Near-infrared hyperspectral image analysis for monitoring the cheese-ripening process

Ripening is the most crucial process step in cheese manufacturing and constitutes multiple biochemical alterations that describe the final cheese quality and its perceived sensory attributes. The assessment of the cheese-ripening process is challenging and requires the effective analysis of a multit...

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Published in:Journal of Dairy Science
Main Authors: Alinaghi, Masoumeh (University of Veterinary Medicine Vienna / Umeå University), Trygg, Johan (Umeå University), Saedén, Karin Hallin (Norrmejerier), Höjer, Annika (Norrmejerier), Nilsson, David (Umeå University), Singh, Nikita (Umeå University)
Format: Article in Journal/Newspaper
Language:English
Published: Elsevier 2023
Subjects:
Online Access:https://doi.org/10.3168/jds.2023-23377
https://phaidra.vetmeduni.ac.at/o:2491
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spelling ftvetmeduwien:oai:phaidra.vetmeduni.ac.at:o:2491 2024-05-12T08:08:56+00:00 Near-infrared hyperspectral image analysis for monitoring the cheese-ripening process Alinaghi, Masoumeh (University of Veterinary Medicine Vienna / Umeå University) Trygg, Johan (Umeå University) Saedén, Karin Hallin (Norrmejerier) Höjer, Annika (Norrmejerier) Nilsson, David (Umeå University) Singh, Nikita (Umeå University) 2023 application/pdf https://doi.org/10.3168/jds.2023-23377 https://phaidra.vetmeduni.ac.at/o:2491 eng eng Elsevier isPartOf:https://phaidra.vetmeduni.ac.at/o:605[Publications / University of Veterinary Medicine Vienna] doi:10.3168/jds.2023-23377 https://phaidra.vetmeduni.ac.at/o:2491 CC BY 4.0 International http://creativecommons.org/licenses/by/4.0/ Journal of Dairy Science 106(11), 7407-7418 (2023) Northern Sweden Bovine-Milk Dairy Farms Proteolysis Goat Spectroscopy Prediction Acids Tool article 2023 ftvetmeduwien https://doi.org/10.3168/jds.2023-23377 2024-04-15T16:50:54Z Ripening is the most crucial process step in cheese manufacturing and constitutes multiple biochemical alterations that describe the final cheese quality and its perceived sensory attributes. The assessment of the cheese-ripening process is challenging and requires the effective analysis of a multitude of biochemical changes occurring during the process. This study monitored the biochemical and sensory attribute changes of paraffin wax-covered long-ripening hard cheeses (n = 79) during ripening by collecting samples at different stages of ripening. Near-infrared hyperspectral (NIR-HS) imaging, together with free amino acid, chemical composition, and sensory attributes, was studied to monitor the biochemical changes during the ripening process. Orthogonal projection-based multivariate calibration methods were used to characterize ripening-related and orthogonal components as well as the distribution map of chemical components. The results approve the NIR-HS imaging as a rapid tool for monitoring cheese maturity during ripening. Moreover, the pixelwise evaluation of images shows the homogeneity of cheese maturation at different stages of ripening. Among the chemical compositions, fat content and moisture are the most important variables correlating to NIR-HS images during the ripening process. Article in Journal/Newspaper Northern Sweden Vetmeduni Vienna Phaidra (University of Veterinary Medicine, Vienna) Journal of Dairy Science 106 11 7407 7418
institution Open Polar
collection Vetmeduni Vienna Phaidra (University of Veterinary Medicine, Vienna)
op_collection_id ftvetmeduwien
language English
topic Northern Sweden
Bovine-Milk
Dairy Farms
Proteolysis
Goat
Spectroscopy
Prediction
Acids
Tool
spellingShingle Northern Sweden
Bovine-Milk
Dairy Farms
Proteolysis
Goat
Spectroscopy
Prediction
Acids
Tool
Alinaghi, Masoumeh (University of Veterinary Medicine Vienna / Umeå University)
Trygg, Johan (Umeå University)
Saedén, Karin Hallin (Norrmejerier)
Höjer, Annika (Norrmejerier)
Nilsson, David (Umeå University)
Singh, Nikita (Umeå University)
Near-infrared hyperspectral image analysis for monitoring the cheese-ripening process
topic_facet Northern Sweden
Bovine-Milk
Dairy Farms
Proteolysis
Goat
Spectroscopy
Prediction
Acids
Tool
description Ripening is the most crucial process step in cheese manufacturing and constitutes multiple biochemical alterations that describe the final cheese quality and its perceived sensory attributes. The assessment of the cheese-ripening process is challenging and requires the effective analysis of a multitude of biochemical changes occurring during the process. This study monitored the biochemical and sensory attribute changes of paraffin wax-covered long-ripening hard cheeses (n = 79) during ripening by collecting samples at different stages of ripening. Near-infrared hyperspectral (NIR-HS) imaging, together with free amino acid, chemical composition, and sensory attributes, was studied to monitor the biochemical changes during the ripening process. Orthogonal projection-based multivariate calibration methods were used to characterize ripening-related and orthogonal components as well as the distribution map of chemical components. The results approve the NIR-HS imaging as a rapid tool for monitoring cheese maturity during ripening. Moreover, the pixelwise evaluation of images shows the homogeneity of cheese maturation at different stages of ripening. Among the chemical compositions, fat content and moisture are the most important variables correlating to NIR-HS images during the ripening process.
format Article in Journal/Newspaper
author Alinaghi, Masoumeh (University of Veterinary Medicine Vienna / Umeå University)
Trygg, Johan (Umeå University)
Saedén, Karin Hallin (Norrmejerier)
Höjer, Annika (Norrmejerier)
Nilsson, David (Umeå University)
Singh, Nikita (Umeå University)
author_facet Alinaghi, Masoumeh (University of Veterinary Medicine Vienna / Umeå University)
Trygg, Johan (Umeå University)
Saedén, Karin Hallin (Norrmejerier)
Höjer, Annika (Norrmejerier)
Nilsson, David (Umeå University)
Singh, Nikita (Umeå University)
author_sort Alinaghi, Masoumeh (University of Veterinary Medicine Vienna / Umeå University)
title Near-infrared hyperspectral image analysis for monitoring the cheese-ripening process
title_short Near-infrared hyperspectral image analysis for monitoring the cheese-ripening process
title_full Near-infrared hyperspectral image analysis for monitoring the cheese-ripening process
title_fullStr Near-infrared hyperspectral image analysis for monitoring the cheese-ripening process
title_full_unstemmed Near-infrared hyperspectral image analysis for monitoring the cheese-ripening process
title_sort near-infrared hyperspectral image analysis for monitoring the cheese-ripening process
publisher Elsevier
publishDate 2023
url https://doi.org/10.3168/jds.2023-23377
https://phaidra.vetmeduni.ac.at/o:2491
genre Northern Sweden
genre_facet Northern Sweden
op_source Journal of Dairy Science 106(11), 7407-7418 (2023)
op_relation isPartOf:https://phaidra.vetmeduni.ac.at/o:605[Publications / University of Veterinary Medicine Vienna]
doi:10.3168/jds.2023-23377
https://phaidra.vetmeduni.ac.at/o:2491
op_rights CC BY 4.0 International
http://creativecommons.org/licenses/by/4.0/
op_doi https://doi.org/10.3168/jds.2023-23377
container_title Journal of Dairy Science
container_volume 106
container_issue 11
container_start_page 7407
op_container_end_page 7418
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