Egg Freshness Evaluation Using Transmission and Reflection of NIR Spectroscopy Coupled Multivariate Analysis

This work presents a novel work for the detection of the freshness of eggs stored at room temperature and refrigerated conditions by the near-infrared (NIR) spectroscopy and multivariate models. The NIR spectroscopy of diffuse transmission and reflection modes was used to compare the quantitative an...

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Main Authors: Fuyun Wang, Hao Lin, Peiting Xu, Xiakun Bi, Li Sun
Format: Article
Language:English
Published: MDPI AG 2021-09-01
Series:Foods
Subjects:
Online Access:https://www.mdpi.com/2304-8158/10/9/2176
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spelling doaj-a0695115b5054edd9b2b8e54f36103932021-09-26T00:09:52ZengMDPI AGFoods2304-81582021-09-01102176217610.3390/foods10092176Egg Freshness Evaluation Using Transmission and Reflection of NIR Spectroscopy Coupled Multivariate AnalysisFuyun Wang0Hao Lin1Peiting Xu2Xiakun Bi3Li Sun4School of Food and Biological Engineering, Jiangsu University, No. 301 Xuefu Road, Zhenjiang 212013, ChinaSchool of Food and Biological Engineering, Jiangsu University, No. 301 Xuefu Road, Zhenjiang 212013, ChinaSchool of Food and Biological Engineering, Jiangsu University, No. 301 Xuefu Road, Zhenjiang 212013, ChinaSchool of Food and Biological Engineering, Jiangsu University, No. 301 Xuefu Road, Zhenjiang 212013, ChinaSchool of Food and Biological Engineering, Jiangsu University, No. 301 Xuefu Road, Zhenjiang 212013, ChinaThis work presents a novel work for the detection of the freshness of eggs stored at room temperature and refrigerated conditions by the near-infrared (NIR) spectroscopy and multivariate models. The NIR spectroscopy of diffuse transmission and reflection modes was used to compare the quantitative and qualitative investigation of egg freshness. It was found that diffuse transmission is more conducive to the judgment of egg freshness. The linear discriminant analysis model (LDA) for pattern recognition based on the diffuse transmission measurement was employed to analyze egg freshness during storage. NIR diffuse transmission spectroscopy showed great potential for egg storage time discrimination in normal atmospheric conditions. The LDA model discrimination rated up to 91.4% in the prediction set, while only 25.6% of samples were correctly discriminated among eggs in refrigerated storage conditions. Furthermore, NIR spectra, combined with the synergy interval partial least squares (Si-PLS) model, showed excellent ability in egg physical index prediction under normal atmospheric conditions. The root means square error of prediction (RMSEP) values of Haugh unit, yolk index, and weight loss from predictive Si-PLS models were 4.25, 0.031, and 0.005432, respectively.https://www.mdpi.com/2304-8158/10/9/2176near-infrared spectroscopynon-destructive detectiondiffuse transmission spectrum acquisitionfreshness
collection DOAJ
language English
format Article
sources DOAJ
author Fuyun Wang
Hao Lin
Peiting Xu
Xiakun Bi
Li Sun
spellingShingle Fuyun Wang
Hao Lin
Peiting Xu
Xiakun Bi
Li Sun
Egg Freshness Evaluation Using Transmission and Reflection of NIR Spectroscopy Coupled Multivariate Analysis
Foods
near-infrared spectroscopy
non-destructive detection
diffuse transmission spectrum acquisition
freshness
author_facet Fuyun Wang
Hao Lin
Peiting Xu
Xiakun Bi
Li Sun
author_sort Fuyun Wang
title Egg Freshness Evaluation Using Transmission and Reflection of NIR Spectroscopy Coupled Multivariate Analysis
title_short Egg Freshness Evaluation Using Transmission and Reflection of NIR Spectroscopy Coupled Multivariate Analysis
title_full Egg Freshness Evaluation Using Transmission and Reflection of NIR Spectroscopy Coupled Multivariate Analysis
title_fullStr Egg Freshness Evaluation Using Transmission and Reflection of NIR Spectroscopy Coupled Multivariate Analysis
title_full_unstemmed Egg Freshness Evaluation Using Transmission and Reflection of NIR Spectroscopy Coupled Multivariate Analysis
title_sort egg freshness evaluation using transmission and reflection of nir spectroscopy coupled multivariate analysis
publisher MDPI AG
series Foods
issn 2304-8158
publishDate 2021-09-01
description This work presents a novel work for the detection of the freshness of eggs stored at room temperature and refrigerated conditions by the near-infrared (NIR) spectroscopy and multivariate models. The NIR spectroscopy of diffuse transmission and reflection modes was used to compare the quantitative and qualitative investigation of egg freshness. It was found that diffuse transmission is more conducive to the judgment of egg freshness. The linear discriminant analysis model (LDA) for pattern recognition based on the diffuse transmission measurement was employed to analyze egg freshness during storage. NIR diffuse transmission spectroscopy showed great potential for egg storage time discrimination in normal atmospheric conditions. The LDA model discrimination rated up to 91.4% in the prediction set, while only 25.6% of samples were correctly discriminated among eggs in refrigerated storage conditions. Furthermore, NIR spectra, combined with the synergy interval partial least squares (Si-PLS) model, showed excellent ability in egg physical index prediction under normal atmospheric conditions. The root means square error of prediction (RMSEP) values of Haugh unit, yolk index, and weight loss from predictive Si-PLS models were 4.25, 0.031, and 0.005432, respectively.
topic near-infrared spectroscopy
non-destructive detection
diffuse transmission spectrum acquisition
freshness
url https://www.mdpi.com/2304-8158/10/9/2176
work_keys_str_mv AT fuyunwang eggfreshnessevaluationusingtransmissionandreflectionofnirspectroscopycoupledmultivariateanalysis
AT haolin eggfreshnessevaluationusingtransmissionandreflectionofnirspectroscopycoupledmultivariateanalysis
AT peitingxu eggfreshnessevaluationusingtransmissionandreflectionofnirspectroscopycoupledmultivariateanalysis
AT xiakunbi eggfreshnessevaluationusingtransmissionandreflectionofnirspectroscopycoupledmultivariateanalysis
AT lisun eggfreshnessevaluationusingtransmissionandreflectionofnirspectroscopycoupledmultivariateanalysis
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