NIR spectroscopy and chemometrics for the discrimination of pure, powdered, purple sweet potatoes and their samples adulterated with the white sweet potato flour

被引:63
作者
Ding, Xiaoxiao [1 ,2 ]
Ni, Yongnian [1 ,2 ]
Kokot, Serge [3 ]
机构
[1] Nanchang Univ, State Key Lab Food Sci & Technol, Nanchang 330047, Peoples R China
[2] Nanchang Univ, Coll Chem, Nanchang 330031, Peoples R China
[3] Queensland Univ Technol, Sch Chem Phys & Mech Engn, Brisbane, Qld 4001, Australia
关键词
NIR spectroscopy; Purple sweet potato; Adulteration; Anthocyanin and antioxidant activity; Chemometrics methods; Pattern recognitions; NEAR-INFRARED SPECTROSCOPY; ANTIOXIDANT ACTIVITY; CHEMICAL-COMPONENTS; GENETIC ALGORITHM; ELECTRONIC NOSE; FT-NIR; ANTHOCYANINS; QUALITY; CLASSIFICATION; FEASIBILITY;
D O I
10.1016/j.chemolab.2015.03.004
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This work demonstrates how near-infrared reflectance spectroscopy (NIR) in combination with chemometrics can be used to analyse and discriminate powdered, pure and adulterated sweet potato samples. Thus, the principal component analysis (PCA) method, which is able to produce diagrams of objects as a function of PC scores, was able to distinguish and group the NIRS from the many different types of potato sample. Other methods such as the radial basis function-partial least squares (RBF-PLS) as well the successive projection algorithm (SPA) combination, distinguished the purple and white sweet potato varieties from each other as well as, importantly, from the different adulterated purple sweet potato samples. Furthermore, the total anthocyanin (TA) and total antioxidant activity (TAA) parameters were also analysed quantitatively in these samples, and high residual prediction deviation (RPD) values were noted. Also, the two recognition methods, k-nearest neighbours (KNN) and linear discriminant analysis (LDA), were able to discriminate the sweet potato samples. Thus, overall this work demonstrated that NIRS combined with chemometrics methods can be employed for the identification of purple sweet potato, white sweet potato and their adulterated samples; in addition, quantitative analysis for TA and TM in such samples can be successfully performed. (C) 2015 Elsevier B.V. All rights reserved.
引用
收藏
页码:17 / 23
页数:7
相关论文
共 39 条
[1]   Antioxidant and radical scavenging properties of curcumin [J].
Ak, Tuba ;
Gulcin, Ilhami .
CHEMICO-BIOLOGICAL INTERACTIONS, 2008, 174 (01) :27-37
[2]   Total phenolic, total anthocyanin and phenolic acid concentrations and antioxidant activity of purple-fleshed potatoes as affected by boiling [J].
Burgos, Gabriela ;
Amoros, Walter ;
Munoa, Lupita ;
Sosa, Paola ;
Cayhualla, Edith ;
Sanchez, Cinthia ;
Diaz, Carlos ;
Bonierbale, Merideth .
JOURNAL OF FOOD COMPOSITION AND ANALYSIS, 2013, 30 (01) :6-12
[3]   Discrimination of green tea quality using the electronic nose technique and the human panel test, comparison of linear and nonlinear classification tools [J].
Chen, Quansheng ;
Zhao, Jiewen ;
Chen, Zhe ;
Lin, Hao ;
Zhao, De-An .
SENSORS AND ACTUATORS B-CHEMICAL, 2011, 159 (01) :294-300
[4]   Potential of hyperspectral imaging for non-invasive determination of mechanical properties of prawn (Metapenaeus ensis) [J].
Dai, Qiong ;
Cheng, Jun-Hu ;
Sun, Da-Wen ;
Zeng, Xin-An .
JOURNAL OF FOOD ENGINEERING, 2014, 136 :64-72
[5]   A Novel Near-Infrared Spectroscopy and Chemometrics Method for Rapid Analysis of Several Chemical Components and Antioxidant Activity of Mint (Mentha haplocalyx Brig.) Samples [J].
Dong, Wenjiang ;
Ni, Yongnian ;
Kokot, Serge .
APPLIED SPECTROSCOPY, 2014, 68 (02) :245-254
[6]   A Near-Infrared Reflectance Spectroscopy Method for Direct Analysis of Several Chemical Components and Properties of Fruit, for Example, Chinese Hawthorn [J].
Dong, Wenjiang ;
Ni, Yongnian ;
Kokot, Serge .
JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY, 2013, 61 (03) :540-546
[7]   Optimizing conditions for anthocyanins extraction from purple sweet potato using response surface methodology (RSM) [J].
Fan, Gongjian ;
Han, Yonbin ;
Gu, Zhenxin ;
Chen, Deming .
LWT-FOOD SCIENCE AND TECHNOLOGY, 2008, 41 (01) :155-160
[8]   The feasibility of using near infrared and Raman spectroscopic techniques to detect fraudulent adulteration of chili powders with Sudan dye [J].
Haughey, Simon A. ;
Galvin-King, Pamela ;
Ho, Yen-Cheng ;
Bell, Steven E. J. ;
Elliott, Christopher T. .
FOOD CONTROL, 2015, 48 :75-83
[9]  
Hein P R.G., 2010, Cerne, Lavras, V16, P90
[10]  
Jiao Y, 2012, INT J FOOD ENG, V2, P1556