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, an...
Published in: | Sensors |
---|---|
Main Authors: | , , , , , |
Format: | Article in Journal/Newspaper |
Language: | English |
Published: |
MDPI AG
2020
|
Subjects: | |
Online Access: | https://doi.org/10.3390/s20082410 https://doaj.org/article/12abe9f565f148d9a4613b82fbf35c12 |
id |
ftdoajarticles:oai:doaj.org/article:12abe9f565f148d9a4613b82fbf35c12 |
---|---|
record_format |
openpolar |
spelling |
ftdoajarticles:oai:doaj.org/article:12abe9f565f148d9a4613b82fbf35c12 2023-05-15T16:19:21+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 2020-04-01T00:00:00Z https://doi.org/10.3390/s20082410 https://doaj.org/article/12abe9f565f148d9a4613b82fbf35c12 EN eng MDPI AG https://www.mdpi.com/1424-8220/20/8/2410 https://doaj.org/toc/1424-8220 doi:10.3390/s20082410 1424-8220 https://doaj.org/article/12abe9f565f148d9a4613b82fbf35c12 Sensors, Vol 20, Iss 2410, p 2410 (2020) fish fluorescence cooking classification spectroscopy storage Chemical technology TP1-1185 article 2020 ftdoajarticles https://doi.org/10.3390/s20082410 2022-12-30T20:28:26Z 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. Article in Journal/Newspaper Gadus morhua Directory of Open Access Journals: DOAJ Articles Sensors 20 8 2410 |
institution |
Open Polar |
collection |
Directory of Open Access Journals: DOAJ Articles |
op_collection_id |
ftdoajarticles |
language |
English |
topic |
fish fluorescence cooking classification spectroscopy storage Chemical technology TP1-1185 |
spellingShingle |
fish fluorescence cooking classification spectroscopy storage Chemical technology TP1-1185 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 Chemical technology TP1-1185 |
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 |
Article in Journal/Newspaper |
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 |
MDPI AG |
publishDate |
2020 |
url |
https://doi.org/10.3390/s20082410 https://doaj.org/article/12abe9f565f148d9a4613b82fbf35c12 |
genre |
Gadus morhua |
genre_facet |
Gadus morhua |
op_source |
Sensors, Vol 20, Iss 2410, p 2410 (2020) |
op_relation |
https://www.mdpi.com/1424-8220/20/8/2410 https://doaj.org/toc/1424-8220 doi:10.3390/s20082410 1424-8220 https://doaj.org/article/12abe9f565f148d9a4613b82fbf35c12 |
op_doi |
https://doi.org/10.3390/s20082410 |
container_title |
Sensors |
container_volume |
20 |
container_issue |
8 |
container_start_page |
2410 |
_version_ |
1766005732122034176 |