Application of a Partial Least Squares Regression for the Determination of Nanomolar Concentrations of Scandium in the Presence of Nickel by Adsorptive Stripping Voltammetry

被引:3
作者
Jakubowska, Malgorzata [1 ]
Piech, Robert [1 ]
Gorski, Lukasz [1 ]
机构
[1] AGH Univ Sci & Technol, Fac Mat Sci & Ceram, PL-30059 Krakow, Poland
关键词
Scandium; Nickel; DP adsorptive cathodic stripping voltammetry; PLS multivariate calibration; FILM ELECTRODE; MULTIVARIATE CALIBRATION; ELEMENTS;
D O I
10.1002/elan.201300020
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
This paper presents the methodology of a very sensitive determination of scandium in excess of nickel by adsorptive stripping voltammetry on a mercury film electrode and PLS regression. A calibration set consisting of binary mixtures containing 5, 15, 25, 35 or 45x10(-9)M Sc(III) and simultaneously 0.5-50x10(-7)M of Ni(II) was used to develop the chemometric PLS calibrations. An external set containing synthetic mixtures of 10, 20, 30, 40x10(-9)M Sc(III) and the same Ni(II) concentration as mentioned above was used to validate the model and evaluate predictive ability. The application of data pretreatment techniques involving baseline correction, smoothing, range-scaling, mean-centering and their influence on the PLS model complexity, were also investigated. In the effect, the model for Sc(III), including 6 latent variables, was constructed. The model fulfills validation criteria and is characterized by a good prediction ability (majority of the prediction errors are lower than 10%). This work shows significant progress in the development of a very sensitive analytical technique for the determination of scandium in the presence of different concentrations of nickel by application of multivariate calibration tools.
引用
收藏
页码:1727 / 1733
页数:7
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