Determination of the iodine value and the free fatty acid content of waste animal fat blends using FT-NIR

被引:33
作者
Adewale, Peter [1 ]
Mba, Ogan [1 ]
Dumont, Marie-Josee [1 ]
Ngadi, Michael [1 ]
Cocciardi, Robert [2 ]
机构
[1] McGill Univ, Dept Bioresource Engn, Ste Anne De Bellevue, PQ H9X 3V9, Canada
[2] Bruker Ltd, Milton, ON L9T 1Y6, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Animal fat wastes; Iodine value; Free fatty acids; FT-NIR spectroscopy; Chemometric analysis; Partial least squares regression; NEAR-INFRARED SPECTROSCOPY; REFLECTANCE SPECTROSCOPY; BIODIESEL PRODUCTION; SUBCUTANEOUS FAT; OILS; QUALITY; WATER; FOOD;
D O I
10.1016/j.vibspec.2014.02.016
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
This study determined iodine value (IV) and free fatty acids (FFA) content of four different animal fat wastes and their blends using Fourier transform near-infrared spectroscopy (FT-NIR). Chemometric analysis by partial least squares (PIS) regression was used to correlate spectral data with IV and FFA reference values of the samples. The effects of four spectra pre-processing (first derivative (FD), second derivative (SD), multiplicative scatter correction (MSC) and vector normalization (VN)) methods were investigated to predict the reproducibility and robustness of the PLS-NIR model developed. A set of 70% of animal fat wastes and their blends were used for developing PLS calibration models for measuring IV and FFA content using the remaining 30% samples as an independent test set validation. The coefficient of determination (R-2), the root mean square error estimation (RMSEE), and the residual prediction deviation (RPD) were used as indicators for the predictability of the PLS models. PLS-NIR models developed using first derivative and second derivative spectral preprocessing methods were the best for both IV and FFA content analysis (For IV, FD; R-2 = 0.9870, RMSEE = 1.40 gI(2)/100 g, RPD = 8.76, SD; R-2 = 0.9892, RMSEE = 1.28 gI(2)/100 g, RPD = 9.64 while For FFA, FD; R-2 = 0.9991, RMSEE = 0.195%, RPD = 34.00, SD; R-2 = 0.9993, RMSEE = 0.182%, RPD = 36.8). Overall, the results of this study demonstrate the suitability of FT-NIR spectroscopy for the quality control analysis of feedstocks for biodiesel production. (C) 2014 Elsevier B.V. All rights reserved.
引用
收藏
页码:72 / 78
页数:7
相关论文
共 30 条
[21]   NEAR-INFRARED SPECTROSCOPY - THE GIANT IS RUNNING STRONG [J].
MCCLURE, WF .
ANALYTICAL CHEMISTRY, 1994, 66 (01) :A43-A53
[22]  
Natsuga M, 2006, T ASABE, V49, P1069, DOI 10.13031/2013.21712
[23]  
Official Methods, 1999, REC PRACT ASS AN COM
[24]  
Official Methods, 2009, REC PRACT AM OIL CHE
[25]   Long-term stability of a Raman instrument determining iodine value in pork adipose tissue [J].
Olsen, Elisabeth Fjaervoll ;
Baustad, Camilla ;
Egelandsdal, Bjorg ;
Rukke, Elling-Olav ;
Isaksson, Tomas .
MEAT SCIENCE, 2010, 85 (01) :1-6
[26]   Prediction of fatty acid composition using a NIRS fibre optics probe at two different locations of ham subcutaneous fat [J].
Perez-Juan, Maria ;
Afseth, Nils K. ;
Gonzalez, Joel ;
Diaz, Isabel ;
Gispert, Marina ;
Font i Furnols, Maria ;
Angels Oliver, M. ;
Realini, Carolina E. .
FOOD RESEARCH INTERNATIONAL, 2010, 43 (05) :1416-1422
[27]   Chemometric utilities to achieve robustness in liquid NIRS calibrations:: Application to pig fat analysis [J].
Perez-Marin, D. ;
Garrido-Varo, A. ;
De Pedro, E. ;
Guerrero-Ginel, J. E. .
CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 2007, 87 (02) :241-246
[28]   Near infrared reflectance spectroscopy predicts the content of polyunsaturated fatty acids and biohydrogenation products in the subcutaneous fat of beef cows fed flaxseed [J].
Prieto, N. ;
Dugan, M. E. R. ;
Lopez-Campos, O. ;
McAllister, T. A. ;
Aalhus, J. L. ;
Uttaro, B. .
MEAT SCIENCE, 2012, 90 (01) :43-51
[29]   Quality and Statistical Classification of Brazilian Vegetable Oils Using Mid-Infrared and Raman Spectroscopy [J].
Samyn, Pieter ;
Van Nieuwkerke, Dieter ;
Schoukens, Gustaaf ;
Vonck, Leo ;
Stanssens, Dirk ;
Van den Abbeele, Hank .
APPLIED SPECTROSCOPY, 2012, 66 (05) :552-565
[30]   Evaluation of FT-NIR and ATR-FTIR Spectroscopy Techniques for Determination of Minor Odd- and Branched-Chain Saturated and trans Unsaturated Milk Fatty Acids [J].
Stefanov, Ivan ;
Baeten, Vincent ;
Abbas, Ouissam ;
Vlaeminck, Bruno ;
De Baets, Bernard ;
Fievez, Veerle .
JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY, 2013, 61 (14) :3403-3413