Multivariate analysis of CPMAS 13C-NMR spectra of soils and humic matter as a tool to evaluate organic carbon quality in natural systems

被引:28
|
作者
Smejkalova, D. [1 ]
Spaccini, R. [1 ]
Piccolo, A. [1 ,2 ]
机构
[1] Univ Naples Federico 2, DiSSPAPA, I-80055 Partici, Italy
[2] Univ Naples Federico 2, Ctr Interdipartimentale Risonanza Magnet Nucl CER, I-80055 Portici, Italy
关键词
D O I
10.1111/j.1365-2389.2007.01005.x
中图分类号
S15 [土壤学];
学科分类号
0903 ; 090301 ;
摘要
A series of humic and fulvic acids isolated from different sources, size-fractions separated from a humic acid, and three soils of different origin were subjected to CPMAS C-13-NMR spectroscopy to obtain the distribution of their carbon contents. The relative areas of chemical shift regions in NMR spectra were used to apply a principal component analysis (PCA) to the three sets of samples. The multivariate analysis was successful in efficiently differentiating samples on the basis of the quality of their organic carbon content. The PC biplots based on two principal components distinguished objectively among samples as accurately as it was possible to do by subjective qualitative evaluation of the original spectra. In the case of the soils, a discriminant analysis (DA) was applied to build a classification model that allowed the validation of the three soils according to their origin. Percentage of validation in the classification model is expected to increase when a large number of NMR spectra are accumulated and/or the concentration of organic carbon in samples is enhanced. The multivariate analyses described are likely to become a useful tool to increase the importance of CPMAS C-13-NMR spectra in the appraisal of natural organic matter variations in heterogeneous natural systems.
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收藏
页码:496 / 504
页数:9
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