Use of Spectroscopic Techniques for a Rapid and Non-Destructive Monitoring of Thermal Treatments and Storage Time of Sous-Vide Cooked Cod Fillets

In this work, the potential of spectroscopic techniques was studied to investigate heat-induced changes occurring during the application of thermal treatments on cod (Gadus morhua L.) fillets. Vacuum-packed samples were thermally treated in a water bath at 50, 60, 70 and 80 °C for 5 and 10 min, and...

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Published in:Sensors
Main Authors: Abdo Hassoun, Janna Cropotova, Turid Rustad, Karsten Heia, Stein-Kato Lindberg, Heidi Nilsen
Format: Text
Language:English
Published: Multidisciplinary Digital Publishing Institute 2020
Subjects:
Online Access:https://doi.org/10.3390/s20082410
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spelling ftmdpi:oai:mdpi.com:/1424-8220/20/8/2410/ 2023-08-20T04:06:38+02:00 Use of Spectroscopic Techniques for a Rapid and Non-Destructive Monitoring of Thermal Treatments and Storage Time of Sous-Vide Cooked Cod Fillets Abdo Hassoun Janna Cropotova Turid Rustad Karsten Heia Stein-Kato Lindberg Heidi Nilsen 2020-04-23 application/pdf https://doi.org/10.3390/s20082410 EN eng Multidisciplinary Digital Publishing Institute Optical Sensors https://dx.doi.org/10.3390/s20082410 https://creativecommons.org/licenses/by/4.0/ Sensors; Volume 20; Issue 8; Pages: 2410 fish fluorescence cooking classification spectroscopy storage prediction Text 2020 ftmdpi https://doi.org/10.3390/s20082410 2023-07-31T23:24:47Z In this work, the potential of spectroscopic techniques was studied to investigate heat-induced changes occurring during the application of thermal treatments on cod (Gadus morhua L.) fillets. Vacuum-packed samples were thermally treated in a water bath at 50, 60, 70 and 80 °C for 5 and 10 min, and further stored for one, four, and eight days at 4 ± 1 °C before analysis. Several traditional (including cooking loss, drip loss, texture, protein solubility, protein oxidation, and color) and spectroscopic (fluorescence and diffuse reflectance hyperspectral imaging) measurements were conducted on the same samples. The results showed a decrease in fluorescence intensity with increasing cooking temperature and storage time, while the impact of cooking time was only noticeable at low temperatures. Diffuse reflectance data exhibited a decrease in absorbance, possibly as a result of protein denaturation and increased scattering at higher cooking temperatures. Both fluorescence and diffuse reflectance data were highly correlated with color parameters, whereas moderate correlations were observed with most other traditional parameters. Support vector machine models performed better than partial least square ones for both classification of cod samples cooked at different temperatures and in prediction of the cooking temperature. The best classification result was obtained on fluorescence data, achieving an accuracy of 92.5%, while the prediction models resulted in a root mean square error of prediction of cooking temperature lower than 5 °C. Overall, the classification and prediction models showed good results, indicating that spectroscopic techniques, especially fluorescence hyperspectral imaging, have a high potential for monitoring thermal treatments in cod fillets. Text Gadus morhua MDPI Open Access Publishing Sensors 20 8 2410
institution Open Polar
collection MDPI Open Access Publishing
op_collection_id ftmdpi
language English
topic fish
fluorescence
cooking
classification
spectroscopy
storage
prediction
spellingShingle fish
fluorescence
cooking
classification
spectroscopy
storage
prediction
Abdo Hassoun
Janna Cropotova
Turid Rustad
Karsten Heia
Stein-Kato Lindberg
Heidi Nilsen
Use of Spectroscopic Techniques for a Rapid and Non-Destructive Monitoring of Thermal Treatments and Storage Time of Sous-Vide Cooked Cod Fillets
topic_facet fish
fluorescence
cooking
classification
spectroscopy
storage
prediction
description In this work, the potential of spectroscopic techniques was studied to investigate heat-induced changes occurring during the application of thermal treatments on cod (Gadus morhua L.) fillets. Vacuum-packed samples were thermally treated in a water bath at 50, 60, 70 and 80 °C for 5 and 10 min, and further stored for one, four, and eight days at 4 ± 1 °C before analysis. Several traditional (including cooking loss, drip loss, texture, protein solubility, protein oxidation, and color) and spectroscopic (fluorescence and diffuse reflectance hyperspectral imaging) measurements were conducted on the same samples. The results showed a decrease in fluorescence intensity with increasing cooking temperature and storage time, while the impact of cooking time was only noticeable at low temperatures. Diffuse reflectance data exhibited a decrease in absorbance, possibly as a result of protein denaturation and increased scattering at higher cooking temperatures. Both fluorescence and diffuse reflectance data were highly correlated with color parameters, whereas moderate correlations were observed with most other traditional parameters. Support vector machine models performed better than partial least square ones for both classification of cod samples cooked at different temperatures and in prediction of the cooking temperature. The best classification result was obtained on fluorescence data, achieving an accuracy of 92.5%, while the prediction models resulted in a root mean square error of prediction of cooking temperature lower than 5 °C. Overall, the classification and prediction models showed good results, indicating that spectroscopic techniques, especially fluorescence hyperspectral imaging, have a high potential for monitoring thermal treatments in cod fillets.
format Text
author Abdo Hassoun
Janna Cropotova
Turid Rustad
Karsten Heia
Stein-Kato Lindberg
Heidi Nilsen
author_facet Abdo Hassoun
Janna Cropotova
Turid Rustad
Karsten Heia
Stein-Kato Lindberg
Heidi Nilsen
author_sort Abdo Hassoun
title Use of Spectroscopic Techniques for a Rapid and Non-Destructive Monitoring of Thermal Treatments and Storage Time of Sous-Vide Cooked Cod Fillets
title_short Use of Spectroscopic Techniques for a Rapid and Non-Destructive Monitoring of Thermal Treatments and Storage Time of Sous-Vide Cooked Cod Fillets
title_full Use of Spectroscopic Techniques for a Rapid and Non-Destructive Monitoring of Thermal Treatments and Storage Time of Sous-Vide Cooked Cod Fillets
title_fullStr Use of Spectroscopic Techniques for a Rapid and Non-Destructive Monitoring of Thermal Treatments and Storage Time of Sous-Vide Cooked Cod Fillets
title_full_unstemmed Use of Spectroscopic Techniques for a Rapid and Non-Destructive Monitoring of Thermal Treatments and Storage Time of Sous-Vide Cooked Cod Fillets
title_sort use of spectroscopic techniques for a rapid and non-destructive monitoring of thermal treatments and storage time of sous-vide cooked cod fillets
publisher Multidisciplinary Digital Publishing Institute
publishDate 2020
url https://doi.org/10.3390/s20082410
genre Gadus morhua
genre_facet Gadus morhua
op_source Sensors; Volume 20; Issue 8; Pages: 2410
op_relation Optical Sensors
https://dx.doi.org/10.3390/s20082410
op_rights https://creativecommons.org/licenses/by/4.0/
op_doi https://doi.org/10.3390/s20082410
container_title Sensors
container_volume 20
container_issue 8
container_start_page 2410
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