Determination of fat content in chicken hamburgers using NIR spectroscopy and the Successive Projections Algorithm for interval selection in PLS regression (iSPA-PLS)

被引:64
作者
Krepper, Gabriela [1 ]
Romeo, Florencia [1 ]
de Sousa Fernandes, David Douglas [2 ]
Goncalves Dias Diniz, Paulo Henrique [3 ]
Ugulino de Araujo, Mario Cesar [2 ]
Susana Di Nezio, Maria [1 ]
Fabian Pistonesi, Marcelo [1 ]
Eugenia Centurion, Maria [1 ]
机构
[1] UNS, CONICET, INQUISUR, Dept Quim, Av Alem 1253,B8000CPB, Bahia Blanca, Buenos Aires, Argentina
[2] Univ Fed Paraiba, Dept Quim, Lab Automacao & Instrumentacao Quim Analt Quimiome, Caixa Postal 5093, BR-58051970 Joao Pessoa, Paraiba, Brazil
[3] Univ Fed Oeste Bahia, Programa Posgrad Quim Pura & Aplicada, Campus Reitor Edgard Santos,Rua Bertioga 892, BR-47810059 Barreiras, BA, Brazil
关键词
Fat; Hamburgers; NIR spectroscopy; Interval selection; Successive Projections Algorithm; Partial Least Squares; NEAR-INFRARED SPECTROSCOPY; REFLECTANCE SPECTROSCOPY; RAMAN-SPECTROSCOPY; VOLTAMMETRIC DATA; GROUND-BEEF; FT-NIR; MEAT; ACID; CHEMOMETRICS; SAMPLES;
D O I
10.1016/j.saa.2017.08.046
中图分类号
O433 [光谱学];
学科分类号
0703 ; 070302 ;
摘要
Determining fat content in hamburgers is very important to minimize or control the negative effects of fat on human health, effects such as cardiovascular diseases and obesity, which are caused by the high consumption of saturated fatty acids and cholesterol. This study proposed an altemative analytical method based on Near Infrared Spectroscopy (NIR) and Successive Projections Algorithm for interval selection in Partial Least Squares regression (iSPA-PLS) for fat content determination in commercial chicken hamburgers. For this, 70 hamburger samples with a fat content ranging from 14.27 to 32.12 mg kg(-1) were prepared based on the upper limit recommended by the Argentinean Food Codex, which is 20% (w w(-1)). NIR spectra were then recorded and then preprocessed by applying different approaches: base line correction, SNV, MSC, and Savitzky-Golay smoothing. For comparison, full-spectrum PLS and the Interval PIS are also used. The best performance for the prediction set was obtained for the first derivative Savitzky-Golay smoothing with a second-order polynomial and window size of 19 points, achieving a coefficient of correlation of 0.94, RMSEP of 1.59 mg kg(-1), REP of 7.69% and RPD of 3.02. The proposed methodology represents an excellent alternative to the conventional Soxhlet extraction method, since waste generation is avoided, yet without the use of either chemical reagents or solvents, which follows the primary principles of Green Chemistry. The new method was successfully applied to chicken hamburger analysis, and the results agreed with those with reference values at a 95% confidence level, making it very attractive for routine analysis. (C) 2017 Elsevier B.V. All rights reserved.
引用
收藏
页码:300 / 306
页数:7
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