Near-infrared reflectance spectroscopy-principal components regression analyses of soil properties

被引:1463
作者
Chang, CW
Laird, DA
Mausbach, MJ
Hurburgh, CR
机构
[1] USDA ARS, Natl Soil Tilth Lab, Ames, IA 50011 USA
[2] Iowa State Univ, Dept Agron, Ames, IA 50011 USA
[3] USDA, NRCS, Soil Survey & Resource Assessment, Washington, DC 20250 USA
[4] Iowa State Univ, Dept Agr & Biosyst Engn, Ames, IA 50011 USA
关键词
D O I
10.2136/sssaj2001.652480x
中图分类号
S15 [土壤学];
学科分类号
0903 ; 090301 ;
摘要
A fast and convenient soil analytical technique is needed for soil quality assessment and precision soil management. The main objective of this study was to evaluate the ability of near-infrared reflectance spectroscopy (NIRS) to predict diverse soil properties, Near-infrared reflectance spectra, obtained from a Perstrop NIR Systems 6500 scanning monochromator (Foss NIRSystems, Silver Spring, MD), and 33 chemical, physical, and biochemical properties were studied for 802 soil samples collected from four Major Land Resource Areas (MLRAs). Calibrations were based on principal component regression (PCR) using the first derivatives of optical density [log(YR)I for the 1300- to 2500-nm spectral range. Total C, total N, moisture, cation-exchange capacity (CEC), 1.5 MPa water, basal respiration rate, sand, silt, and Mehlich III extractable Ca were successfully predicted by NIRS (r(2) > 0.80). Some Mehlich III extractable metals (Fe, K, Mg, Mn) and exchangeable cations (Ca, Mg, and K), sum of exchangeable bases, exchangeable acidity, clay, potentially mineralizable N, total respiration rate, biomass C, and pH were also estimated by NIRS but with less accuracy (r(2) = 0.80 similar to0.50). The predicted results For aggregation (wt% > 2, 1, 0.5, 0.25 mm, and macroaggregation) were not reliable (r(2) = 0.46 similar to0.60). Mehlich III extractable Cu, P, and Zn, and exchangeable Na could not be predicted using the NIRS-PCR technique (r(2) < 0.50), The results indicate that NIRS can be used as a rapid analytical technique to simultaneously estimate several soil properties with acceptable accuracy in a very short time.
引用
收藏
页码:480 / 490
页数:11
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