Geographical origin discriminant analysis of Chia seeds (Salvia hispanica L.) using hyperspectral imaging

被引:26
|
作者
Choi, Ji-Young [1 ]
Kim, Hee-Chul [1 ]
Moon, Kwang-Deog [1 ,2 ,3 ]
机构
[1] Kyungpook Natl Univ, Sch Food Sci & Biotechnol, 80 Daehak Ro, Daegu 41566, South Korea
[2] Kyungpook Natl Univ, Food & Bioind Res Inst, 80 Daehak Ro, Daegu 41566, South Korea
[3] Kyungpook Natl Univ, Coll Agr & Life Sci, Bldg 3,80 Daehak Ro, Daegu, South Korea
关键词
Chia seed; Moisture content; Crude lipid content; Fatty acid content; Hyperspectral imaging; PLS analysis; Spectra preprocessing; Multiplicative scatter correction; Geographical origin; NEAR-INFRARED SPECTROSCOPY; FATTY-ACIDS; WHEAT-FLOUR; OIL CONTENT; PREDICTION; MOISTURE; QUALITY; PROFILE; COLOR;
D O I
10.1016/j.jfca.2021.103916
中图分类号
O69 [应用化学];
学科分类号
081704 ;
摘要
In this study, hyperspectral imaging was used to study chia seeds grown in Argentina, Paraguay, and Bolivia to determine their origin. Multiplicative scatter correction was the most effective data preprocessing method, with a discrimination prediction accuracy of 0.9111. Discriminative wavelengths obtained from beta coefficients were 912, 1270, 1405, 1611, and 1700 nm, associated O-H bonds in water and C-H bonds of fat and fatty acids). Crude lipid content and fatty acid composition differed significantly by origin. Palmitic, linoleic and alpha-linolenic acid values were predicted with R2 values of 0.9735, 0.9729 and 0.9526, respectively, with a partial least squares regression model. Thus, the origins of chia seeds can be used to discriminate using hyperspectral imaging analysis.
引用
收藏
页数:6
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