Evaluation of the use of chemometric methods in soil analysis

被引:37
作者
de Sena, MM
Poppi, RJ
Frighetto, RTS
Valarini, PJ
机构
[1] Univ Estadual Campinas, Inst Quim, Dept Quim Analit, BR-13083970 Campinas, SP, Brazil
[2] Embrapa Meio Ambiente, BR-13820000 Jaguariuna, SP, Brazil
来源
QUIMICA NOVA | 2000年 / 23卷 / 04期
关键词
chemometrics; soil analysis; principal component analysis;
D O I
10.1590/S0100-40422000000400019
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
One of the major interests in soil analysis is the evaluation of its chemical, physical and biological parameters, which are indicators of soil quality (the most important is the organic matter). Besides there is a great interest in the study of humic substances and on the assessment of pollutants, such as pesticides and heavy metals, in soils. Chemometrics is a powerful tool to deal with these problems and can help soil researchers to extract much more information from their data. In spite of this, the presence of these kinds of strategies in the literature has obtained projection only recently. The utilization of chemometric methods in soil analysis is evaluated in this article. The applications will be divided in four parts (with emphasis in the first two): (i) descriptive and exploratory methods based on Principal Component Analysis (PCA); (ii) multivariate calibration methods (MLR, PCR and PLS); (iii) methods such as Evolving Factor Analysis and SIMPLISMA; and (iv) artificial intelligence methods, such as Artificial Neural Networks.
引用
收藏
页码:547 / 556
页数:10
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