Nondestructive TVB‐N Detection in Packaged Beef Using Hyperspectral Imaging

ABSTRACT Hyperspectral imaging (HSI) technology has shown potential in monitoring fresh meat. It is necessary to investigate the rapid detection technology of packaged fresh meat in order to ensure food quality and safety. In this study, hyperspectral images of beef in the presence of packaging film were collected, and the spectra were optimized using spectral pretreatment, band selection and film radiation correction methods to predict the total volatile basic nitrogen (TVB‐N) of beef in the presence of packaging film. The results of the competitive adaptive reweighted sampling (CARS) combined with least squares support vector machines (CARS‐LSSVM) model constructed by using the corrected reflectance spectra were = 0.8687, RMSEP = 3.1970 mg/100 g, which is higher than that obtained before the correction ( was 0.8168, and RMSEP was 3.0449 mg/100 g). The results reveal that HSI with radiation correction has the potential in monitoring the TVB‐N content of beef through packaging film.

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Publication Details

Journal
Packaging Technology and Science
Published
2025-02-05
DOI
https://doi.org/10.1002/pts.2879
Citations
3
Primary Topic
Spectroscopy and Chemometric Analyses
Type
article
Field-Weighted Citation Impact
2.26
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article

Nondestructive TVB‐N Detection in Packaged Beef Using Hyperspectral Imaging

Xueyu Cheng, Lixin Lu, Liao Pan
3 citations
Packaging Technology and Science
Spectroscopy and Chemometric Analyses
2.26
article

Nondestructive TVB‐N Detection in Packaged Beef Using Hyperspectral Imaging

Xueyu Cheng, Lixin Lu, Liao Pan
article en
3 citations

Abstract

ABSTRACT Hyperspectral imaging (HSI) technology has shown potential in monitoring fresh meat. It is necessary to investigate the rapid detection technology of packaged fresh meat in order to ensure food quality and safety. In this study, hyperspectral images of beef in the presence of packaging film were collected, and the spectra were optimized using spectral pretreatment, band selection and film radiation correction methods to predict the total volatile basic nitrogen (TVB‐N) of beef in the presence of packaging film. The results of the competitive adaptive reweighted sampling (CARS) combined with least squares support vector machines (CARS‐LSSVM) model constructed by using the corrected reflectance spectra were = 0.8687, RMSEP = 3.1970 mg/100 g, which is higher than that obtained before the correction ( was 0.8168, and RMSEP was 3.0449 mg/100 g). The results reveal that HSI with radiation correction has the potential in monitoring the TVB‐N content of beef through packaging film.

Packaging Technology and ScienceVol. 38(5)
Jiangnan University (CN)
Openalex Percentile: Top 15%
Spectroscopy and Chemometric Analyses
2.26
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