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DOI10.1016/j.rse.2019.111586
Comprehensive analysis of alternative downscaled soil moisture products
Sabaghy S.; Walker J.P.; Renzullo L.J.; Akbar R.; Chan S.; Chaubell J.; Das N.; Dunbar R.S.; Entekhabi D.; Gevaert A.; Jackson T.J.; Loew A.; Merlin O.; Moghaddam M.; Peng J.; Peng J.; Piepmeier J.; Rüdiger C.; Stefan V.; Wu X.; Ye N.; Yueh S.
发表日期2020
ISSN00344257
卷号239
英文摘要Recent advances in L-band passive microwave remote sensing provide an unprecedented opportunity to monitor soil moisture at ~40 km spatial resolution around the globe. Nevertheless, retrieval of the accurate high spatial resolution soil moisture maps that are required to satisfy hydro-meteorological and agricultural applications remains a challenge. Currently, a variety of downscaling, otherwise known as disaggregation techniques have been proposed as the solution to disaggregate the coarse passive microwave soil moisture into high-to-medium resolutions. These techniques take advantage of the strengths of both the passive microwave observations of soil moisture having low spatial resolution and the spatially detailed information on land surface features that either influence or represent soil moisture variability. However, such techniques have typically been developed and tested individually under differing weather and climate conditions, meaning that there is no clear guidance on which technique performs the best. Consequently, this paper presents a quantitative assessment of the existing radar-, optical-, radiometer-, and oversampling-based downscaling techniques using a singular extensive data set collected specifically for that purpose, being the Soil Moisture Active Passive Experiment (SMAPEx)-4 and -5 airborne field campaigns, and the OzNet in situ stations, to determine the relative strengths and weaknesses of their performances. The oversampling-based soil moisture product best captured the temporal and spatial variability of the reference soil moisture overall, though the radar-based products had a better temporal agreement with airborne soil moisture during the short SMAPEx-4 period. Moreover, the difference between temporal analysis of products against in situ and airborne soil moisture reference data sets pointed to the fact that relying on in situ measurements alone is not appropriate for validation of spatially enhanced soil moisture maps. © 2019 Elsevier Inc.
英文关键词Disaggregation; Downscaling; High resolution; Inter-comparison; SMAP; SMAPEx; SMOS; Soil moisture
语种英语
scopus关键词Image resolution; Moisture control; Radar signal processing; Radar stations; Remote sensing; Soil moisture; Disaggregation; Down-scaling; High resolution; Intercomparisons; SMAP; SMAPEx; SMOS; Soil surveys; agricultural application; downscaling; hydrometeorology; in situ measurement; land surface; remote sensing; soil moisture; spatial resolution; temporal analysis
来源期刊Remote Sensing of Environment
文献类型期刊论文
条目标识符http://gcip.llas.ac.cn/handle/2XKMVOVA/179453
作者单位Department of Civil Engineering, Monash UniversityVIC 3800, Australia; Fenner School of Environment and Society, The Australian National University, Canberra, Australia; Jet Propulsion Laboratory, California Institute of Technology, Pasadena, CA 91109, United States; Earth and Climate Cluster, Department of Earth Sciences, VU Amsterdam, Amsterdam, Netherlands; Department of Civil and Environmental Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139, United States; U.S. Department of Agriculture ARS, Hydrology and Remote Sensing Laboratory, Beltsville, MD 20705, United States; Centre d'Etudes Spatiales de la Biosphère (CESBIO), 18 Avenue, Edouard Belin, bpi 2801, Toulouse, 31401, France; Department of Electrical Engineering, University of Southern California, Los Angeles, CA 90089, United States; Goddard Space Flight Center, 8800 Greenbelt Rd, Greenbelt, MD 20771, United States; Universities Space Research Association, Columbia, MD, United States; Department of Geography, Universi...
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Sabaghy S.,Walker J.P.,Renzullo L.J.,et al. Comprehensive analysis of alternative downscaled soil moisture products[J],2020,239.
APA Sabaghy S..,Walker J.P..,Renzullo L.J..,Akbar R..,Chan S..,...&Yueh S..(2020).Comprehensive analysis of alternative downscaled soil moisture products.Remote Sensing of Environment,239.
MLA Sabaghy S.,et al."Comprehensive analysis of alternative downscaled soil moisture products".Remote Sensing of Environment 239(2020).
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