Multi-element analysis of heavy metal content in soils using laser-induced breakdown spectroscopy: A case study in eastern China

被引:36
|
作者
Wang, Tao [1 ]
He, Mingjiang [2 ]
Shen, Tingting [1 ]
Liu, Fei [1 ,3 ]
He, Yong [1 ,3 ]
Liu, Xingmei [2 ,4 ]
Qiu, Zhengjun [1 ,3 ]
机构
[1] Zhejiang Univ, Coll Biosyst Engn & Food Sci, Hangzhou 310058, Zhejiang, Peoples R China
[2] Zhejiang Univ, Coll Environm & Nat Resource Sci, Hangzhou 310058, Zhejiang, Peoples R China
[3] Zhejiang Univ, Minist Agr, Key Lab Spect Sensing, Hangzhou 310058, Zhejiang, Peoples R China
[4] Zhejiang Univ, Zhejiang Prov Key Lab Agr Resources & Environm, Hangzhou 310058, Zhejiang, Peoples R China
基金
中国国家自然科学基金;
关键词
Heavy metal; Soil; Matrix effect; Multi-element analysis; LIBS; ELEMENTAL ANALYSIS; SPECTRAL DATA; LIBS; CONTAMINATION; SAMPLES; CITY; PB; CLASSIFICATION; PARAMETERS; TOPSOILS;
D O I
10.1016/j.sab.2018.09.008
中图分类号
O433 [光谱学];
学科分类号
0703 ; 070302 ;
摘要
Laser induced breakdown spectroscopy is an emerging elemental analytical technique with the advantage of fast response, minimal sample preparation and multi-element analysis capacities. This work studied practical use of LIBS for rapid quantification of 4 (Cu, Ni, Cr, Pb) heavy metal elements in 169 agricultural soil samples. The objective is to conclude an appropriate method to reduce the interference of matrix effect in soils within the scope of data analysis, by comparing several univariate and multivariate methods of LIBS data interpretation (full spectrum and emission lines). The proposed multivariate methods, such as the least absolute shrinkage and selection operator and principal components regression were found to be effective in reducing the matrix interference and the predictive performance was stable in our experiment, approaching normalized root mean squared error of 6.84%, 8.87%, 9,71%, 10.76% for Cu, Ni, Cr and Pb, respectively. Meanwhile, the performance of univariate analysis suffered from such effect. The results showed the importance of utilizing proper multivariate chemometrics for LIBS data interpretation when quantifying the heavy metals in soils.
引用
收藏
页码:300 / 312
页数:13
相关论文
共 50 条
  • [1] Mapping Analysis of Heavy Metal Elements in Polluted Soils Using Laser-Induced Breakdown Spectroscopy
    Gu Yan-hong
    Zhao Nan-jing
    Ma Ming-jun
    Meng De-shuo
    Jia Yao
    Fang Li
    Liu Jian-guo
    Liu Wen-qing
    SPECTROSCOPY AND SPECTRAL ANALYSIS, 2018, 38 (03) : 982 - 989
  • [2] Multi-Element Detection in Molten Steel with Laser-Induced Breakdown Spectroscopy
    Yu Yun-si
    Pan Cong-yuan
    Zeng Qiang
    Du Xue-wei
    Wei Shen
    Wang Sheng-bo
    Wang Qiu-ping
    SPECTROSCOPY AND SPECTRAL ANALYSIS, 2016, 36 (08) : 2613 - 2616
  • [3] Challenging applications for multi-element analysis by laser-induced breakdown spectroscopy in agriculture: A review
    Peng, Jiyu
    Liu, Fei
    Zhou, Fei
    Song, Kunlin
    Zhang, Chu
    Ye, Lanhan
    He, Yong
    TRAC-TRENDS IN ANALYTICAL CHEMISTRY, 2016, 85 : 260 - 272
  • [5] Study of Laser Energy in Multi-Element Detection of Pulverized Coal Flow with Laser-Induced Breakdown Spectroscopy
    Zheng Jian-ping
    Lu Ji-dong
    Zhang Bo
    Chen Shi-he
    Yao Shun-chun
    Pan Feng-ping
    Dong Xuan
    Zhang Xi
    SPECTROSCOPY AND SPECTRAL ANALYSIS, 2014, 34 (01) : 221 - 225
  • [6] Development and Field Testing of Laser-Induced Breakdown Spectroscopy for In Situ Multi-Element Analysis at Sea
    Thornton, Blair
    Masamura, Tatsuya
    Takahashi, Tomoko
    Ura, Tamaki
    Ohki, Kohichi
    Sakka, Tetsuo
    2012 OCEANS, 2012,
  • [7] Characterization of multi-element impurity deposited on EAST divertor tile using laser-induced breakdown spectroscopy
    Imran, Muhammad
    Hai, Ran
    Sun, Li-Ying
    Sattar, Harse
    He, Zhong-Lin
    Wu, Ding
    Li, Cong
    Wang, Wan-Jing
    Hu, Zhen-Hua
    Luo, Guang-Nan
    Ding, Hongbin
    JOURNAL OF NUCLEAR MATERIALS, 2019, 526
  • [8] Multiple Response Optimization of Laser-Induced Breakdown Spectroscopy Parameters for Multi-element Analysis of Soil Samples
    Ferreira, Edilene C.
    Anzano, Jesus M.
    Milori, Debora M. B. P.
    Ferreira, Ednaldo J.
    Lasheras, Roberto J.
    Bonilla, Beatriz
    Montull-Ibor, Beatriz
    Casas, Justiniano
    Martin Neto, Ladislau
    APPLIED SPECTROSCOPY, 2009, 63 (09) : 1081 - 1088
  • [9] Multi-element analysis of iron ore pellets by laser-induced breakdown spectroscopy and principal components regression
    Death, D. L.
    Cunningham, A. P.
    Pollard, L. J.
    SPECTROCHIMICA ACTA PART B-ATOMIC SPECTROSCOPY, 2008, 63 (07) : 763 - 769
  • [10] Multi-element and mineralogical analysis of mineral ores using laser induced breakdown spectroscopy and chemometric analysis
    Death, D. L.
    Cunningham, A. P.
    Pollard, L. J.
    SPECTROCHIMICA ACTA PART B-ATOMIC SPECTROSCOPY, 2009, 64 (10) : 1048 - 1058