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Development of a Novel Acoustic Spectroscopy Method for Detection of Eggshell Cracks
- Source :
- Molecules, Vol 26, Iss 15, p 4693 (2021)
- 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.
Details
- Language :
- English
- ISSN :
- 14203049
- Volume :
- 26
- Issue :
- 15
- Database :
- Directory of Open Access Journals
- Journal :
- Molecules
- Publication Type :
- Academic Journal
- Accession number :
- edsdoj.9549fdd16d45d499e90913fe4b886c
- Document Type :
- article
- Full Text :
- https://doi.org/10.3390/molecules26154693