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Development of a Novel Acoustic Spectroscopy Method for Detection of Eggshell Cracks
- Source :
- Molecules, Vol 26, Iss 4693, p 4693 (2021), Molecules, Volume 26, Issue 15
- Publication Year :
- 2021
- Publisher :
- MDPI AG, 2021.
-
Abstract
- Non-destructive testing (NDT) for eggshell faults is highly important for the egg industry, as cracked eggs account for around 3% of total production. The most commonly used method at present, candling, is labor intensive, while computer vision systems are expensive and complicated. In this paper, we present a simple, yet efficient, novel method for eggshell crack detection by acoustic spectroscopy. Altogether, 693 sound recordings were evaluated by different classification methods. The results show a cross-validated 2.1% total classification error, with only 0.87% false positive rate, which is the crucial metric for fresh eggs. Adapting the developed method to an industrial setting may lead to a reliable, fast and cost-effective detection method.
- Subjects :
- spectroscopy
Computer science
Eggs
Pharmaceutical Science
Organic chemistry
Article
Analytical Chemistry
Egg Shell
QD241-441
Nondestructive testing
0502 economics and business
Drug Discovery
Animals
Physical and Theoretical Chemistry
Eggshell
acoustics
business.industry
Spectrum Analysis
crack detection
05 social sciences
eggshell
0402 animal and dairy science
Industrial setting
non-destructive testing
Pattern recognition
04 agricultural and veterinary sciences
040201 dairy & animal science
Acoustic spectroscopy
Chemistry (miscellaneous)
Metric (mathematics)
Molecular Medicine
Classification methods
050211 marketing
egg
Artificial intelligence
False positive rate
business
Chickens
Subjects
Details
- Language :
- English
- ISSN :
- 14203049
- Volume :
- 26
- Issue :
- 4693
- Database :
- OpenAIRE
- Journal :
- Molecules
- Accession number :
- edsair.doi.dedup.....b85d1436328e586aeada5d5af0070c8f