Water Balance Modeling in a Semi-Arid Environment with Limited in situ Data Using Remote Sensing in Lake Manyara, East African Rift, Tanzania

The purpose of this paper is to estimate the water balance in a semi-arid environment with limited in situ data using a remote sensing approach. We focus on the Lake Manyara catchment, located within the East African Rift of northern Tanzania. We use a distributed conceptual hydrological model driven by remote sensing data to study the spatial and temporal variability of water balance parameters within the catchment. Satellite gravimetry GRACE data is used to verify the trends of the inferred lake level changes. The results show that the lake undergoes high spatial and temporal variations, characteristic of a semi-arid climate with high evaporation and low rainfall. We observe that the Lake Manyara water balance and GRACE equivalent water depth show comparable trends; a decrease after 2002 followed by a sharp increase in 2006-2007. Our modeling confirms the importance of the 2006-2007 Indian Ocean Dipole fluctuation in replenishing the groundwater reservoirs of East Africa. We thus demonstrate that water balance modeling can be performed successfully using remote sensing data even in complex climatic settings.

[1]  Heiko Paeth,et al.  On the linear response of tropical African climate to SST changes deduced from regional climate model simulations , 2006 .

[2]  Jing M. Chen,et al.  Daily canopy photosynthesis model through temporal and spatial scaling for remote sensing applications , 1999 .

[3]  Richard Gloaguen,et al.  Non-climatic growth of the saline Lake Beseka, Main Ethiopian Rift , 2009 .

[4]  Frédérique Seyler,et al.  Monitoring Continental Surface Waters by Satellite Altimetry , 2008 .

[5]  U. Schneider,et al.  Global precipitation estimates based on a technique for combining satellite-based estimates, rain gauge analysis, and NWP model precipitation information , 1995 .

[6]  Catherine Prigent,et al.  Precipitation retrieval from space: An overview , 2010 .

[7]  Luiz Eduardo Oliveira E. Cruz de Aragão,et al.  A MODIS-Based Energy Balance to Estimate Evapotranspiration for Clear-Sky Days in Brazilian Tropical Savannas , 2012, Remote. Sens..

[8]  L. S. Pereira,et al.  Crop evapotranspiration : guidelines for computing crop water requirements , 1998 .

[9]  Yale Mintz,et al.  Climatology of the terrestrial seasonal water cycle , 1985 .

[10]  C. Kummerow,et al.  The Tropical Rainfall Measuring Mission (TRMM) Sensor Package , 1998 .

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

[12]  Jens Wickert,et al.  The Falling Lake Victoria Water Level: GRACE, TRIMM and CHAMP Satellite Analysis of the Lake Basin , 2008 .

[13]  Helge Bormann Evaluation of hydrological models for scenario analyses: signal-to-noise-ratio between scenario effects and model uncertainty , 2005 .

[14]  Jianjun Ge,et al.  Impacts of land use/cover classification accuracy on regional climate simulations , 2007 .

[15]  Jean-François Crétaux,et al.  Recent hydrological behavior of the East African great lakes region inferred from GRACE, satellite altimetry and rainfall observations , 2010 .

[16]  S. Copeland,et al.  Potential hominin plant foods in northern Tanzania: semi-arid savannas versus savanna chimpanzee sites. , 2009, Journal of human evolution.

[17]  P. Krause,et al.  JAMS – A Framework for Natural Resource Model Development and Application , 2006 .

[18]  Richard Gloaguen,et al.  Geomorphology, hydrology, and ecology of Lake Urema, central Mozambique, with focus on lake extent changes , 2006 .

[19]  J. R. Santillan,et al.  Integrated Landsat Image Analysis and Hydrologic Modeling to Detect Impacts of 25-Year Land-Cover Change on Surface Runoff in a Philippine Watershed , 2011, Remote. Sens..

[20]  L. Simonsson,et al.  Applied Landscape Assessment in a Holistic Perspective. a case study from Babati District, north-central Tanzania , 2001 .

[21]  D. H. Pilgrim,et al.  Problems of rainfall-runoff modelling in arid and semiarid regions , 1988 .

[22]  Z. Wan New refinements and validation of the MODIS Land-Surface Temperature/Emissivity products , 2008 .

[23]  M. Iqbal An introduction to solar radiation , 1983 .

[24]  Richard Gloaguen,et al.  Strain accommodation in transitional rifts: extension by magma intrusion and faulting in Ethiopian rift magmatic segments , 2006, Geological Society, London, Special Publications.

[25]  Chris D. Evans,et al.  Causes of concentration/discharge hysteresis and its potential as a tool for analysis of episode hydrochemistry , 1998 .

[26]  George M. Hornberger,et al.  Consistency of patterns in concentration‐discharge plots , 2002 .

[27]  Andreas Güntner,et al.  Simple water balance modelling of surface reservoir systems in a large data-scarce semiarid region / Modélisation simple du bilan hydrologique de systèmes de réservoirs de surface dans une grande région semi-aride pauvre en données , 2004 .

[28]  Richard Gloaguen,et al.  Impact of transient groundwater storage on the discharge of Himalayan rivers , 2012 .

[29]  Yang Hong,et al.  Hydrology and Earth System Sciences Hydroclimatology of Lake Victoria Region Using Hydrologic Model and Satellite Remote Sensing Data , 2022 .

[30]  C. Reason,et al.  Sensitivity of the southern African circulation to dipole sea‐surface temperature patterns in the south Indian Ocean , 2002 .

[31]  Jeffrey A. Cardille,et al.  Impacts of Climate Variation and Catchment Area on Water Balance and Lake Hydrologic Type in Groundwater-Dominated Systems: A Generic Lake Model , 2004 .

[32]  Ulrich Cubasch,et al.  Simulation of East African precipitation patterns with the regional climate model CLM , 2008 .

[33]  C. W. Thornthwaite An approach toward a rational classification of climate. , 1948 .

[34]  E. Lambin Monitoring forest degradation in tropical regions by remote sensing: some methodological issues , 1999 .

[35]  O. Batelaan,et al.  Automated calibration applied to a GIS-based flood simulation model using PEST , 2002 .

[36]  Richard Gloaguen,et al.  Three-dimensional seismic imaging of a protoridge axis in the Main Ethiopian rift , 2004 .

[37]  Pius Z. Yanda,et al.  Water resource management and biodiversity conservation in the Eastern Rift Valley Lakes, Northern Tanzania , 2005 .

[38]  K. Eckhardt,et al.  Plant parameter values for models in temperate climates , 2003 .

[39]  J. Crétaux,et al.  Lake studies from satellite radar altimetry , 2006 .

[40]  Cheinway Hwang,et al.  A Preliminary Analysis of Lake Level and Water Storage Changes over Lakes Baikal and Balkhash from Satellite Altimetry and Gravimetry , 2011 .

[41]  Charon Birkett,et al.  Indian Ocean Climate event brings floods to East Africa's lakes and the Sudd Marsh , 1999 .

[42]  Z. Wan,et al.  Quality assessment and validation of the MODIS global land surface temperature , 2004 .

[43]  S. Sorooshian,et al.  Water and energy cycles : investigating the links , 2005 .

[44]  F. Bryan,et al.  Time variability of the Earth's gravity field: Hydrological and oceanic effects and their possible detection using GRACE , 1998 .

[45]  Peter Krause,et al.  Hydrological system analysis and modelling of the Nam Co basin in Tibet , 2010 .

[46]  Anny Cazenave,et al.  Interannual lake level fluctuations (1993–1999) in Africa from Topex/Poseidon: connections with ocean–atmosphere interactions over the Indian Ocean , 2002 .

[47]  A. Belward,et al.  The IGBP-DIS global 1km land cover data set, DISCover: First results , 1997 .

[48]  Y. Travi,et al.  Water balance of Lake Tana and its sensitivity to fluctuations in rainfall, Blue Nile basin, Ethiopia , 2006 .

[49]  S. B. Awulachew,et al.  Modelling natural conditions and impacts of consumptive water use and sedimentation of Lake Abaya and Lake Chamo, Ethiopia , 2006 .

[50]  Witold F. Krajewski,et al.  Comparison of the Scaling Characteristics of Rainfall Derived from Space-Based and Ground-Based Radar Observations , 2006 .

[51]  Michael K. Gagan,et al.  Seasonal characteristics of the Indian Ocean Dipole during the Holocene epoch , 2007, Nature.

[52]  Victor Zlotnicki,et al.  Time‐variable gravity from GRACE: First results , 2004 .

[53]  J. Janowiak,et al.  The Version 2 Global Precipitation Climatology Project (GPCP) Monthly Precipitation Analysis (1979-Present) , 2003 .

[54]  Peter A. Troch Data assimilation for regional water balance studies in arid and semi arid areas , 2000 .

[55]  Eelco van Beek,et al.  Floods, from Defence to Management : Symposium Proceedings of the 3rd International Symposium on Flood Defence, Nijmegen, The Netherlands, 25-27 May 2005, Book + CD-ROM , 2006 .

[56]  P. Bauer‐Gottwein,et al.  Combining satellite radar altimetry, SAR surface soil moisture and GRACE total storage changes for hydrological model calibration in a large poorly gauged catchment , 2011 .

[57]  I. Yucel Effects of Implementing MODIS Land Cover and Albedo in MM5 at Two Contrasting U.S. Regions , 2006 .

[58]  Andrew Jarvis,et al.  Hole-filled SRTM for the globe Version 4 , 2008 .

[59]  Axel Bronstert,et al.  Representation of landscape variability and lateral redistribution processes for large-scale hydrological modelling in semi-arid areas , 2004 .

[60]  Richard Gloaguen,et al.  Deformation Distribution and Type in the Main Ethiopian Rift , 2003 .

[61]  Peter Krause,et al.  Simulation and analysis of the impact of projected climate change on the spatially distributed waterbalance in Thuringia, Germany , 2009 .

[62]  H. Velthuizen,et al.  Harmonized World Soil Database (version 1.2) , 2008 .

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

[64]  H. L. Penman Natural evaporation from open water, bare soil and grass , 1948, Proceedings of the Royal Society of London. Series A. Mathematical and Physical Sciences.

[65]  C. Prigent,et al.  Interannual variations of river water storage from a multiple satellite approach: A case study for the Rio Negro River basin , 2008 .

[66]  S. Kebedea,et al.  Water balance of Lake Tana and its sensitivity to fluctuations in rainfall , Blue Nile basin , Ethiopia , 2005 .

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

[68]  M. Watkins,et al.  The gravity recovery and climate experiment: Mission overview and early results , 2004 .

[69]  H. Prins,et al.  RAINFALL PATTERNS AS BACKGROUND TO PLANT PHENOLOGY IN NORTHERN TANZANIA , 1988 .

[70]  Richard Gloaguen,et al.  Evaluation of precipitation data sets along the Himalayan front , 2011 .

[71]  A. Roth,et al.  The shuttle radar topography mission—a new class of digital elevation models acquired by spaceborne radar , 2003 .

[72]  N. C. Strugnell,et al.  A global albedo data set derived from AVHRR data for use in climate simulations , 2001 .

[73]  Xubin Zeng,et al.  Global Vegetation Root Distribution for Land Modeling , 2001 .

[74]  Soroosh Sorooshian,et al.  Hydrological Modelling in Arid and Semi-Arid Areas: Appendix Access to software and data products , 2007 .