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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...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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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. |
format | Online Article Text |
id | pubmed-9823997 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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