Arid
DOI10.1177/0967033518799518
Prediction accuracy of local and regional soil total carbon models, calibrated based on visible-near infrared spectra, in the Djerid arid region
Aichi, Hamouda1; Fouad, Youssef2; Chabaane, Zohra Lili3; Sanaa, Mustapha4; Walter, Christian2
通讯作者Aichi, Hamouda
来源期刊JOURNAL OF NEAR INFRARED SPECTROSCOPY
ISSN0967-0335
EISSN1751-6552
出版年2018
卷号26期号:5页码:322-334
英文摘要

Visible-near infrared diffuse reflectance spectroscopy (vis-NIR DRS) is recognized as a promising tool for predicting various soil physico-chemical and biological properties. However, models’ applicability, transferability, and scaling are still questionable. Our objective was to study, for total carbon, these aspects in arid context. QuickBird satellite images enabled us to establish parsimonious soil sampling strategies over three different sites selected in Djerid arid region. For each site, a spectral local database was built and merging them allowed us to obtain a regional database. The principal component analysis enabled us to select independent calibration and validation sets. Local spectral models were performing well for two sites and poorly for the site with high salinity. In cross-transfer, local models showed limited geographic robustness. The regional model was less efficient than one of the local models, yet quite satisfactory (r(2) = 0.67, bias=0.18%, RMSEP =0.93% and REP =1.72). The choice of local or regional model should depend not only on performance of the model but also on the purpose of the intended application and the required precision.


英文关键词Total carbon arid area visible-near infrared applicability transferability scaling local regional
类型Article
语种英语
国家Tunisia ; France
收录类别SCI-E
WOS记录号WOS:000447890900005
WOS关键词DIFFUSE-REFLECTANCE SPECTROSCOPY ; TRANSFERABILITY ; REGRESSION
WOS类目Chemistry, Applied ; Spectroscopy
WOS研究方向Chemistry ; Spectroscopy
资源类型期刊论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/211196
作者单位1.Univ Carthage, Higher Sch Agr Mograne, SPADD Lab, Tunis, Tunisia;
2.UMR SAS AGROCAMPUS OUEST INRA, F-35042 Rennes, France;
3.Univ Carthage, Natl Agr Inst Tunisia, Lab GREEN TEAM, Tunis, Tunisia;
4.Natl Agr Inst Tunisia, Lab Soil & Environm Sci, Tunis, Tunisia
推荐引用方式
GB/T 7714
Aichi, Hamouda,Fouad, Youssef,Chabaane, Zohra Lili,et al. Prediction accuracy of local and regional soil total carbon models, calibrated based on visible-near infrared spectra, in the Djerid arid region[J],2018,26(5):322-334.
APA Aichi, Hamouda,Fouad, Youssef,Chabaane, Zohra Lili,Sanaa, Mustapha,&Walter, Christian.(2018).Prediction accuracy of local and regional soil total carbon models, calibrated based on visible-near infrared spectra, in the Djerid arid region.JOURNAL OF NEAR INFRARED SPECTROSCOPY,26(5),322-334.
MLA Aichi, Hamouda,et al."Prediction accuracy of local and regional soil total carbon models, calibrated based on visible-near infrared spectra, in the Djerid arid region".JOURNAL OF NEAR INFRARED SPECTROSCOPY 26.5(2018):322-334.
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