Arid
DOI10.3390/rs4113265
Applicability of the Thermal Infrared Spectral Region for the Prediction of Soil Properties Across Semi-Arid Agricultural Landscapes
Eisele, Andreas1; Lau, Ian2; Hewson, Robert3; Carter, Dan4; Wheaton, Buddy4; Ong, Cindy2; Cudahy, Thomas John2; Chabrillat, Sabine1; Kaufmann, Hermann1
通讯作者Eisele, Andreas
来源期刊REMOTE SENSING
ISSN2072-4292
出版年2012
卷号4期号:11页码:3265-3286
英文摘要

In this study we tested the feasibility of the thermal infrared (TIR) wavelength region (within the atmospheric window between 8 and 11.5 mu m) together with the traditional solar reflective wavelengths for quantifying soil properties for coarse-textured soils from the Australian wheat belt region. These soils have very narrow ranges of texture and organic carbon contents. Soil surface spectral signatures were acquired in the laboratory, using a directional emissivity spectrometer (mu FTIR) in the TIR, as well as a bidirectional reflectance spectrometer (ASD FieldSpec) for the solar reflective wavelengths (0.4-2.5 mu m). Soil properties were predicted using multivariate analysis techniques (partial least square regression). The spectra were resampled to operational imaging spectroscopy sensor characteristics (HyMAP and TASI-600). To assess the relevance of specific wavelength regions in the prediction, the drivers of the PLS models were interpreted with respect to the spectral characteristics of the soils’ chemical and physical composition. The study revealed the potential of the TIR (for clay: R-2 = 0.93, RMSEP = 0.66% and for sand: R-2 = 0.93, RMSEP = 0.82%) and its combination with the solar reflective region (for organic carbon: R-2 = 0.95, RMSEP = 0.04%) for retrieving soil properties in typical soils of semi-arid regions. The models’ drivers confirmed the opto-physical base of most of the soils’ constituents (clay minerals, silicates, iron oxides), and emphasizes the TIR’s advantage for soils with compositions dominated by quartz and kaolinite.


英文关键词thermal infrared TIR emission IR spectroscopy soils texture organic carbon
类型Article
语种英语
国家Germany ; Australia
收录类别SCI-E
WOS记录号WOS:000313914500001
WOS关键词ORGANIC-MATTER ; REFLECTANCE ; EMISSIVITY ; SPECTROSCOPY ; SURFACES ; BANDS
WOS类目Remote Sensing
WOS研究方向Remote Sensing
来源机构Commonwealth Scientific and Industrial Research Organisation
资源类型期刊论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/174787
作者单位1.GFZ German Res Ctr Geosci, Helmholtz Ctr Potsdam, D-14473 Potsdam, Germany;
2.CSIRO, ARRC, Explorat & Min, Kensington, WA 6151, Australia;
3.RMIT Univ, Sch Math & Geospatial Sci, Melbourne, Vic 3001, Australia;
4.DAFWA, S Perth, WA 6151, Australia
推荐引用方式
GB/T 7714
Eisele, Andreas,Lau, Ian,Hewson, Robert,et al. Applicability of the Thermal Infrared Spectral Region for the Prediction of Soil Properties Across Semi-Arid Agricultural Landscapes[J]. Commonwealth Scientific and Industrial Research Organisation,2012,4(11):3265-3286.
APA Eisele, Andreas.,Lau, Ian.,Hewson, Robert.,Carter, Dan.,Wheaton, Buddy.,...&Kaufmann, Hermann.(2012).Applicability of the Thermal Infrared Spectral Region for the Prediction of Soil Properties Across Semi-Arid Agricultural Landscapes.REMOTE SENSING,4(11),3265-3286.
MLA Eisele, Andreas,et al."Applicability of the Thermal Infrared Spectral Region for the Prediction of Soil Properties Across Semi-Arid Agricultural Landscapes".REMOTE SENSING 4.11(2012):3265-3286.
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