Laser Technology, Volume. 49, Issue 3, 469(2025)

Laser-induced breakdown spectroscopy combined with PCA-BP algorithm for phosphor detection and recognition

SHEN Lingbin1,2,3,4, TIAN Liping1,2,3,4, TIAN Dongpeng3,4, and LIU Yuzhu3,4、*
Author Affiliations
  • 1School of Network and Communication Engineering, Jinling Institute of Technology, Nanjing 211169, China
  • 2Key Laboratory of Meteorological Disaster of Ministry of Education & Joint International Research Laboratory of Climate and Environment Change & Collaborative Innovation Center on Forecast and Evaluation of Meteorological Disasters, Nanjing University of Information Science and Technology, Nanjing 210044, China
  • 3Jiangsu Key Laboratory for Optoelectronic Detection of Atmosphere and Ocean & Jiangsu Collaborative Innovation Center on Atmospheric Environment and Equipment Technology, Nanjing University of Information Science and Technology, Nanjing 210044, China
  • 4Jiangsu International Joint Laboratory on Meteorological Photonics and Optoelectronic Detection, Nanjing University of Information Science and Technology, Nanjing 210044, China
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    In order to improve the classification and recycling efficiency of electronic waste, a detection and identification system of electronic phosphor based on laser-induced breakdown spectroscopy and principal components analysis (PCA) algorithm & back propagation (BP) algorithm was established. In order to verify the reliability of the system, three different models of phosphor (CRT-B, P43 and P47) were taken as examples. The system was used to obtain the laser-induced breakdown spectral data of phosphor samples in the range of 200 nm~890 nm, and the spectral line calibration and element calibration were completed. The results showe that the phosphor CRT-B is rich in Zn and Al, P43 is rich in Gd, P47 is rich in Y and Si, and trace element Ce is also detected in the phosphor P47. The results show that the contribution rate of the first three principal components is as high as 99.769%, and the three phosphors can be clearly separated in space. The recognition rates of CRT-B, P43 and P47 phosphor by PCA-BP are 99.8%, 100% and 100%, respectively. The results of this study are helpful for the rapid detection and recycling of electronic waste in industrial production and life.

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    SHEN Lingbin, TIAN Liping, TIAN Dongpeng, LIU Yuzhu. Laser-induced breakdown spectroscopy combined with PCA-BP algorithm for phosphor detection and recognition[J]. Laser Technology, 2025, 49(3): 469

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    Paper Information

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    Received: Apr. 19, 2024

    Accepted: Jul. 11, 2025

    Published Online: Jul. 11, 2025

    The Author Email: LIU Yuzhu (yuzhu.liu@foxmail.com)

    DOI:10.7510/jgjs.issn.1001-3806.2025.03.023

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