The use of reflectance visible-NIR spectroscopy to predict seasonal change of trace metals in suspended solids of Changjiang River

被引:10
|
作者
Song, Yinxian [1 ,2 ]
Ji, Junfeng [1 ]
Mao, Changping [1 ]
Ayoko, Godwin A. [2 ]
Frost, Ray L. [2 ]
Yang, Zhongfang [3 ]
Yuan, Xuyin [4 ]
机构
[1] Nanjing Univ, Key Lab Surficial Geochem, Minist Educ, Sch Earth Sci & Engn, Nanjing 210093, Jiangsu, Peoples R China
[2] Queensland Univ Technol, Discipline Nanotechnol & Mol Sci, Sch Chem Phys & Mech Engn, Fac Sci & Engn, Brisbane, Qld 4001, Australia
[3] China Univ Geosci, Sch Earth Sci & Resources, Beijing 100083, Peoples R China
[4] Hohai Univ, Coll Environm & Engn, Nanjing 210098, Jiangsu, Peoples R China
基金
中国国家自然科学基金;
关键词
Diffuse NIR spectroscopy; Suspended solids; Changjiang River; Hierarchical principal component analysis; Partial-least squares; HEAVY-METALS; ORGANIC-MATTER; INFRARED SPECTROMETRY; ESTUARINE SEDIMENTS; JIANGSU PROVINCE; SOIL; CHINA; SPECTRA; WATER; CLAY;
D O I
10.1016/j.catena.2013.03.009
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
Diffuse reflectance visible and near infrared spectroscopy (Vis/NIR) was used to analyze the tracemetal content (As, Cd, Co, Cr, Cu, Hg, Ni, Pb and Zn) of suspended solids collected from the Changjiang River during different seasons and to compare concentrations between the main river channel and its tributaries. First derivative (FD) transformation highlighted peaks in the reflectance spectra, including a weak overlapping peak in the visible region, which coincided with peaks in trace metal concentration. Principal component analysis (PCA) showed the main peaks at around 430 nm, 500 nm, 530 nm and 650 nm to be from iron oxides in visible region, and around 1414 nm, 1914 nm and 2210 nm to be from water, hydroxyl and clay minerals. In addition, hierarchical principal component analysis (HPCA) showed that the spectral peaks for the tributary samples increased between 800 and 2250 nm during the flood season, when compared to the dry season. Partial-least square (PLS) regression was also used to build models for evaluating trace metal concentration in the suspended solids, whereby the optimal spectra regions, factors and regression parameters were determined by comparing different pre-processing procedures. These results indicate the potential of providing a rapid non-destructive method for the efficient suspended solids analysis and the acquisition of suspended solids information using diffuse reflectance Vis/NIR spectroscopy. (C) 2013 Elsevier B.V. All rights reserved.
引用
收藏
页码:217 / 224
页数:8
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