Challenges in the quantification of nutrients in soils using laser-induced breakdown spectroscopy - A case study with calcium

被引:39
作者
Ruehlmann, Madlen [1 ,2 ]
Buechele, Dominique [1 ,2 ]
Ostermann, Markus [1 ]
Bald, Ilko [1 ,2 ]
Schmid, Thomas [1 ,3 ]
机构
[1] BAM Fed Inst Mat Res & Testing, Richard Willstatter Str 11, D-12489 Berlin, Germany
[2] Univ Potsdam, Dept Chem Phys Chem, Karl Liebknecht Str 24-25, D-14476 Potsdam, Germany
[3] Humboldt Univ, Sch Analyt Sci Adlershof SALSA, Linden 6, D-10099 Berlin, Germany
关键词
Laser-induced breakdown spectroscopy (LIBS); Soil; Multivariate data analysis; Principal component analysis (PCA); Partial least squares regression (PLSR); MULTIVARIATE CHEMOMETRICS; QUANTITATIVE-ANALYSIS; MINERAL FERTILIZERS; SPECTROMETRY; TEXTURE; SAMPLES; LIBS; ORES; PB;
D O I
10.1016/j.sab.2018.05.003
中图分类号
O433 [光谱学];
学科分类号
0703 ; 070302 ;
摘要
The quantification of the elemental content in soils with laser-induced breakdown spectroscopy (LIBS) is challenging because of matrix effects strongly influencing the plasma formation and LIBS signal. Furthermore, soil heterogeneity at the micrometre scale can affect the accuracy of analytical results. In this paper, the impact of univariate and multivariate data evaluation approaches on the quantification of nutrients in soil is discussed. Exemplarily, results for calcium are shown, which reflect trends also observed for other elements like magnesium, silicon and iron. For the calibration models, 16 certified reference soils were used. With univariate and multivariate approaches, the calcium mass fractions in 60 soils from different testing grounds in Germany were calculated. The latter approach consisted of a principal component analysis (PCA) of adequately pre-treated data for classification and identification of outliers, followed by partial least squares regression (PLSR) for quantification. For validation, the soils were also characterised with inductively coupled plasma optical emission spectroscopy (ICP OES) and X-ray fluorescence (XRF) analysis. Deviations between the LIBS quantification results and the reference analytical results are discussed. (C) 2018 Elsevier B.V. All rights reserved.
引用
收藏
页码:115 / 121
页数:7
相关论文
共 32 条
[1]   Laser-induced breakdown spectroscopy of major and minor oxides in steel slags: Influence of detection geometry and signal normalization [J].
Ahamer, C. M. ;
Eschlboeck-Fuchs, S. ;
Kolmhofer, P. J. ;
Roessler, R. ;
Huber, N. ;
Pedarnig, J. D. .
SPECTROCHIMICA ACTA PART B-ATOMIC SPECTROSCOPY, 2016, 122 :157-164
[2]   Phosphorus fractions in bulk subsoil and its biopore systems [J].
Barej, J. A. M. ;
Paetzold, S. ;
Perkons, U. ;
Amelung, W. .
EUROPEAN JOURNAL OF SOIL SCIENCE, 2014, 65 (04) :553-561
[3]   Comparison of univariate and multivariate calibration for the determination of micronutrients in pellets of plant materials by laser induced breakdown spectrometry [J].
Batista Braga, Jez Willian ;
Trevizan, Lilian Cristina ;
Nunes, Lidiane Cristina ;
Rufini, Iolanda Aparecida ;
Santos, Dario, Jr. ;
Krug, Francisco Jose .
SPECTROCHIMICA ACTA PART B-ATOMIC SPECTROSCOPY, 2010, 65 (01) :66-74
[4]   Towards quantitative laser-induced breakdown spectroscopy analysis of soil samples [J].
Bousquet, B. ;
Sirven, J. -B. ;
Canioni, L. .
SPECTROCHIMICA ACTA PART B-ATOMIC SPECTROSCOPY, 2007, 62 (12) :1582-1589
[5]   Development of a mobile system based on laser-induced breakdown spectroscopy and dedicated to in situ analysis of polluted soils [J].
Bousquet, B. ;
Travaille, G. ;
Ismael, A. ;
Canioni, L. ;
Pierres, K. Michel-Le ;
Brasseur, E. ;
Roy, S. ;
le Hecho, I. ;
Larregieu, M. ;
Tellier, S. ;
Potin-Gauder, M. ;
Boriachon, T. ;
Wazen, P. ;
Diard, A. ;
Belbeze, S. .
SPECTROCHIMICA ACTA PART B-ATOMIC SPECTROSCOPY, 2008, 63 (10) :1085-1090
[6]   Multivariate analysis of remote laser-induced breakdown spectroscopy spectra using partial least squares, principal component analysis, and related techniques [J].
Clegg, Samuel M. ;
Sklute, Elizabeth ;
Dyar, M. Darby ;
Barefield, James E. ;
Wiens, Roger C. .
SPECTROCHIMICA ACTA PART B-ATOMIC SPECTROSCOPY, 2009, 64 (01) :79-88
[7]  
Cremers DA, 2013, HANDBOOK OF LASER-INDUCED BREAKDOWN SPECTROSCOPY, 2ND EDITION, P1, DOI 10.1002/9781118567371
[8]   Laser-induced breakdown spectroscopy: Extending its application to soil pH measurements [J].
Ferreira, Edilene Cristina ;
Gomes Neto, Jose A. ;
Milori, Debora M. B. P. ;
Ferreira, Ednaldo Jose ;
Manuel Anzano, Jesus .
SPECTROCHIMICA ACTA PART B-ATOMIC SPECTROSCOPY, 2015, 110 :96-99
[9]   Proximal gamma-ray spectrometry for site-independent in situ prediction of soil texture on ten heterogeneous fields in Germany using support vector machines [J].
Heggemann, Tobias ;
Welp, Gerhard ;
Amelung, Wulf ;
Angst, Gerrit ;
Franz, Sven Oliver ;
Koszinski, Sylvia ;
Schmidt, Karsten ;
Paetzold, Stefan .
SOIL & TILLAGE RESEARCH, 2017, 168 :99-109
[10]  
Kessler Waltraud, 2007, Multivariate Datenanalyse