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.

Download full-text PDF

Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC8348687PMC
http://dx.doi.org/10.3390/molecules26154693DOI Listing

Publication Analysis

Top Keywords

acoustic spectroscopy
8
method
5
development novel
4
novel acoustic
4
spectroscopy method
4
method detection
4
detection eggshell
4
eggshell cracks
4
cracks non-destructive
4
non-destructive testing
4

Similar Publications

Want AI Summaries of new PubMed Abstracts delivered to your In-box?

Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!