Identification of marine microplastics based on laser-induced fluorescence and principal component analysis

被引:23
作者
Meng, Xiongfei [1 ,3 ]
Chen, Shimeng [1 ]
Li, Dongqing [2 ]
Song, Yongxin [1 ]
Sun, Lanjun [3 ]
机构
[1] Dalian Maritime Univ, Dept Marine Engn, Dalian 116026, Peoples R China
[2] Univ Waterloo, Dept Mech & Mechatron Engn, Waterloo, ON N2L 3G1, Canada
[3] ShanDong JiaoTong Univ, Dept Nav & Shipping, Weihai 264200, Peoples R China
基金
中国国家自然科学基金;
关键词
Laser-induced fluorescence; Microplastics differentiation; Principal component analysis; FRESH-WATER; PARTICLES;
D O I
10.1016/j.jhazmat.2023.133352
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Although the laser-induced fluorescence method shows great potential for microplastic particle detection, overlapping fluorescence signals make accurate type and proportion identification difficult. This paper presents the identification of marine microplastics based on laser-induced fluorescence and principal component analysis. This method works by measuring the fluorescence spectra of water-containing microplastic samples irradiated with a 405-nm laser, which are then analyzed using the principal component analysis (PCA) method. The nine types of microplastics were differentiated based on their positions in the PCA score plot. The mixed sample was positioned between the pure microplastic samples. The component ratio determines its position relative to that of the pure microplastic samples. The first two principal components of the mixed microplastics were linearly dependent. Natural seawater had less influence on the detection, and a mass concentration as low as 0.03% was detected.
引用
收藏
页数:8
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