Inland Water Body Mapping Using CYGNSS Coherence Detection

被引:56
作者
Al-Khaldi, Mohammad M. [1 ]
Johnson, Joel T. [2 ,3 ]
Gleason, Scott [1 ]
Chew, Clara C. [1 ]
Gerlein-Safdi, Cynthia [4 ]
Shah, Rashmi [5 ]
Zuffada, Cinzia [5 ]
机构
[1] Univ Corp Atmospher Res UCAR, Constellat Observing Syst Meteorol Ionosphere & C, Boulder, CO 80301 USA
[2] Ohio State Univ, Dept Elect & Comp Engn, Columbus, OH 43210 USA
[3] Ohio State Univ, ElectroSci Lab, Columbus, OH 43210 USA
[4] Univ Michigan, Dept Climate & Space Sci & Engn CLASP, Ann Arbor, MI 48109 USA
[5] CALTECH, Jet Prop Lab, 4800 Oak Grove Dr, Pasadena, CA 91109 USA
来源
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING | 2021年 / 59卷 / 09期
关键词
Land surface; Surface roughness; Rough surfaces; Surface topography; Sea surface; Vegetation mapping; Coherence; Bistatic radar systems; coherency; cyclone global navigation satellite system (CYGNSS); Global Navigation Satellite Systems Reflectometry (GNSS-R); inland water dynamics; rough surface scattering; SOIL-MOISTURE; GNSS-R; SURFACE-WATER; SCATTERING; SIGNALS; REFLECTIONS; OCEAN; MASK;
D O I
10.1109/TGRS.2020.3047075
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
This work demonstrates the creation of dynamic inland water body masks at spatial resolutions ranging from 1 to 3 km through the use of a recently developed coherence detector for the delay-Doppler maps produced by the cyclone global navigation satellite system (CYGNSS) constellation. The use of the coherence of the observed measurements reduces many of the uncertainties associated with previous signal-to-noise ratio-based water body detection approaches for CYGNSS. Using data from January 2018 to February 2020 and producing maps representing time intervals ranging from 3 months to 2 years, the water body masks created are found to be associated with a probability of detection that exceeds 80% as compared to the Pekel water mask developed from Landsat observations. The analysis presented in this work highlights the potential of using spaceborne Global Navigation Satellite Systems Reflectometry (GNSS-R) systems for dynamic inland water body mapping.
引用
收藏
页码:7385 / 7394
页数:10
相关论文
共 60 条
[1]  
Abrams M., 2002, ADV SPACEBORNE THERM
[2]   An Algorithm for Detecting Coherence in Cyclone Global Navigation Satellite System Mission Level-1 Delay-Doppler Maps [J].
Al-Khaldi, Mohammad M. ;
Johnson, Joel T. ;
Gleason, Scott ;
Loria, Eric ;
O'Brien, Andrew J. ;
Yi, Yuchan .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2021, 59 (05) :4454-4463
[3]   Measuring surface water from space [J].
Alsdorf, Douglas E. ;
Rodriguez, Ernesto ;
Lettenmaier, Dennis P. .
REVIEWS OF GEOPHYSICS, 2007, 45 (02)
[4]  
[Anonymous], 2015, SENT 2USER HDB
[5]  
[Anonymous], 2011, AVHRR LEV 1B PROD GU
[6]   On the Coherency of Ocean and Land Surface Specular Scattering for GNSS-R and Signals of Opportunity Systems [J].
Balakhder, Ahmed M. ;
Al-Khaldi, Mohammad M. ;
Johnson, Joel T. .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2019, 57 (12) :10426-10436
[7]   Detection of open water dynamics with ENVISAT ASAR in support of land surface modelling at high latitudes [J].
Bartsch, A. ;
Trofaier, A. M. ;
Hayman, G. ;
Sabel, D. ;
Schlaffer, S. ;
Clark, D. B. ;
Blyth, E. .
BIOGEOSCIENCES, 2012, 9 (02) :703-714
[8]   Freshwater Methane Emissions Offset the Continental Carbon Sink [J].
Bastviken, David ;
Tranvik, Lars J. ;
Downing, John A. ;
Crill, Patrick M. ;
Enrich-Prast, Alex .
SCIENCE, 2011, 331 (6013) :50-50
[9]   Effect of soil and water management practices on crop productivity in tropical inland valley swamps [J].
Blango, Mohamed M. ;
Cooke, Richard A. C. ;
Moiwo, Juana P. .
AGRICULTURAL WATER MANAGEMENT, 2019, 222 :82-91
[10]  
Borg E., 2017, INT J BUSINESS INTEL, V1, P1