Simultaneous Spectrophotometric and Chemometric Determination of Oleic, Linoleic, and Linolenic Fatty Acids in Vegetable Oils

被引:0
|
作者
Dumancas, Gerard G. [1 ]
Muriuki, Mary [1 ]
Purdie, Neil [1 ]
Reilly, Lisa [2 ]
机构
[1] OSU Chem Dept, 002 Phys Sci Bldg, Stillwater, OK 74078 USA
[2] Bethany Coll, Dept Phys Sci, Bethany, WV 26032 USA
来源
WORLD CONGRESS ON ENGINEERING, WCE 2011, VOL III | 2011年
关键词
Partial least squares; mixture models; chemometrics; vegetable oils; spectrophotometry; OXIDATIVE STABILITY; PERFORMANCE; ERROR;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Simultaneous spectrophotometric methods are described for the determination of oleic, linoleic, and linolenic fatty acids in vegetable oil samples using neural network (NN), principal component regression (PCR), partial least squares (PLS1 and PLS2), and K-matrix (KM) algorithms. The assay used to obtain the absorbance spectrum unique for each fatty acid is selective to the -CH=CH-CH2 that reaches spectral maturity after 15 minutes. Results show that the root mean square error of prediction (RMSEP) compared quite equally well for PCR, PLS1, and PLS2 algorithms for the three components, with these algorithms outperforming NN and KM. In sunflower and vegetable oil unknown samples, PLS2 mostly yielded a better performance than PLS1 and PCR algorithms when validated with the USDA database. This paper shows how the novel assay coupled with chemometric algorithms might provide faster and cheaper methods for simultaneously quantitating oleic, linoleic, and linolenic fatty acids in vegetable oil samples.
引用
收藏
页码:1849 / 1854
页数:6
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