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

被引:100
作者
Guo, Ying [1 ]
Ni, Yongnian [1 ,2 ]
Kokot, Serge [3 ]
机构
[1] Nanchang Univ, Coll Chem, Nanchang 330031, Peoples R China
[2] Nanchang Univ, State Key Lab Food Sci & Technol, Nanchang 330047, Peoples R China
[3] QLD Univ Technol, Fac Sci & Engn, Sch Chem Phys & Mech Engn, Brisbane, Qld 4001, Australia
关键词
Near-infrared spectroscopy; Chemometrics; Jujube (Zizyphus jujuba Mill.) fruit; Sugar; Total acid; Phenol content; Antioxidant activity; ANTIOXIDANT ACTIVITY; LEAST-SQUARES; NONDESTRUCTIVE MEASUREMENT; REFLECTANCE SPECTROSCOPY; VARIABLE SELECTION; NIR SPECTROSCOPY; SOLUBLE SOLIDS; MILL; ADULTERATION; REGRESSION;
D O I
10.1016/j.saa.2015.08.006
中图分类号
O433 [光谱学];
学科分类号
0703 ; 070302 ;
摘要
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. (C) 2015 Elsevier B.V. All rights reserved.
引用
收藏
页码:79 / 86
页数:8
相关论文
共 45 条
[31]   The use of visible and near infrared spectroscopy for evaluating passion fruit postharvest quality [J].
Maniwara, Phonkrit ;
Nakano, Kazuhiro ;
Boonyakiat, Danai ;
Ohashi, Shintaroh ;
Hiroi, Masaru ;
Tohyama, Tadahiro .
JOURNAL OF FOOD ENGINEERING, 2014, 143 :33-43
[32]   Identification, classification, and discrimination of agave syrups from natural sweeteners by infrared spectroscopy and HPAEC-PAD [J].
Mellado-Mojica, Erika ;
Lopez, Mercedes G. .
FOOD CHEMISTRY, 2015, 167 :349-357
[33]   A physiochemical theory on the applicability of soft mathematical models-experimentally interpreted [J].
Munck, L. ;
Jespersen, B. Moller ;
Rinnan, A. ;
Seefeldt, H. Fast ;
Engelsen, M. Moller ;
Norgaard, L. ;
Engelsen, S. Balling .
JOURNAL OF CHEMOMETRICS, 2010, 24 (7-8) :481-495
[34]   Partial least squares, Beer's law and the net analyte signal: statistical modeling and analysis [J].
Nadler, B ;
Coifman, RR .
JOURNAL OF CHEMOMETRICS, 2005, 19 (01) :45-54
[35]   Non-linear calibration models for near infrared spectroscopy [J].
Ni, Wangdong ;
Norgaard, Lars ;
Morup, Morten .
ANALYTICA CHIMICA ACTA, 2014, 813 :1-14
[36]   Nondestructive measurement of fruit and vegetable quality by means of NIR spectroscopy:: A review [J].
Nicolai, Bart M. ;
Beullens, Katrien ;
Bobelyn, Els ;
Peirs, Ann ;
Saeys, Wouter ;
Theron, Karen I. ;
Lammertyn, Jeroen .
POSTHARVEST BIOLOGY AND TECHNOLOGY, 2007, 46 (02) :99-118
[37]   A graphical user interface for variable selection employing the Successive Projections Algorithm [J].
Paiva, Henrique Mohallem ;
Carreiro Soares, Sofacles Figueredo ;
Harrop Galvao, Roberto Kawakami ;
Ugulino Araujo, Mario Cesar .
CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 2012, 118 :260-266
[38]   Identification of bioactive constituents of Ziziphus jujube fruit extracts exerting antiproliferative and apoptotic effects in human breast cancer cells [J].
Plastina, Pierluigi ;
Bonofiglio, Daniela ;
Vizza, Donatella ;
Fazio, Alessia ;
Rovito, Daniela ;
Giordano, Cinzia ;
Barone, Ines ;
Catalano, Stefania ;
Gabriele, Bartolo .
JOURNAL OF ETHNOPHARMACOLOGY, 2012, 140 (02) :325-332
[39]   Antioxidant activity applying an improved ABTS radical cation decolorization assay [J].
Re, R ;
Pellegrini, N ;
Proteggente, A ;
Pannala, A ;
Yang, M ;
Rice-Evans, C .
FREE RADICAL BIOLOGY AND MEDICINE, 1999, 26 (9-10) :1231-1237
[40]  
Singleton V.L., 1965, AM J ENOL VITICULT, V16, P144, DOI [DOI 10.12691/IJEBB-2-1-5, DOI 10.5344/AJEV.1965.16.3.144, 10.5344/ajev.1965.16.3.144]