Arid
DOI10.1016/j.scitotenv.2015.07.068
Remote sensing for mapping soil moisture and drainage potential in semi-arid regions: Applications to the Campidano plain of Sardinia, Italy
Filion, Rebecca1; Bernier, Monique1; Paniconi, Claudio1; Chokmani, Karem1; Melis, Massimo2; Soddu, Antonino2; Talazac, Manon1; Lafortune, Francois-Xavier1
通讯作者Filion, Rebecca
来源期刊SCIENCE OF THE TOTAL ENVIRONMENT
ISSN0048-9697
EISSN1879-1026
出版年2016
卷号543页码:862-876
英文摘要

The aim of this study is to investigate the potential of radar (ENVISAT ASAR and RADARSAT-2) and LANDSAT data to generate reliable soil moisture maps to support water management and agricultural practice in Mediterranean regions, particularly during dry seasons. The study is based on extensive field surveys conducted from 2005 to 2009 in the Campidano plain of Sardinia, Italy. A total of 12 small bare soil fields were sampled for moisture, surface roughness, and texture values. From field scale analysis with ENVISAT ASAR (C-band, VV polarized, descending mode, incidence angle from 15.0 degrees to 31.4 degrees), an empirical model for estimating bare soil moisture was established, with a coefficient of determination (R-2) of 0.85. LANDSAT TM5 images were also used for soil moisture estimation using the TVX slope (temperature/vegetation index), and in this case the best linear relationship had an R-2 of 0.81. A cross-validation on the two empirical models demonstrated the potential of C-band SAR data for estimation of surface moisture, with and R-2 of 0.76 (bias + 03% and RMSE 7%) for ENVISAT ASAR and 0.54 (bias + 13% and RMSE 5%) for LANDSAT TM5. The two models developed at plot level were then applied over the Campidano plain and assessed via multitemporal and spatial analyses, in the latter case against soil permeability data from a pedological map of Sardinia. Encouraging estimated soil moisture (ESM) maps were obtained for the SAR-based model, whereas the LANDSAT-based model would require a better field data set for validation, including ground data collected on vegetated fields. ESM maps showed sensitivity to soil drainage qualities or drainage potential, which could be useful in irrigation management and other agricultural applications. (C) 2015 Elsevier B.V. All rights reserved.


英文关键词Soil moisture SAR C-band imagery LANDSAT imagery Remote sensing Agriculture Hydrology
类型Article
语种英语
国家Canada ; Italy
收录类别SCI-E
WOS记录号WOS:000367638000003
WOS关键词BAND POLARIMETRIC SAR ; C-BAND ; BISTATIC SCATTERING ; SURFACE-ROUGHNESS ; RADAR ; MODEL ; RETRIEVAL ; AGRICULTURE ; IMAGERY ; SCALE
WOS类目Environmental Sciences
WOS研究方向Environmental Sciences & Ecology
资源类型期刊论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/196194
作者单位1.Ctr Eau Terre Environm INRS ETE, Inst Natl Rech Sci, Quebec City, PQ, Canada;
2.Agenzia Ric Agr Sardegna AGRIS, Cagliari, Italy
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GB/T 7714
Filion, Rebecca,Bernier, Monique,Paniconi, Claudio,et al. Remote sensing for mapping soil moisture and drainage potential in semi-arid regions: Applications to the Campidano plain of Sardinia, Italy[J],2016,543:862-876.
APA Filion, Rebecca.,Bernier, Monique.,Paniconi, Claudio.,Chokmani, Karem.,Melis, Massimo.,...&Lafortune, Francois-Xavier.(2016).Remote sensing for mapping soil moisture and drainage potential in semi-arid regions: Applications to the Campidano plain of Sardinia, Italy.SCIENCE OF THE TOTAL ENVIRONMENT,543,862-876.
MLA Filion, Rebecca,et al."Remote sensing for mapping soil moisture and drainage potential in semi-arid regions: Applications to the Campidano plain of Sardinia, Italy".SCIENCE OF THE TOTAL ENVIRONMENT 543(2016):862-876.
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