Literature DB >> 29120769

Rapid classification of intact chicken breast fillets by predicting principal component score of quality traits with visible/near-Infrared spectroscopy.

Yi Yang1, Hong Zhuang2, Seung-Chul Yoon2, Wei Wang3, Hongzhe Jiang1, Beibei Jia1.   

Abstract

In this study visible/near-infrared spectroscopy (Vis/NIRS) was evaluated to rapidly classify intact chicken breast fillets. Five principal components (PC) were extracted from reference quality traits (L∗, pH, drip loss, expressible fluid, and salt-induced water gain). A quality grades classification method by PC1 score was proposed. With this method, 150 chicken fillets were properly classified into three quality grades, i.e., DFD (dark, firm and dry), normal, and PSE (pale, soft and exudative). Furthermore, PC1 score could be predicted using partial least squares regression (PLSR) model based on Vis/NIRS (R2p = 0.78, RPD = 1.9), without the measurement of any quality traits. Thresholds of PC1 classification method were applied to classify the predicted PC1 score values of each fillet into three quality grades. The classification accuracy of calibration and prediction set were 85% and 80%, respectively. Results revealed that PC1 score classification method is feasible, and with Vis/NIRS, this method could be rapidly implemented.
Copyright © 2017 Elsevier Ltd. All rights reserved.

Entities:  

Keywords:  DFD (dark, firm and dry); L(∗); PCA; PLSR; PSE (pale, soft and exudative); Water-holding capacity; pH

Mesh:

Year:  2017        PMID: 29120769     DOI: 10.1016/j.foodchem.2017.09.148

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


  5 in total

1.  Rapid and Non-destructive Classification of New and Aged Maize Seeds Using Hyperspectral Image and Chemometric Methods.

Authors:  Zheli Wang; Wenqian Huang; Xi Tian; Yuan Long; Lianjie Li; Shuxiang Fan
Journal:  Front Plant Sci       Date:  2022-05-10       Impact factor: 6.627

2.  Effect of extraction technique on chemical compositions and antioxidant activities of freeze-dried green pepper.

Authors:  Chaohua Zhang; Fenglin Gu; Weicheng Hu; Guiping Wu; Weijun Chen; Conghui Dong; Zhiqiang Niu
Journal:  Front Nutr       Date:  2022-09-02

3.  Spectroscopic Data for the Rapid Assessment of Microbiological Quality of Chicken Burgers.

Authors:  Lemonia-Christina Fengou; Yunge Liu; Danai Roumani; Panagiotis Tsakanikas; George-John E Nychas
Journal:  Foods       Date:  2022-08-09

4.  Implementation of Multispectral Imaging (MSI) for Microbiological Quality Assessment of Poultry Products.

Authors:  Evgenia D Spyrelli; Agapi I Doulgeraki; Anthoula A Argyri; Chrysoula C Tassou; Efstathios Z Panagou; George-John E Nychas
Journal:  Microorganisms       Date:  2020-04-11

5.  Differentiation between Normal and White Striped Turkey Breasts by Visible/Near Infrared Spectroscopy and Multivariate Data Analysis.

Authors:  Amal Zaid; Nawaf Abu-Khalaf; Samer Mudalal; Massimiliano Petracci
Journal:  Food Sci Anim Resour       Date:  2020-01-01
  5 in total

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