Research on eggshell via laser-induced breakdown spectroscopy and neural network

GE Yifan; LU Xu; LIU Yuzhu

doi:10.7510/jgjs.issn.1001-3806.2022.04.015

LASER TECHNOLOGY > 2022 > 46(4): 532-537. > DOI: 10.7510/jgjs.issn.1001-3806.2022.04.015

GE Yifan, LU Xu, LIU Yuzhu. Research on eggshell via laser-induced breakdown spectroscopy and neural network[J]. LASER TECHNOLOGY, 2022, 46(4): 532-537. DOI: 10.7510/jgjs.issn.1001-3806.2022.04.015

Citation:

GE Yifan, LU Xu, LIU Yuzhu. Research on eggshell via laser-induced breakdown spectroscopy and neural network[J]. LASER TECHNOLOGY, 2022, 46(4): 532-537. DOI: 10.7510/jgjs.issn.1001-3806.2022.04.015

Citation:

GE Yifan, LU Xu, LIU Yuzhu. Research on eggshell via laser-induced breakdown spectroscopy and neural network[J]. LASER TECHNOLOGY, 2022, 46(4): 532-537. DOI: 10.7510/jgjs.issn.1001-3806.2022.04.015

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Research on eggshell via laser-induced breakdown spectroscopy and neural network

GE Yifan¹,
LU Xu¹,
LIU Yuzhu^1,2, ,

1.
School of Physics and Optoelectronic Engineering, Nanjing University of Information Science & Technology, Nanjing 210044, China
2.
Jiangsu Collaborative Innovation Center on Atmosphere Environment and Equipment Technology(CICAEET), Nanjing University of Information Science & Technology, Nanjing 210044, China

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Received Date: June 29, 2021
Revised Date: July 22, 2021
Published Date: July 24, 2022

Graphical Abstract

Abstract

Abstract

In order to study the classification method of incomplete eggshells and the food safety problems in some egg products, laser-induced breakdown spectroscopy(LIBS) and back propagation neural network(BPNN) were combined to explore the elements of eggshells, to distinguish different types of eggshells, and to detect pollution elements in eggshells, respectively. The results show that the duck eggshell contains Si, Cu, Ca, Mg, C, Na, Al and other elements. LIBS was applied to measure and calibrate the element composition in contaminated preserved eggshells, and the obvious lead characteristic peaks were successfully detected. LIBS and BPNN were combined to quickly distinguish eggshell, duck eggshell, and quail eggshell, and an accuracy rate of 94.167% was obtained. The same method was employed to study on duck eggshell and preserved eggshell to explore the classification of eggshells with different production methods, and an accuracy rate of 97.5% was obtained. The combination of LIBS and BPNN provides a new research method for egg classification and distinguishing.
- spectroscopy,
- eggshell element detection,
- laser-induced breakdown spectroscopy,
- neural network,
- lead pollution

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References

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