Application of Vis-NIR spectroscopy for determination the content of organic matter in saline-alkali soils

被引:41
作者
Ba, Yuling [1 ,2 ]
Liu, Jinbao [2 ,3 ,4 ]
Han, Jichang [2 ,3 ,4 ]
Zhang, Xingchang [1 ]
机构
[1] Northwest A&F Univ, Coll Resource & Environm, Yangling 712100, Shaanxi, Peoples R China
[2] Shaanxi Prov Land Engn Construct Grp Co Ltd, Xian 710075, Shaanxi, Peoples R China
[3] Xian Univ Technol, Inst Water Resources & Hydroelect Engn, Xian 710048, Peoples R China
[4] Minist Nat Resources, Key Lab Degraded & Unused Land Consolidat Engn, Xian 710075, Shaanxi, Peoples R China
关键词
Saline-alkali soil; SOM; Vis-NIR spectroscopy; Partial least squares regression; Chemometrics; NEAR-INFRARED SPECTROSCOPY; NMR-SPECTROSCOPY; CARBON; PREDICTION; SPECTRA; WATER; REGRESSION; INDICATORS; NITROGEN; C-13;
D O I
10.1016/j.saa.2019.117863
中图分类号
O433 [光谱学];
学科分类号
0703 ; 070302 ;
摘要
Visible and near-infrared diffuse reflectance spectroscopy (Vis-NIR) has been recognized as a fast method to evaluate the content of soil organic matter (SOM) in various types of soil. The accuracy of Vis-NIR is comparable to conventional laboratory methods for estimating SOM. However, very few studies have applied Vis-NIR to estimate SOM in saline-alkali soil. This study aimed to investigate the efficiency of spectral data for evaluating SOM in saline-alkali soil. Soil samples (n = 291) were collected from the five major saline-alkali soil regions in Shaanxi. SOM was measured using standard methods and the samples were scanned using ASD Fieldspec4 at wavelength of 350-2500 nm to obtain spectral data. Twenty-six pre-processing methods were tested and partial least squares regression (PLSR) was used to estimate SOM. The best preprocessing was R + SG + SNV + FD. The calibration results were Pc = 15, Rc(2) = 0.92, RMSEC = 1.11, SEC = 1.12, Slope = 0.92, Offset = 0.45; the validation results were Rv(2) = 0.97, RPD = 5.21, RMSEP = 0.38, SEP = 0.38, Slope = 0.97, Offset = 0.17. Therefore, this main objective of the study was to propose an effective approach based on Vis-NIR spectroscopy and Chemometrics for predicting saline-alkali SOM contents in the center of Shaanxi, China. (c) 2019 Elsevier B.V. All rights reserved.
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页数:5
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