Diffuse reflectance spectroscopy for estimating soil organic carbon and make nitrogen recommendations

被引:1
|
作者
Rosin, Nicolas Augusto [1 ]
Diniz Dalmolin, Ricardo Simao [1 ]
Horst-Heinen, Taciara Zborowski [1 ]
Moura-Bueno, Jean Michel [1 ]
da Silva-Sangoi, Daniely Vaz [1 ]
da Silva, Leandro Souza [1 ]
机构
[1] Univ Fed Santa Maria, CCR, Dept Solos, Av Roraima 1000, BR-97105900 Santa Maria, RS, Brazil
来源
SCIENTIA AGRICOLA | 2021年 / 78卷 / 05期
关键词
soil attributes prediction; soil fertility; proximal soil sensing; chemometric; green chemistry; NEAR-INFRARED SPECTROSCOPY; SPECTRAL LIBRARY; NIR; PREDICTION; MODELS; MATTER; SIZE;
D O I
10.1590/1678-992X-2019-0246
中图分类号
S [农业科学];
学科分类号
09 ;
摘要
Diffuse reflectance spectroscopy (DRS) has the potential to predict soil organic carbon (SOC). However, it is still little used as a matter of routine in soil laboratories in Brazil. The objective of this study was to make evaluations as to whether SOC predicted by spectral techniques can replace measurement by routine chemical methods with no loss in quality and be applied in the recommendation of nitrogen fertilizer as well as identifying the best prediction strategies to use. A data set containing 2,471 samples from six soil spectral libraries (SSL) was used to develop spectroscopic models for SOC content prediction, including consideration of sample stratification and preprocessing techniques. The SOC was quantified through the analytical-chemical methods of wet combustion with determination by titration, designated as the reference method (REM), and colorimeter, designated as the routine method (ROM in an independent data set). SOC contents predicted by the spectral analysis method (SAM) were compared to the REM and ROM results, converted to soil organic matter (SOM) and used for N recommendations. The best estimate for SOM content using the SAM was achieved through stratification of the SSL and application of the standard normal variate (SNV) preprocessing. The SOC predicted by spectral techniques proved capable of replacing the SOC measured by routine chemical methods with no loss of quality and supported by an appropriate nitrogen fertilizer recommendation, provided the models met the conditions and possessed the characteristics of the samples to be analyzed.
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页数:13
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