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A Multi-Flow Production Line for Sorting of Eggs Using Image Processing
Fatih Akkoyun1, Adem Ozcelik2, Ibrahim Arpaci3
1Department of Mechanical and Metal Technologies, Trabzon Vocational School, Karadeniz Technical University, Trabzon 61300, Turkey.
This study introduces a faster, cheaper egg classification method using image processing technology. The developed system accurately estimates egg weight in real-time on a production line.
Area of Science:
- Agricultural Engineering
- Computer Vision
- Food Science
Background:
- Traditional egg classification relies on manual methods or load cells, which can be slow and costly.
- Image processing offers a promising alternative for rapid and economical data analysis in the agri-food sector.
Purpose of the Study:
- To develop and evaluate an image processing system for real-time chicken egg classification.
- To assess the feasibility of using visual data for accurate egg weight estimation in industrial settings.
Main Methods:
- A color camera captured images of moving eggs on a motorized roller conveyor within an illumination cabinet.
- An image processing approach was implemented for real-time egg classification and weight prediction.
- Statistical analysis, including linear correlation, was used to validate the results.
Main Results:
- The image processing system successfully classified chicken eggs in real-time on an industrial production line.
- Significant correlations were found between the estimated and actual egg weights.
- A high coefficient of linear correlation (R² = 0.95) was achieved, indicating strong agreement.
Conclusions:
- Image processing provides a viable, efficient, and cost-effective solution for real-time egg classification.
- The developed system demonstrates high accuracy in predicting egg weight, meeting industrial requirements.
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