Literature DB >> 25213968

Infrared spectroscopy and chemometrics for the starch and protein prediction in irradiated rice.

Yongni Shao1, Yilang Cen1, Yong He2, Fei Liu1.   

Abstract

Infrared spectroscopy was investigated to predict components of starch and protein in rice treated with different irradiation doses based on sensitive wavelengths (SWs). Near infrared and mid-infrared regions were compared to determine which one produces the best prediction of components in rice after irradiation. Partial least-squares (PLS) analysis and least-squares-support vector machine (LS-SVM) were implemented for calibration models. The best PLS models were achieved with NIR region for starch and MIR region for protein. Moreover, independent component analysis (ICA) was executed to select several SWs based on loading weights, and the optimal LS-SVM model was achieved with SWs of 1210-1222, 1315-1330, 1575-1625, 1889-1909 and 2333-2356nm for starch and SWs of 962-1091, 1232-1298, 1480-1497, 1584-1625 and 2373-2398cm(-1) for protein. It indicated that IR spectroscopy combined with LS-SVM could be applied as a high precision way for the determination of starch and protein in rice after irradiation.
Copyright © 2010 Elsevier Ltd. All rights reserved.

Entities:  

Keywords:  Independent component analysis; Infrared spectroscopy; Least squares-support vector machine; Partial least squares; Protein; Starch

Year:  2010        PMID: 25213968     DOI: 10.1016/j.foodchem.2010.11.166

Source DB:  PubMed          Journal:  Food Chem        ISSN: 0308-8146            Impact factor:   7.514


  3 in total

Review 1.  Comparison of Chemometric Problems in Food Analysis Using Non-Linear Methods.

Authors:  Werickson Fortunato de Carvalho Rocha; Charles Bezerra do Prado; Niksa Blonder
Journal:  Molecules       Date:  2020-07-02       Impact factor: 4.411

2.  Identification of Rice Varieties and Transgenic Characteristics Based on Near-Infrared Diffuse Reflectance Spectroscopy and Chemometrics.

Authors:  Yong Hao; Pei Geng; Wenhui Wu; Qinhua Wen; Min Rao
Journal:  Molecules       Date:  2019-12-13       Impact factor: 4.411

3.  Development of Attenuated Total Reflectance Mid-Infrared (ATR-MIR) and Near-Infrared (NIR) Spectroscopy for the Determination of Resistant Starch Content in Wheat Grains.

Authors:  Rong Wang; Xia Wei; Hongpan Wang; Linshu Zhao; Cengli Zeng; Bingrui Wang; Wenying Zhang; Luxiang Liu; Yanhao Xu
Journal:  J Anal Methods Chem       Date:  2021-07-14       Impact factor: 2.193

  3 in total

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