Toward Estimating Wetland Water Level Changes Based on Hydrological Sensitivity Analysis of PALSAR Backscattering Coefficients over Different Vegetation Fields

Synthetic Aperture Radar (SAR) has been successfully used to map wetland’s inundation extents and types of vegetation based on the fact that the SAR backscatter signal from the wetland is mainly controlled by the wetland vegetation type and water level changes. This study describes the relation between L-band PALSAR and seasonal water level changes obtained from Envisat altimetry over the island of Ile Mbamou in the Congo Basin where two distinctly different vegetation types are found. We found positive correlations between and water level changes over the forested southern Ile Mbamou whereas both positive and negative correlations were observed over the non-forested northern Ile Mbamou depending on the amount of water level increase. Based on the analysis of sensitivity, we found that denser vegetation canopy leads to less sensitive variation with respect to the water level changes regardless of forested or non-forested canopy. Furthermore, we attempted to estimate water level changes which were then compared with the Envisat altimetry and InSAR results. Our results demonstrated a potential to generate two-dimensional maps of water level changes over the wetlands, and thus may have substantial synergy with the planned Surface Water and Ocean Topography (SWOT) mission.

[1]  C. Barbosa,et al.  Dual-season mapping of wetland inundation and vegetation for the central Amazon basin , 2003 .

[2]  Marcos Heil Costa,et al.  Surface water dynamics in the Amazon Basin: Application of satellite radar altimetry , 2001 .

[3]  C. K. Shum,et al.  Characterization of terrestrial water dynamics in the Congo Basin using GRACE and satellite radar altimetry , 2011 .

[4]  Kevin B. Smith,et al.  Effects of seasonal hydrologic patterns in south Florida wetlands on radar backscatter measured from ERS-2 SAR imagery , 2003 .

[5]  Zhiming Lu,et al.  Multi-temporal RADARSAT-1 and ERS Backscattering Signatures of Coastal Wetlands in Southeastern Louisiana , 2009 .

[6]  K. Moffett,et al.  Remote Sens , 2015 .

[7]  D. Alsdorf,et al.  Characterization of complex fluvial systems using remote sensing of spatial and temporal water level variations in the Amazon, Congo, and Brahmaputra Rivers , 2010 .

[8]  Maycira Costa,et al.  Biophysical properties and mapping of aquatic vegetation during the hydrological cycle of the Amazon floodplain using JERS-1 and Radarsat , 2002 .

[9]  Joong-Sun Won,et al.  An application of L-band synthetic aperture radar to tide height measurement , 2005, IEEE Trans. Geosci. Remote. Sens..

[10]  Neil D. Burgess,et al.  Freshwater Ecoregions of Africa and Madagascar: A Conservation Assessment , 2005 .

[11]  K. Banister,et al.  The Zaïre River system , 1986 .

[12]  T. Dixon,et al.  Space-Based Detection of Wetlands' Surface Water Level Changes from L-Band SAR Interferometry , 2008 .

[13]  Robert Woodruff,et al.  Detecting seasonal flooding cycles in marshes of the Yucatan Peninsula with SIR-C polarimetric radar imagery , 1997 .

[14]  P. Ferrazzoli,et al.  Exploring the capacity of radar remote sensing to estimate wetland marshes water storage. , 2009, Journal of environmental management.

[15]  Kim Dan Nguyen,et al.  Preface to Symposium THESIS-2011 , 2012 .

[16]  Paolo Ferrazzoli,et al.  Model investigation about the potential of C band SAR in herbaceous wetlands flood monitoring , 2008 .

[17]  Z. P. Wang,et al.  Carbon in tropical wetlands , 1997 .

[18]  Paul D. Bates,et al.  Calibration of two‐dimensional floodplain modeling in the central Atchafalaya Basin Floodway System using SAR interferometry , 2012 .

[19]  Thuy Le Toan,et al.  Rice crop mapping and monitoring using ERS-1 data based on experiment and modeling results , 1997, IEEE Trans. Geosci. Remote. Sens..

[20]  Michael Durand,et al.  Comparing satellite derived precipitation datasets using the Hillslope River Routing (HRR) model in the Congo River Basin , 2011 .

[21]  Paul D. Bates,et al.  SRTM vegetation removal and hydrodynamic modeling accuracy , 2013 .

[22]  Zhong Lu,et al.  Monitoring Everglades freshwater marsh water level using L-band synthetic aperture radar backscatter , 2014 .

[23]  D. Roy,et al.  A method for integrating MODIS and Landsat data for systematic monitoring of forest cover and change in the Congo Basin , 2008 .

[24]  Laurence C. Smith,et al.  Amazon floodplain water level changes measured with interferometric SIR-C radar , 2001, IEEE Trans. Geosci. Remote. Sens..

[25]  GAMMA SAR AND INTERFEROMETRIC PROCESSING SOFTWARE , 2000 .

[26]  Paolo Ferrazzoli,et al.  Monitoring flood condition in marshes using EM models and Envisat ASAR observations , 2006, IEEE Transactions on Geoscience and Remote Sensing.

[27]  Matthew D. Wilson,et al.  Modeling large‐scale inundation of Amazonian seasonally flooded wetlands , 2007 .

[28]  Zhong Lu,et al.  Integrated analysis of PALSAR/Radarsat-1 InSAR and ENVISAT altimeter data for mapping of absolute water level changes in Louisiana wetlands. , 2009 .

[29]  D. Alsdorf,et al.  Repeat-pass multi-temporal interferometric SAR coherence variations with Amazon floodplain and lake habitats , 2010 .

[30]  Chung-Yen Kuo,et al.  Laurentia crustal motion observed using TOPEX/POSEIDON radar altimetry over land , 2008 .

[31]  P. Bates,et al.  Spatial and temporal complexity of the Amazon flood measured from space , 2007 .

[32]  Zhong Lu,et al.  Radarsat-1 and ERS InSAR Analysis Over Southeastern Coastal Louisiana: Implications for Mapping Water-Level Changes Beneath Swamp Forests , 2008, IEEE Transactions on Geoscience and Remote Sensing.

[33]  Masanobu Shimada,et al.  PALSAR Radiometric and Geometric Calibration , 2007, IEEE Transactions on Geoscience and Remote Sensing.

[34]  Zhong Lu,et al.  Louisiana Wetland Water Level Monitoring Using Retracked TOPEX/POSEIDON Altimetry , 2009 .

[35]  Masaki Hayashi,et al.  Water and solute transfer between a prairie wetland and adjacent uplands, 2. Chloride cycle , 1998 .

[36]  Hahn Chul Jung,et al.  Controls of Terrestrial Water Storage Changes Over the Central Congo Basin Determined by Integrating PALSAR ScanSAR, Envisat Altimetry, and GRACE Data , 2014 .

[37]  E. Barbier Valuing Environmental Functions: Tropical Wetlands , 1994 .

[38]  T. L. Toan,et al.  Mapping of flood dynamics and spatial distribution of vegetation in the Amazon floodplain using multitemporal SAR data , 2007 .

[39]  J. Townshend,et al.  Global Percent Tree Cover at a Spatial Resolution of 500 Meters: First Results of the MODIS Vegetation Continuous Fields Algorithm , 2003 .

[40]  Ronald E. McRoberts,et al.  FOREST LAND AREA ESTIMATES FROM VEGETATION CONTINUOUS FIELDS , 2004 .

[41]  李幼升,et al.  Ph , 1989 .

[42]  M. Steininger,et al.  Global analysis of the protection status of the world’s forests , 2009 .

[43]  D. Lettenmaier,et al.  Measuring surface water from space , 2004 .

[44]  Joong-Sun Won,et al.  A Land Cover Variation Model of Water Level for the Floodplain of Tonle Sap, Cambodia, Derived From ALOS PALSAR and MODIS Data , 2013, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

[45]  Kamal Sarabandi,et al.  Model-Based Estimation of Forest Canopy Height in Red and Austrian Pine Stands Using Shuttle Radar Topography Mission and Ancillary Data: A Proof-of-Concept Study , 2010, IEEE Transactions on Geoscience and Remote Sensing.

[46]  U. Wegmuller,et al.  Automated terrain corrected SAR geocoding , 1999, IEEE 1999 International Geoscience and Remote Sensing Symposium. IGARSS'99 (Cat. No.99CH36293).

[47]  Manabu Watanabe,et al.  ALOS PALSAR: A Pathfinder Mission for Global-Scale Monitoring of the Environment , 2007, IEEE Transactions on Geoscience and Remote Sensing.

[48]  J. Townshend,et al.  Annual Global Automated MODIS Vegetation Continuous Fields (MOD44B) at 250 m Spatial Resolution for Data Years Beginning Day 65, 2000 - 2010 , 2017 .

[49]  Ryutaro Tateishi,et al.  Production of global land cover data – GLCNMO , 2011, Int. J. Digit. Earth.

[50]  Duncan J. Wingham,et al.  NEW TECHNIQUES IN SATELLITE ALTIMETER TRACKING SYSTEMS. , 1986 .