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Eggshell crack detection based on the transient impact analysis and cross-correlation method

To explore the transient impact process for cracked eggshell detection, an equivalent mechanical model was built based on a self-designed automatic excitation device. Through analysis of power spectrum from dynamic force signal, it was found that the impact speed affects only the impaction energy. I...

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Detalles Bibliográficos
Autores principales: Sun, Li, Zhang, Pengqi, Feng, Siyu, Qiang, Min, Cai, Jianrong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8517835/
https://www.ncbi.nlm.nih.gov/pubmed/34693343
http://dx.doi.org/10.1016/j.crfs.2021.09.012
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author Sun, Li
Zhang, Pengqi
Feng, Siyu
Qiang, Min
Cai, Jianrong
author_facet Sun, Li
Zhang, Pengqi
Feng, Siyu
Qiang, Min
Cai, Jianrong
author_sort Sun, Li
collection PubMed
description To explore the transient impact process for cracked eggshell detection, an equivalent mechanical model was built based on a self-designed automatic excitation device. Through analysis of power spectrum from dynamic force signal, it was found that the impact speed affects only the impaction energy. In contrast, the material of the impact head and the weight of the excitation rod determine the energy and the cut-off frequency of the impaction. When the weight of impact tup is less than 6.62 g, the cut-off frequency of excitation impact can cover the egg's inherent frequency. Then, an optimized experiment system was designed to acquire the response acoustic signals. The cross-correlation analysis and Bayes classification methods were carried out to detect the cracked eggshell. In the conducted experiments, a crack detection level of 97% and a false rejection level of 1% were achieved. From the findings, it can be concluded that the proposed method will assist in optimizing the impact device and simplifying the classification algorithm for an online detection system.
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spelling pubmed-85178352021-10-21 Eggshell crack detection based on the transient impact analysis and cross-correlation method Sun, Li Zhang, Pengqi Feng, Siyu Qiang, Min Cai, Jianrong Curr Res Food Sci Research Paper To explore the transient impact process for cracked eggshell detection, an equivalent mechanical model was built based on a self-designed automatic excitation device. Through analysis of power spectrum from dynamic force signal, it was found that the impact speed affects only the impaction energy. In contrast, the material of the impact head and the weight of the excitation rod determine the energy and the cut-off frequency of the impaction. When the weight of impact tup is less than 6.62 g, the cut-off frequency of excitation impact can cover the egg's inherent frequency. Then, an optimized experiment system was designed to acquire the response acoustic signals. The cross-correlation analysis and Bayes classification methods were carried out to detect the cracked eggshell. In the conducted experiments, a crack detection level of 97% and a false rejection level of 1% were achieved. From the findings, it can be concluded that the proposed method will assist in optimizing the impact device and simplifying the classification algorithm for an online detection system. Elsevier 2021-10-06 /pmc/articles/PMC8517835/ /pubmed/34693343 http://dx.doi.org/10.1016/j.crfs.2021.09.012 Text en © 2021 The Author(s) https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Research Paper
Sun, Li
Zhang, Pengqi
Feng, Siyu
Qiang, Min
Cai, Jianrong
Eggshell crack detection based on the transient impact analysis and cross-correlation method
title Eggshell crack detection based on the transient impact analysis and cross-correlation method
title_full Eggshell crack detection based on the transient impact analysis and cross-correlation method
title_fullStr Eggshell crack detection based on the transient impact analysis and cross-correlation method
title_full_unstemmed Eggshell crack detection based on the transient impact analysis and cross-correlation method
title_short Eggshell crack detection based on the transient impact analysis and cross-correlation method
title_sort eggshell crack detection based on the transient impact analysis and cross-correlation method
topic Research Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8517835/
https://www.ncbi.nlm.nih.gov/pubmed/34693343
http://dx.doi.org/10.1016/j.crfs.2021.09.012
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AT qiangmin eggshellcrackdetectionbasedonthetransientimpactanalysisandcrosscorrelationmethod
AT caijianrong eggshellcrackdetectionbasedonthetransientimpactanalysisandcrosscorrelationmethod