Literature DB >> 26296251

Evaluation of chemical components and properties of the jujube fruit using near infrared spectroscopy and chemometrics.

Ying Guo1, Yongnian Ni2, Serge Kokot3.   

Abstract

Near-infrared spectroscopy (NIRS) calibrations were developed for the discrimination of spectra of the jujube (Zizyphus jujuba Mill.) fruit samples from four geographical regions. Prediction models were developed for the quantitative prediction of the contents of jujube fruit, i.e., total sugar, total acid, total phenolic content, and total antioxidant activity. Four pattern recognition methods, principal component analysis (PCA), linear discriminant analysis (LDA), least squares-support vector machines (LS-SVM), and back propagation-artificial neural networks (BP-ANN), were used for the geographical origin classification. Furthermore, three multivariate calibration models based on the standard normal variate (SNV) pretreated NIR spectroscopy, partial least squares (PLS), BP-ANN, and LS-SVM were constructed for quantitative analysis of the four analytes described above. PCA provided a useful qualitative plot of the four types of NIR spectra from the fruit. The LS-SVM model produced best quantitative prediction results. Thus, NIR spectroscopy in conjunction with chemometrics, is a very useful and rapid technique for the discrimination of jujube fruit.
Copyright © 2015 Elsevier B.V. All rights reserved.

Entities:  

Keywords:  Antioxidant activity; Chemometrics; Jujube (Zizyphus jujuba Mill.) fruit; Near-infrared spectroscopy; Phenol content; Sugar; Total acid

Mesh:

Substances:

Year:  2015        PMID: 26296251     DOI: 10.1016/j.saa.2015.08.006

Source DB:  PubMed          Journal:  Spectrochim Acta A Mol Biomol Spectrosc        ISSN: 1386-1425            Impact factor:   4.098


  4 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.  Rapid Determination of Saponins in the Honey-Fried Processing of Rhizoma Cimicifugae by Near Infrared Diffuse Reflectance Spectroscopy.

Authors:  Lun Wu; Yang Su; Haoran Yu; Xiuhui Qian; Xueting Zhang; Qiuhong Wang; Haixue Kuang; Genhong Cheng
Journal:  Molecules       Date:  2018-07-03       Impact factor: 4.411

3.  Analysis of the Acid Detergent Fibre Content in Turnip Greens and Turnip Tops (Brassica rapa L. Subsp. rapa) by Means of Near-Infrared Reflectance.

Authors:  Sara Obregón-Cano; Rafael Moreno-Rojas; Ana María Jurado-Millán; María Elena Cartea-González; Antonio De Haro-Bailón
Journal:  Foods       Date:  2019-08-26

4.  Detecting Starch-Head and Mildewed Fruit in Dried Hami Jujubes Using Visible/Near-Infrared Spectroscopy Combined with MRSA-SVM and Oversampling.

Authors:  Yujie Li; Benxue Ma; Yating Hu; Guowei Yu; Yuanjia Zhang
Journal:  Foods       Date:  2022-08-12
  4 in total

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