft Independent Modelling of Class; Analogy; Linear Discriminant Analysis; Successive Projections Algorithm; VIRGIN OLIVE OIL; INFRARED-SPECTROSCOPY; QUANTITATIVE-DETERMINATION; FLUORESCENCE SPECTROSCOPY; SYNCHRONOUS FLUORESCENCE; PATTERN-RECOGNITION; RAMAN-SPECTROSCOPY; MASS-SPECTROMETRY; FATTY-ACIDS; ADULTERATION;
D O I
10.1016/j.talanta.2008.10.003
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
This paper proposes a simple and non-expensive electroanalytical methodology for classification of edible vegetable oils with respect to type (canola, sunflower, corn and soybean) and conservation state (expired and non-expired shelf life). The proposed methodology employs an alcoholic extraction procedure followed by square wave voltammetry (SWV). Two chemometric methods were compared for classification of the resulting voltammograms, namely Soft Independent Modelling of Class Analogy (SIMCA) and Linear Discriminant Analysis (LDA) with variable selection by the Successive Projections Algorithm (SPA). The results were evaluated in terms of errors in a set of samples not included in the modelling process. The best results were obtained with the SPA-LDA method, which correctly classified all samples in terms of type and conservation state. (C) 2008 Elsevier B.V. All rights reserved.
引用
收藏
页码:1660 / 1666
页数:7
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