Monthly flooded area classification using low resolution SAR imagery in the Sudd wetland from 2007 to 2011

Abstract The annual flood cycle of the Sudd wetland in South Sudan plays an important role in the Nile River Basin water balance. The wetland, however, is extensive and sparsely instrumented, which has inhibited credible understanding of regional flooding across space and time. Here we explore the potential to apply low resolution C-band ENVISAT Advanced SAR imagery for remote estimation of Sudd flooded area. Over a five year study period (2007–2011) the time-averaged flooded Sudd area was found to be 18,033 km 2 with an average annual high of 29,702 km 2 in late September and a low of 10,128 km 2 in early May. Annual peak flood area ranges considerably from 19,259 km 2 in 2009 to 36,649 km 2 in 2007, but we found no systematic trend over the five year study period. Derived flood frequency maps identify areas of open water and permanent flooding (12% of total area), seasonal flooding (29%), and intermittent flooding (48%). To evaluate the certainty of our results, we consider their consistency with (1) prior studies, (2) evapotranspiration estimates from the Atmosphere-Land Exchange Inverse (ALEXI) surface energy balance algorithm, (3) watershed storage anomaly estimates from GRACE, (4) supervised classification of open water area using Landsat, and (5) a rough measure of water availability (antecedent precipitation). The analyses show reasonable temporal and spatial consistency with available lines of evidence. We conclude that low resolution C-band SAR imagery shows promise for study of Sudd wetland flood dynamics.

[1]  Kevin B. Smith,et al.  Remote monitoring of regional inundation patterns and hydroperiod in the Greater Everglades using Synthetic Aperture Radar , 2005, Wetlands.

[2]  Eric Rignot,et al.  Monitoring seasonal variations in boreal ecosystems using multi-temporal spaceborne SAR data , 1995 .

[3]  Hubert H. G. Savenije,et al.  Impact of the Sudd wetland on the Nile hydroclimatology , 2005 .

[4]  Gabriel B. Senay,et al.  Flood Pulsing in the Sudd Wetland: Analysis of Seasonal Variations in Inundation and Evaporation in South Sudan , 2012 .

[5]  G. Righini,et al.  Monitoring wetlands for fisheries by NOAA AVHRR LAC thermal data , 1995 .

[6]  M. Kendall Rank Correlation Methods , 1949 .

[7]  Yong Wang,et al.  Delineation of inundated area and vegetation along the Amazon floodplain with the SIR-C synthetic aperture radar , 1995, IEEE Trans. Geosci. Remote. Sens..

[8]  Nicola Fohrer,et al.  Flooding and drying mechanisms of the seasonal Sudd flood plains along the Bahr el Jebel in southern Sudan , 2010 .

[9]  John Wahr,et al.  Monitoring the water balance of Lake Victoria, East Africa, from space. , 2009 .

[10]  Philip A. Townsend,et al.  Mapping Seasonal Flooding in Forested Wetlands Using Multi-Temporal Radarsat SAR , 2001 .

[11]  M. Watkins,et al.  GRACE Measurements of Mass Variability in the Earth System , 2004, Science.

[12]  Boleslo E. Romero,et al.  A quasi-global precipitation time series for drought monitoring , 2014 .

[13]  Irena F. Creed,et al.  Characterizing hydrodynamics on boreal landscapes using archived synthetic aperture radar imagery , 2008 .

[14]  J. Willis,et al.  The OSTM/Jason-2 Mission , 2010 .

[15]  J. Sutcliffe,et al.  Hydrological modelling of the Sudd and Jonglei Canal , 1987 .

[16]  J. V. Sutcliffe,et al.  The Hydrology of the Nile , 1999 .

[17]  L. Ogallo,et al.  The spatial and temporal patterns of the East African seasonal rainfall derived from principal component analysis , 1989 .

[18]  P. Jones,et al.  Updated high‐resolution grids of monthly climatic observations – the CRU TS3.10 Dataset , 2014 .

[19]  Martha C. Anderson,et al.  A Two-Source Time-Integrated Model for Estimating Surface Fluxes Using Thermal Infrared Remote Sensing , 1997 .

[20]  Russell G. Congalton,et al.  A review of assessing the accuracy of classifications of remotely sensed data , 1991 .

[21]  Brian Brisco,et al.  Mapping and Monitoring Surface Water and Wetlands with Synthetic Aperture Radar , 2015 .

[22]  Y. Mohamed,et al.  Impact of climate variability on the hydrology of the Sudd wetland: signals derived from long term (1900–2000) water balance computations , 2014, Wetlands Ecology and Management.

[23]  R. Collins The Waters of the Nile: Hydropolitics and the Jonglei Canal, 1900-1988 , 1990 .

[24]  A. Ahmad Post-Jonglei planning in southern Sudan: combining environment with development , 2008 .

[25]  Kyle McDonald,et al.  Development and Evaluation of a Multi-Year Fractional Surface Water Data Set Derived from Active/Passive Microwave Remote Sensing Data , 2015, Remote. Sens..

[26]  Valeriy Kovalskyy,et al.  Evapotranspiration Variability and Its Association with Vegetation Dynamics in the Nile Basin, 2002-2011 , 2014, Remote. Sens..

[27]  Hubert H. G. Savenije,et al.  Spatial variability of evaporation and moisture storage in the swamps of the upper Nile studied by remote sensing techniques , 2004 .

[28]  M. Gebremichael,et al.  Satellite rainfall applications for surface hydrology , 2010 .

[29]  Qiuhong Tang,et al.  Remote sensing: hydrology , 2009 .

[30]  G. Huffman,et al.  The TRMM Multi-Satellite Precipitation Analysis (TMPA) , 2010 .

[31]  Wolfgang Wagner,et al.  RIVER FLOW & WETLAND MONITORING WITH ENVISAT ASAR GLOBAL MODE IN THE OKAVANGO BASIN AND DELTA , 2008 .

[32]  Kevin White,et al.  Hydrology and geomorphology of the Upper White Nile lakes and their relevance for water resources management in the Nile basin , 2013 .

[33]  A. Cazenave,et al.  Floodplain water storage in the Negro River basin estimated from microwave remote sensing of inundation area and water levels , 2005 .

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

[35]  Martha C. Anderson,et al.  A climatological study of evapotranspiration and moisture stress across the continental United States based on thermal remote sensing: 1. Model formulation , 2007 .

[36]  Floyd M. Henderson,et al.  Radar detection of wetland ecosystems: a review , 2008 .

[37]  Paul L. G. Vlek,et al.  An appraisal of global wetland area and its organic carbon stock , 2005 .

[38]  L. Hess,et al.  Radar detection of flooding beneath the forest canopy - A review , 1990 .

[39]  B. Hurk,et al.  New lessons on the Sudd hydrology learned from remote sensing and climate modeling , 2005 .

[40]  Eric S. Kasischke,et al.  Assessment of C-band synthetic aperture radar data for mapping and monitoring Coastal Plain forested wetlands in the Mid-Atlantic Region, U.S.A. , 2008 .

[41]  Martha C. Anderson,et al.  Comparison of prognostic and diagnostic surface flux modeling approaches over the Nile River basin , 2014 .

[42]  F. Ulaby,et al.  Radar mapping of surface soil moisture , 1996 .

[43]  J. Camp,et al.  Antarctica, Greenland and Gulf of Alaska land-ice evolution from an iterated GRACE global mascon solution , 2013, Journal of Glaciology.

[44]  F. Landerer,et al.  Accuracy of scaled GRACE terrestrial water storage estimates , 2012 .

[45]  Ghada Soliman,et al.  Wetland change detection in Nile swamps of southern Sudan using multitemporal satellite imagery , 2011 .

[46]  J. Sutcliffe,et al.  Morphological analysis of the Sudd region using land survey and remote sensing data , 2008 .

[47]  J. Sutcliffe,et al.  Lake Victoria: derivation of a corrected natural water level series / Lac Victoria: dérivation d'une série naturelle corrigée des niveaux d'eau , 2007 .

[48]  Z. Tesemma LONG TERM HYDROLOGIC TRENDS IN THE NILE BASIN , 2009 .

[49]  Stacy L. Ozesmi,et al.  Satellite remote sensing of wetlands , 2002, Wetlands Ecology and Management.

[50]  John A. Richards,et al.  An explanation of enhanced radar backscattering from flooded forests , 1987 .

[51]  L. Smith,et al.  Estimation of Discharge From Three Braided Rivers Using Synthetic Aperture Radar Satellite Imagery: Potential Application to Ungaged Basins , 1996 .

[52]  Mohammed Dabboor,et al.  A Collection of SAR Methodologies for Monitoring Wetlands , 2015, Remote. Sens..

[53]  Eric S. Kasischke,et al.  Effects of soil moisture and water depth on ERS SAR backscatter measurements from an Alaskan wetland complex. , 2009 .

[54]  W. Wagner,et al.  Global monitoring of wetlands--the value of ENVISAT ASAR Global mode. , 2009, Journal of environmental management.

[55]  S. Swenson,et al.  Post‐processing removal of correlated errors in GRACE data , 2006 .