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Development of a Novel Acoustic Spectroscopy Method for Detection of Eggshell Cracks

Authors :
István Kertész
Csaba Németh
V. Zsom-Muha
Ferenc Horváth
J. Felföldi
Rebeka András
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.

Details

Language :
English
ISSN :
14203049
Volume :
26
Issue :
4693
Database :
OpenAIRE
Journal :
Molecules
Accession number :
edsair.doi.dedup.....b85d1436328e586aeada5d5af0070c8f