TY - JOUR
T1 - Geographical origin discriminant analysis of Chia seeds (Salvia hispanica L.) using hyperspectral imaging
AU - Choi, Ji Young
AU - Kim, Hee Chul
AU - Moon, Kwang Deog
N1 - Publisher Copyright:
© 2021 Elsevier Inc.
PY - 2021/8
Y1 - 2021/8
N2 - 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 α-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.
AB - 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 α-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.
KW - Chia seed
KW - Crude lipid content
KW - Fatty acid content
KW - Geographical origin
KW - Hyperspectral imaging
KW - Moisture content
KW - Multiplicative scatter correction
KW - PLS analysis
KW - Spectra preprocessing
UR - http://www.scopus.com/inward/record.url?scp=85106933860&partnerID=8YFLogxK
U2 - 10.1016/j.jfca.2021.103916
DO - 10.1016/j.jfca.2021.103916
M3 - Article
AN - SCOPUS:85106933860
SN - 0889-1575
VL - 101
JO - Journal of Food Composition and Analysis
JF - Journal of Food Composition and Analysis
M1 - 103916
ER -