Development of a Novel Acoustic Spectroscopy Method for Detection of Eggshell Cracks |
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Authors: | Istvá n Kerté sz,Viktó ria Zsom-Muha,Rebeka Andrá s,Ferenc Horvá th,Csaba Né meth,Jó zsef Felfö ldi |
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Affiliation: | 1.Institute of Food Science and Technology, Hungarian University of Agriculture and Life Sciences, 1118 Budapest, Hungary; (V.Z.-M.); (R.A.); (F.H.); (J.F.);2.Capriovus Kft., 2317 Szigetcsép, Hungary; |
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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. |
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Keywords: | egg eggshell acoustics crack detection non-destructive testing spectroscopy |
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