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.
机构:
Key Laboratory of Environmental Optics and Technology,Anhui Institute of Optics and Fine Mechanics,Chinese Academy of Sciences
University of Science and Technology of China
Key Laboratory of Optical Monitoring Technology forKey Laboratory of Environmental Optics and Technology,Anhui Institute of Optics and Fine Mechanics,Chinese Academy of Sciences
贾尧
赵南京
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机构:
Key Laboratory of Environmental Optics and Technology,Anhui Institute of Optics and Fine Mechanics,Chinese Academy of Sciences
Key Laboratory of Optical Monitoring Technology forKey Laboratory of Environmental Optics and Technology,Anhui Institute of Optics and Fine Mechanics,Chinese Academy of Sciences
赵南京
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机构:
方丽
马明俊
论文数: 0引用数: 0
h-index: 0
机构:
Key Laboratory of Environmental Optics and Technology,Anhui Institute of Optics and Fine Mechanics,Chinese Academy of Sciences
University of Science and Technology of China
Key Laboratory of Optical Monitoring Technology forKey Laboratory of Environmental Optics and Technology,Anhui Institute of Optics and Fine Mechanics,Chinese Academy of Sciences
马明俊
孟德硕
论文数: 0引用数: 0
h-index: 0
机构:
Key Laboratory of Environmental Optics and Technology,Anhui Institute of Optics and Fine Mechanics,Chinese Academy of Sciences
Key Laboratory of Optical Monitoring Technology forKey Laboratory of Environmental Optics and Technology,Anhui Institute of Optics and Fine Mechanics,Chinese Academy of Sciences
孟德硕
殷高方
论文数: 0引用数: 0
h-index: 0
机构:
Key Laboratory of Environmental Optics and Technology,Anhui Institute of Optics and Fine Mechanics,Chinese Academy of Sciences
Key Laboratory of Optical Monitoring Technology forKey Laboratory of Environmental Optics and Technology,Anhui Institute of Optics and Fine Mechanics,Chinese Academy of Sciences
殷高方
刘建国
论文数: 0引用数: 0
h-index: 0
机构:
Key Laboratory of Environmental Optics and Technology,Anhui Institute of Optics and Fine Mechanics,Chinese Academy of Sciences
Key Laboratory of Optical Monitoring Technology forKey Laboratory of Environmental Optics and Technology,Anhui Institute of Optics and Fine Mechanics,Chinese Academy of Sciences
刘建国
刘文清
论文数: 0引用数: 0
h-index: 0
机构:
Key Laboratory of Environmental Optics and Technology,Anhui Institute of Optics and Fine Mechanics,Chinese Academy of Sciences
Key Laboratory of Optical Monitoring Technology forKey Laboratory of Environmental Optics and Technology,Anhui Institute of Optics and Fine Mechanics,Chinese Academy of Sciences
机构:
Key Laboratory of Environmental Optics and Technology,Anhui Institute of Optics and Fine Mechanics,Chinese Academy of Sciences
University of Science and Technology of China
Key Laboratory of Optical Monitoring Technology for EnvironmentKey Laboratory of Environmental Optics and Technology,Anhui Institute of Optics and Fine Mechanics,Chinese Academy of Sciences
贾尧
赵南京
论文数: 0引用数: 0
h-index: 0
机构:
Key Laboratory of Environmental Optics and Technology,Anhui Institute of Optics and Fine Mechanics,Chinese Academy of Sciences
Key Laboratory of Optical Monitoring Technology for EnvironmentKey Laboratory of Environmental Optics and Technology,Anhui Institute of Optics and Fine Mechanics,Chinese Academy of Sciences
赵南京
论文数: 引用数:
h-index:
机构:
方丽
马明俊
论文数: 0引用数: 0
h-index: 0
机构:
Key Laboratory of Environmental Optics and Technology,Anhui Institute of Optics and Fine Mechanics,Chinese Academy of Sciences
University of Science and Technology of China
Key Laboratory of Optical Monitoring Technology for EnvironmentKey Laboratory of Environmental Optics and Technology,Anhui Institute of Optics and Fine Mechanics,Chinese Academy of Sciences
马明俊
孟德硕
论文数: 0引用数: 0
h-index: 0
机构:
Key Laboratory of Environmental Optics and Technology,Anhui Institute of Optics and Fine Mechanics,Chinese Academy of Sciences
Key Laboratory of Optical Monitoring Technology for EnvironmentKey Laboratory of Environmental Optics and Technology,Anhui Institute of Optics and Fine Mechanics,Chinese Academy of Sciences
孟德硕
殷高方
论文数: 0引用数: 0
h-index: 0
机构:
Key Laboratory of Environmental Optics and Technology,Anhui Institute of Optics and Fine Mechanics,Chinese Academy of Sciences
Key Laboratory of Optical Monitoring Technology for EnvironmentKey Laboratory of Environmental Optics and Technology,Anhui Institute of Optics and Fine Mechanics,Chinese Academy of Sciences
殷高方
刘建国
论文数: 0引用数: 0
h-index: 0
机构:
Key Laboratory of Environmental Optics and Technology,Anhui Institute of Optics and Fine Mechanics,Chinese Academy of Sciences
Key Laboratory of Optical Monitoring Technology for EnvironmentKey Laboratory of Environmental Optics and Technology,Anhui Institute of Optics and Fine Mechanics,Chinese Academy of Sciences
刘建国
刘文清
论文数: 0引用数: 0
h-index: 0
机构:
Key Laboratory of Environmental Optics and Technology,Anhui Institute of Optics and Fine Mechanics,Chinese Academy of Sciences
Key Laboratory of Optical Monitoring Technology for EnvironmentKey Laboratory of Environmental Optics and Technology,Anhui Institute of Optics and Fine Mechanics,Chinese Academy of Sciences
机构:
Univ Michigan, Dept Nucl Engn & Radiol Sci, Ann Arbor, MI 48109 USA
Univ Michigan, Gerard Mourou Ctr Ultrafast Opt Sci, Ann Arbor, MI 48109 USAUniv Michigan, Dept Nucl Engn & Radiol Sci, Ann Arbor, MI 48109 USA
Burger, M.
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Garrett, L.
Burak, A. J.
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机构:
Univ Michigan, Dept Nucl Engn & Radiol Sci, Ann Arbor, MI 48109 USAUniv Michigan, Dept Nucl Engn & Radiol Sci, Ann Arbor, MI 48109 USA
Burak, A. J.
Petrov, V.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Dept Nucl Engn & Radiol Sci, Ann Arbor, MI 48109 USAUniv Michigan, Dept Nucl Engn & Radiol Sci, Ann Arbor, MI 48109 USA
Petrov, V.
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机构:
Manera, A.
Sabharwall, P.
论文数: 0引用数: 0
h-index: 0
机构:
Idaho Natl Lab, Idaho Falls, ID 83415 USAUniv Michigan, Dept Nucl Engn & Radiol Sci, Ann Arbor, MI 48109 USA
Sabharwall, P.
Sun, X.
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h-index: 0
机构:
Univ Michigan, Dept Nucl Engn & Radiol Sci, Ann Arbor, MI 48109 USAUniv Michigan, Dept Nucl Engn & Radiol Sci, Ann Arbor, MI 48109 USA