4.7 Article

Potential of multispectral imaging for real-time determination of colour change and moisture distribution in carrot slices during hot air dehydration

期刊

FOOD CHEMISTRY
卷 195, 期 -, 页码 110-116

出版社

ELSEVIER SCI LTD
DOI: 10.1016/j.foodchem.2015.04.145

关键词

Multispectral imaging; Carrot; Moisture content; Colour change; Dehydration

资金

  1. Specialized Research Fund for the Anhui Province Key Technologies Research & Development Program [1301031033]
  2. National Key Technologies RD Programme [2012BAD07B01]
  3. Key Project of Anhui Provincial Educational Department [KJ2014ZD26]
  4. Doctoral Program of Higher Education [20120111110024]
  5. Fundamental Research Funds for the Central Universities [2012HGCX0003]
  6. National Natural Science Foundation of China [31401544]
  7. China Postdoctoral Science Foundation [2014M561822]
  8. Funds for Huangshan Professorship of Hefei University of Technology [407-037019]

向作者/读者索取更多资源

Colour and moisture content are important indices in quality monitoring of dehydrating carrot slices during dehydration process. This study investigated the potential of using multispectral imaging for real-time and non-destructive determination of colour change and moisture distribution during the hot air dehydration of carrot slices. Multispectral reflectance images, ranging from 405 to 970 nm, were acquired and then calibrated based on three chemometrics models of partial least squares (PLS), least squares-support vector machines (LS-SVM), and back propagation neural network (BPNN), respectively. Compared with PLS and LS-SVM, BPNN considerably improved the prediction performance with coefficient of determination in prediction (R-P(2)) = 0.991, root-mean-square error of prediction (RMSEP) = 1.482% and residual predictive deviation (RPD) = 11.378 for moisture content. It was concluded that multispectral imaging has an excellent potential for rapid, non-destructive and simultaneous determination of colour change and moisture distribution of carrot slices during dehydration. (C) 2015 Elsevier Ltd. All rights reserved.

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