The online in situ detection of plastic and its combustion smoke via laser-induced breakdown spectroscopy

被引:3
|
作者
Wan, Enlai [1 ,2 ]
Tian, Dongpeng [1 ,2 ]
Sun, Zhongmou [1 ,2 ]
Liu, Yuzhu [1 ,2 ]
机构
[1] Nanjing Univ Informat Sci & Technol, Jiangsu Collaborat Innovat Ctr Atmospher Environm, Jiangsu Key Lab Optoelect Detect Atmosphere & Ocea, Nanjing, Peoples R China
[2] Nanjing Univ Informat Sci & Technol, Jiangsu Int Joint Lab Meterol Photon & Optoelect D, Nanjing, Peoples R China
基金
中国国家自然科学基金;
关键词
Error back propagation artificial neural network; laser-induced breakdown spectroscopy; plastic; principal component analysis; smoke from burning plastic;
D O I
10.1080/00387010.2023.2165505
中图分类号
O433 [光谱学];
学科分类号
0703 ; 070302 ;
摘要
With the development of modern industry, it can be said that from industrial production to the basic necessities of life, plastic products can be seen everywhere. What follows is the disposal of plastic waste. How to deal with plastic waste correctly is closely related to people's health and the earth's environment. In this paper, laser-induced breakdown spectroscopy is applied for the online in situ detection of plastic and its combustion smoke. According to the spectrum obtained, the main components of plastics are Ca, Mg, Na, K, C, H and O. In the spectrum of smoke, the characteristic peaks of the elements C, H, O and N are observed. In addition, the online detection of heavy metal pollution is simulated. Finally, principal component analysis and error back propagation artificial neural networks were applied for the identification of different plastics and their combustion smoke, and the identification accuracy reaches 92.73% and 77.42% respectively. All the results indicate that laser-induced breakdown spectroscopy technology has great potential in the identification of similar objects and the monitoring of air pollutants.
引用
收藏
页码:62 / 72
页数:11
相关论文
共 50 条
  • [1] In Situ Online Detection of Straw Burning Smoke via Laser-Induced Breakdown Spectroscopy Technique
    Ding Peng-fei
    Liu Yu-zhu
    Zhang Qi-hang
    Yan Yi-hui
    Yin Wen-yi
    Chen Yu
    SPECTROSCOPY AND SPECTRAL ANALYSIS, 2020, 40 (10) : 3292 - 3297
  • [2] In-situ online detection of carbon during combustion via laser-induced breakdown spectroscopy
    Ge, Yifan
    Aizezi, Nuerbiye
    Zhou, Zhuoyan
    Cai, Jinzhu
    Liu, Yuzhu
    LASER PHYSICS, 2024, 34 (06)
  • [3] In Situ Online Detection of Lignite and Soot by Laser-Induced Breakdown Spectroscopy
    Liu, Juan
    Liu, Yu-Zhu
    Chu, Chen-Xi
    Bu, Ling-Bing
    Zhang, Yang
    Guang Pu Xue Yu Guang Pu Fen Xi/Spectroscopy and Spectral Analysis, 2021, 41 (03): : 954 - 960
  • [4] In Situ Online Detection of Lignite and Soot by Laser-Induced Breakdown Spectroscopy
    Liu Juan
    Liu Yu-zhu
    Chu Chen-xi
    Bu Ling-bing
    Zhang Yang
    SPECTROSCOPY AND SPECTRAL ANALYSIS, 2021, 41 (03) : 954 - 960
  • [5] Online detection of tobacco combustion components based on laser-induced breakdown spectroscopy
    Ji, Hang
    Ye, Yanpeng
    Gao, Wenhan
    Liu, Yuzhu
    SPECTROSCOPY LETTERS, 2025,
  • [6] Online in situ detection of kitchen environment based on laser-induced breakdown spectroscopy
    Tian, Dongpeng
    Sun, Zhongmou
    Wan, Enlai
    Zhou, Wentao
    Chen, Ziang
    Liu, Yuzhu
    JOURNAL OF LASER APPLICATIONS, 2022, 34 (03)
  • [7] Online in situ detection of atmospheric microplastics based on laser-induced breakdown spectroscopy
    Chen, Yu
    Gao, Wenhan
    Han, Boyuan
    Wu, Tianzhuang
    Yan, Yihui
    Chen, Ganfei
    Liu, Yuzhu
    JOURNAL OF LASER APPLICATIONS, 2025, 37 (01)
  • [8] Online and in situ laser-induced breakdown spectroscopy for laser welding monitoring
    Lednev, V. N.
    Sdvizhenskii, P. A.
    Stavertiy, A. Ya
    Grishin, M. Ya
    Tretyakov, R. S.
    Asyutin, R. D.
    Pershin, S. M.
    SPECTROCHIMICA ACTA PART B-ATOMIC SPECTROSCOPY, 2021, 175
  • [9] Study on the online detection of atmospheric sulfur via laser-induced breakdown spectroscopy
    Zhang, Qihang
    Chen, Yu
    Liu, Yuzhu
    JOURNAL OF ANALYTICAL ATOMIC SPECTROMETRY, 2021, 36 (05) : 1028 - 1033
  • [10] The online detection of carbon isotopes by laser-induced breakdown spectroscopy
    Zhang, Qihang
    Liu, Yuzhu
    Yin, Wenyi
    Yan, Yihui
    Tang, Qiyang
    Xing, Guanhua
    JOURNAL OF ANALYTICAL ATOMIC SPECTROMETRY, 2020, 35 (02) : 341 - 346