Extraction of First Derivative Spectrum Features of Soil Organic Matter via Wavelet De-Noising

被引:18
作者
Liu Wei [1 ]
Chang Qing-rui [1 ]
Guo Man [1 ]
Xing Dong-xing [1 ,2 ]
Yuan Yong-sheng [1 ]
机构
[1] NW A&F Univ, Coll Resources & Environm, Yangling 712100, Peoples R China
[2] Xianyang Normal Coll, Dept Resources Environm, Xianyang 712000, Peoples R China
关键词
Vis/NIR spectrum; Soil organic matter; Numerical integration; Feature extraction;
D O I
10.3964/j.issn.1000-0593(2011)01-0100-05
中图分类号
O433 [光谱学];
学科分类号
0703 ; 070302 ;
摘要
The hyperspectral reflectance of soil was measured by a ASD FieldSpec within 400 similar to 1 000 nm. Next, its first derivative of spectra were acquired and de-noised by the threshold de-noising method based on wavelet transform. From the de-noised derivative spectra, absorption areas used as indicatoresas for soil organic matter content were acquired by numerical integration. Results show that: (1) Because of much noise, it is difficult to identify spectra contour and features in the first derivative of soil spectra resulting from different organic content levels. (2) When the scale of wavelet decomposition was 3, the threshold de-noising method based on wavelet transform can keep the balance between smoothing curve and holding spectra features. (3) Absorption area S(538, 586) is extracted from de-noised first derivative of soil spectra, and the coefficient of correlation between it and organic matter content is 0. 896 3.
引用
收藏
页码:100 / 104
页数:5
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