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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

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

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  • Received Date: June 29, 2021
  • Revised Date: July 22, 2021
  • Published Date: July 24, 2022
  • 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.
  • [1]
    JIN Y L, LIU P, WU Y N, et al. A systematic review on food lead concentration and dietary lead exposure in China[J]. Chinese Medical Journal, 2014, 127(15): 2844-2849.
    [2]
    GE L, LIU H L. Engineering grey nanosystem as activatable ratio-co-lorimetric probe for detection of lead ions in preserved egg[J]. Analytical Sciences: the Iinternational Journal of the Japan Society for Analytical Chemistry, 2020, 36(11): 1407-1413. DOI: 10.2116/analsci.19P458
    [3]
    SEBASTIAN T, CRISTIAN D'A, WALTER S, et al. Potentialities of a laser-induced breakdown spectroscopy technique in the study of polymer composites[J]. Applied Spectroscopy, 2020, 74(6): 655-660. DOI: 10.1177/0003702820918282
    [4]
    PABLOSMARTIN A, CONTRERAS J A T, WAHL S, et al. Fluorine loss determination in bioactive glasses by laser-induced breakdown spectroscopy (LIBS)[J]. International Journal of Applied Glass Science, 2021, 12(2): 213-221. DOI: 10.1111/ijag.15867
    [5]
    ZHANG Q H, LIU Y Zh, YIN W Y, et al. The in situ detection of smoking in public area by laser-induced breakdown spectroscopy[J]. Chemosphere, 2020, 242(8): 125184.
    [6]
    REHAN I, GONDAL M A, ALMESSIERE M A, et al. Nutritional and toxic elemental analysis of dry fruits using laser induced breakdown spectroscopy (LIBS) and inductively coupled plasma atomic emission spectrometry (ICP-AES)[J]. Saudi Journal of Biological Sciences, 2021, 28(1): 408-416. DOI: 10.1016/j.sjbs.2020.10.024
    [7]
    CAO L, WANG Y, WU L, et al. Laser induced breakdown spectroscopy and its application in the pharmaceutical market[J]. Chinese Journal of Pharmaceutical Analysis, 2021, 41(1): 13-20(in Chinese).
    [8]
    WANG W, KONG W W, SHEN T T, et al. Quantitative analysis of cadmium in rice roots based on LIBS and chemometrics methods[J]. Environmental Sciences Europe, 2021, 33(1): 1-14. DOI: 10.1186/s12302-020-00446-y
    [9]
    GUO W L, QIU R, WANG Ch F, et al. Detection of chromium in atmospheric aerosol by laser induced breakdown spectroscopy[J]. Ch-inese Journal of Quantum Electronics, 2020, 37(6): 745-751(in Ch-inese).
    [10]
    XU C, FAN Sh, XU Z P, et al. Investigation of detection of cadmium in the rice leaves based on laser induced breakdown spectroscopy[J]. Chinese Journal of Quantum Electronics, 2020, 37(3): 363-369 (in Chinese).
    [11]
    CHEN J X, CHEN S, YANG Y T, et al. Quantification of major elements in limestones using laser-induced breakdown spectroscopy combined with multivariate regression approaches[J]. Metallurgical Analysis, 2021, 41(1): 13-23.
    [12]
    HAO X J, SUN Y K. Simultaneous detection of multi-elements in coal based on laser-induced breakdown spectroscopy[J]. Laser Technology, 2020, 44(1): 119-124(in Chinese).
    [13]
    HAO X J, REN L, YANG Y W, et al. Quantitative analysis of carbon in coal based on laser-induced breakdown spectroscopy[J]. Laser Technology, 2020, 44(2): 232-236(in Chinese).
    [14]
    LUO H, JIN K, TAO J, et al. Properties prediction and design of self-healing epoxy resin combining molecular dynamics simulation and back propagation neural network[J]. Materials Research Express, 2021, 8(4): 1-15.
    [15]
    ZHANG Q H, LIU Y Zh, YIN W Y, et al. The online detection of carbon isotopes by laser-induced breakdown spectroscopy[J]. Journal of Analytical Atomic Spectrometry, 2020, 35(21): 341-346.
    [16]
    QU Y F, ZHANG Q H, YIN W Y, et al. Real-time in situ detection of the local air pollution with laser-induced breakdown spectroscopy[J]. Optics Express, 2019, A27(12): 790-799.
    [17]
    YANG L Q Q, CHU M X, LIU B L, et al. Pattern recognition of Sthenoteuthis oualaniensis based on BPNN about momentum and self-adaption[J]. Journal of Tropical Oceanography, 2021, 40(6): 102-110(in Chinese).
    [18]
    CHENG H, SUN L, LI J G. Neural Network approach to retrieving ocean subsurface temperatures from surface parameters observed by satellites[J]. Water, 2021, 13(3): 388. DOI: 10.3390/w13030388
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