Development and Evaluation of a Multi-Year Fractional Surface Water Data Set Derived from Active/Passive Microwave Remote Sensing Data

被引:128
作者
Schroeder, Ronny [1 ,2 ,3 ]
McDonald, Kyle C. [1 ,2 ,4 ]
Chapman, Bruce D. [4 ]
Jensen, Katherine [1 ,2 ]
Podest, Erika [4 ]
Tessler, Zachary D. [5 ]
Bohn, Theodore J. [6 ]
Zimmermann, Reiner [3 ]
机构
[1] CUNY City Coll, CUNY Environm CrossRoads Initiat, Dept Earth & Atmospher Sci, New York, NY 10031 USA
[2] CUNY City Coll, NOAA CREST Inst, New York, NY 10031 USA
[3] Univ Hohenheim, Inst Bot, D-70593 Stuttgart, Germany
[4] CALTECH, Jet Prop Lab, Pasadena, CA 91109 USA
[5] CUNY, Adv Sci Res Ctr, Environm CrossRoads Initiat, New York, NY 10031 USA
[6] Arizona State Univ, Sch Earth & Space Explorat, Tempe, AZ 85287 USA
基金
美国国家科学基金会;
关键词
SWAMPS; wetlands; inundation; microwave; backscatter; NORTHERN HIGH-LATITUDES; SEASONAL INUNDATION PATTERNS; MODERN METHANE EMISSIONS; SOIL-MOISTURE RETRIEVAL; GLOBAL WETLAND EXTENT; PROCESS-BASED MODEL; ATMOSPHERIC METHANE; AMAZON BASIN; ELECTROMAGNETIC SCATTERING; SCATTEROMETER DATA;
D O I
10.3390/rs71215843
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The sensitivity of Earth's wetlands to observed shifts in global precipitation and temperature patterns and their ability to produce large quantities of methane gas are key global change questions. We present a microwave satellite-based approach for mapping fractional surface water (FW) globally at 25-km resolution. The approach employs a land cover-supported, atmospherically-corrected dynamic mixture model applied to 20+ years (1992-2013) of combined, daily, passive/active microwave remote sensing data. The resulting product, known as Surface WAter Microwave Product Series (SWAMPS), shows strong microwave sensitivity to sub-grid scale open water and inundated wetlands comprising open plant canopies. SWAMPS' FW compares favorably (R-2 = 91%-94%) with higher-resolution, global-scale maps of open water from MODIS and SRTM-MOD44W. Correspondence of SWAMPS with open water and wetland products from satellite SAR in Alaska and the Amazon deteriorates when exposed wetlands or inundated forests captured by the SAR products were added to the open water fraction reflecting SWAMPS' inability to detect water underneath the soil surface or beneath closed forest canopies. Except for a brief period of drying during the first 4 years of observation, the inundation extent for the global domain excluding the coast was largely stable. Regionally, inundation in North America is advancing while inundation is on the retreat in Tropical Africa and North Eurasia. SWAMPS provides a consistent and long-term global record of daily FW dynamics, with documented accuracies suitable for hydrologic assessment and global change-related investigations.
引用
收藏
页码:16688 / 16732
页数:45
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