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A Multi-Flow Production Line for Sorting of Eggs Using Image Processing

In egg production facilities, the classification of eggs is carried out either manually or by using sophisticated systems such as load cells. However, there is a need for the classification of eggs to be carried out with faster and cheaper methods. In the agri-food industry, the use of image process...

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Autores principales: Akkoyun, Fatih, Ozcelik, Adem, Arpaci, Ibrahim, Erçetin, Ali, Gucluer, Sinan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9823997/
https://www.ncbi.nlm.nih.gov/pubmed/36616713
http://dx.doi.org/10.3390/s23010117
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author Akkoyun, Fatih
Ozcelik, Adem
Arpaci, Ibrahim
Erçetin, Ali
Gucluer, Sinan
author_facet Akkoyun, Fatih
Ozcelik, Adem
Arpaci, Ibrahim
Erçetin, Ali
Gucluer, Sinan
author_sort Akkoyun, Fatih
collection PubMed
description In egg production facilities, the classification of eggs is carried out either manually or by using sophisticated systems such as load cells. However, there is a need for the classification of eggs to be carried out with faster and cheaper methods. In the agri-food industry, the use of image processing technology is continuously increasing due to the data processing speed and cost-effective solutions. In this study, an image processing approach was used to classify chicken eggs on an industrial roller conveyor line in real-time. A color camera was used to acquire images in an illumination cabinet on a motorized roller conveyor while eggs are moving on the movement halls. The system successfully operated for the grading of eggs in the industrial multi-flow production line in real-time. There were significant correlations among measured weights of the eggs after image processing. The coefficient of linear correlation (R(2)) between measured and actual weights was 0.95.
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spelling pubmed-98239972023-01-08 A Multi-Flow Production Line for Sorting of Eggs Using Image Processing Akkoyun, Fatih Ozcelik, Adem Arpaci, Ibrahim Erçetin, Ali Gucluer, Sinan Sensors (Basel) Article In egg production facilities, the classification of eggs is carried out either manually or by using sophisticated systems such as load cells. However, there is a need for the classification of eggs to be carried out with faster and cheaper methods. In the agri-food industry, the use of image processing technology is continuously increasing due to the data processing speed and cost-effective solutions. In this study, an image processing approach was used to classify chicken eggs on an industrial roller conveyor line in real-time. A color camera was used to acquire images in an illumination cabinet on a motorized roller conveyor while eggs are moving on the movement halls. The system successfully operated for the grading of eggs in the industrial multi-flow production line in real-time. There were significant correlations among measured weights of the eggs after image processing. The coefficient of linear correlation (R(2)) between measured and actual weights was 0.95. MDPI 2022-12-23 /pmc/articles/PMC9823997/ /pubmed/36616713 http://dx.doi.org/10.3390/s23010117 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Akkoyun, Fatih
Ozcelik, Adem
Arpaci, Ibrahim
Erçetin, Ali
Gucluer, Sinan
A Multi-Flow Production Line for Sorting of Eggs Using Image Processing
title A Multi-Flow Production Line for Sorting of Eggs Using Image Processing
title_full A Multi-Flow Production Line for Sorting of Eggs Using Image Processing
title_fullStr A Multi-Flow Production Line for Sorting of Eggs Using Image Processing
title_full_unstemmed A Multi-Flow Production Line for Sorting of Eggs Using Image Processing
title_short A Multi-Flow Production Line for Sorting of Eggs Using Image Processing
title_sort multi-flow production line for sorting of eggs using image processing
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9823997/
https://www.ncbi.nlm.nih.gov/pubmed/36616713
http://dx.doi.org/10.3390/s23010117
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