Mapping of clay, iron oxide and adsorbed phosphate in Oxisols using diffuse reflectance spectroscopy

被引:51
作者
Camargo, Livia Arantes [1 ]
Marques Junior, Jose [1 ]
Barron, Vidal [2 ]
Ferracciu Alleoni, Luis Reynaldo [3 ]
Barbosa, Ronny Sobreira [4 ]
Pereira, Gener Tadeu [1 ]
机构
[1] Univ Estadual Paulista, Fac Ciencias Agr & Vet, BR-14884900 Jaboticabal, SP, Brazil
[2] Univ Cordoba, Dept Agron, E-14071 Cordoba, Spain
[3] Univ Sao Paulo, Coll Agr Luiz de Queiroz ESALQ, BR-13418900 Piracicaba, SP, Brazil
[4] Univ Fed Piaui, BR-64900000 Bom Jesus, PI, Brazil
基金
巴西圣保罗研究基金会;
关键词
Goethite; Hematite; PLSR; Diffuse reflectance spectroscopy; Geostatistics; Chemometrics; SAO-PAULO STATE; SPATIAL VARIABILITY; GEOMORPHIC SURFACES; MINERALOGICAL ATTRIBUTES; PHOSPHORUS SORPTION; REGRESSION; FRACTION; REGION; SOILS; JABOTICABAL;
D O I
10.1016/j.geoderma.2015.03.027
中图分类号
S15 [土壤学];
学科分类号
0903 ; 090301 ;
摘要
Diffuse reflectance spectroscopy (DRS) provides a rapid, non-destructive, less expensive and sustainable complement to conventional methods of soil analysis. This study aims to assess the DRS ability to predict contents of clay, iron oxide and adsorbed phosphate (Pads), characterizing their spatial variability in Oxisols from Brazil. Soil samples collected from three geomorphic surfaces were scanned in the visible and near infrared spectral range. Moreover, chemometric calibration was obtained through partial least-squares regression (PLSR). Then, spatial distribution maps of the attributes were constructed using predicted values from calibrated models through geostatistical methods. The best accuracy of prediction models (residual prediction deviation >2.0) for clay, extractable Fe by dithionite-citrate-bicarbonate and hematite was obtained within the visible region (380-800 nm), and for adsorbed phosphate within the visible near infrared (380-2300 nm). Predicted values of these attributes had low error (<10%) with the exception of goethite, and enabled building maps similar to those with measured values, demonstrating the DRS importance for clay, iron oxide and adsorbed phosphate mapping of large areas and at detailed scale. (C) 2015 Elsevier B.V. All rights reserved.
引用
收藏
页码:124 / 132
页数:9
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