Title of article
Determination of fat and total protein content in milk using conventional digital imaging
Author/Authors
Kucheryavskiy، نويسنده , , Sergey and Melenteva، نويسنده , , Anastasiia and Bogomolov، نويسنده , , Andrey، نويسنده ,
Issue Information
ماهنامه با شماره پیاپی سال 2014
Pages
9
From page
144
To page
152
Abstract
The applicability of conventional digital imaging to quantitative determination of fat and total protein in cowʹs milk, based on the phenomenon of light scatter, has been proved. A new algorithm for extracting features from digital images of milk samples has been developed. The algorithm takes into account spatial distribution of light, diffusely transmitted through a sample.
oposed method has been tested on two sample sets prepared from industrial raw milk standards, with variable fat and protein content. Partial Least-Squares (PLS) regression on the features calculated from images of monochromatically illuminated milk samples resulted in models with high prediction performance when analysed the sets separately (best models with cross-validated R2=0.974 for protein and R2=0.973 for fat content).
r when analysed the sets jointly with the obtained results were significantly worse (best models with cross-validated R2=0.890 for fat content and R2=0.720 for protein content). The results have been compared with previously published Vis/SW-NIR spectroscopic study of similar samples.
Keywords
Milk quality , digital imaging , Light scatter , Image analysis
Journal title
Talanta
Serial Year
2014
Journal title
Talanta
Record number
1670344
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