<?xml version="1.0" encoding="utf-8" standalone="no"?>
<!DOCTYPE article SYSTEM "http://www.hydrol-earth-syst-sci.net/inc/hess/copernicus.dtd">
<article language="en">
	<journal>
		<journal_title>Hydrology and Earth System Sciences</journal_title>
		<journal_url>www.hydrol-earth-syst-sci.net</journal_url>
		<issn>1027-5606</issn>
		<eissn>1607-7938</eissn>
		<volume_number>10</volume_number>
		<issue_number>4</issue_number>
		<publication_year>2006</publication_year>
	</journal>
	<doi>10.5194/hess-10-507-2006</doi>
	<article_url>http://www.hydrol-earth-syst-sci.net/10/507/2006/</article_url>
	<abstract_html>http://www.hydrol-earth-syst-sci.net/10/507/2006/hess-10-507-2006.html</abstract_html>
	<fulltext_pdf>http://www.hydrol-earth-syst-sci.net/10/507/2006/hess-10-507-2006.pdf</fulltext_pdf>
	<start_page>507</start_page>
	<end_page>518</end_page>
	<publication_date>2006-07-10</publication_date>
	<article_title content_type="html">New lessons on the Sudd hydrology learned from remote sensing and climate modeling</article_title>
	<authors>
		<author numeration="1" affiliations="1,2">
			<name>Y. A. Mohamed</name>
			<email>yasir1@unesco-ihe.org</email>
		</author>
		<author numeration="2" affiliations="1,3">
			<name>H. H. G. Savenije</name>
		</author>
		<author numeration="3" affiliations="4">
			<name>W. G. M. Bastiaanssen</name>
		</author>
		<author numeration="4" affiliations="5">
			<name>B. J .J. M. van den Hurk</name>
		</author>
	</authors>
	<affiliations>
		<affiliation numeration="1" content_type="html">UNESCO-IHE, P.O. Box 3015, 2601 DA Delft, The Netherlands</affiliation>
		<affiliation numeration="2" content_type="html">IWMI Nile Basin and Eastern Africa Sub Region, P.O. Box 5689, Addis Ababa, Ethiopia</affiliation>
		<affiliation numeration="3" content_type="html">Delft University of Technology, Stevinweg 1, 2628 CN Delft, The Netherlands</affiliation>
		<affiliation numeration="4" content_type="html">ITC (currently with WaterWatch), Generaal Foulkesweg 28, 6703 BS Wageningen, The Netherlands</affiliation>
		<affiliation numeration="5" content_type="html">KNMI, P.O. Box 201, 3730 AE De Bilt, The Netherlands</affiliation>
	</affiliations>
	<abstract content_type="html">Despite its local and regional importance, hydro-meteorological data on the
Sudd (one of Africa&apos;s largest wetlands) is very scanty. This is due to the
physical and political situation of this area of Sudan. The areal size of
the wetland, the evaporation rate, and the influence on the micro and meso
climate are still unresolved questions of the Sudd hydrology.

The evaporation flux from the Sudd wetland has been estimated using thermal
infrared remote sensing data and a parameterization of the surface energy
balance (SEBAL model). It is concluded that the actual spatially averaged
evaporation from the Sudd wetland over 3 years of different
hydrometeorological characteristics varies between 1460 and 1935 mm/yr. This
is substantially less than open water evaporation. The wetland area appears
to be 70% larger than previously assumed when the Sudd was considered as
an open water body. The temporal analysis of the Sudd evaporation
demonstrated that the variation of the atmospheric demand in combination
with the inter-annual fluctuation of the groundwater table results into a
quasi-constant evaporation rate in the Sudd, while open water evaporation
depicts a clear seasonal variability. The groundwater table characterizes a
distinct seasonality, confirming that substantial parts of the Sudd are
seasonal swamps.

The new set of spatially distributed evaporation parameters from remote
sensing form an important dataset for calibrating a regional climate model
enclosing the Nile Basin. The Regional Atmospheric Climate Model (RACMO)
provides an insight not only into the temporal evolution of the
hydro-climatological parameters, but also into the land surface climate
interactions and embedded feedbacks. The impact of the flooding of the Sudd
on the Nile hydroclimatology has been analysed by simulating two land
surface scenarios (with and without the Sudd wetland). The paper presents
some of the model results addressing the Sudd&apos;s influence on rainfall,
evaporation and runoff of the river Nile, as well as the influence on the
microclimate.

The paper presents a case study that confirms the feasibility of using
remote sensing data (with good spatial and poor temporal coverage) in
conjunction with a regional climate model. The combined model provides good
temporal and spatial representation in a region characterized by extremely
scarce ground data.</abstract>
	<references>
		<reference numeration="1" content_type="text"> Allen, R. G., Morse, A., Tasumi, M., Trezza, R., Bastiaanssen, W. G. M., Wright, J. L., and Kramber, W.: Evapotranspiration from a Satellite-BASED Surface energy balance for the Snake Plain Aquifer in Idaho, Proc. National USCID Conference, San Luis Obispo, California, pp 16, 8&amp;ndash;10 July 2002. </reference>
		<reference numeration="2" content_type="text"> Bastiaanssen, W. G. M., Menenti, M., Feddes, R. A., and Holtslag, A. A. M.: The Surface Energy Balance Algorithm for Land (SEBAL): Part 1 formulation, J. Hydrol., (212&amp;ndash;213) 198&amp;ndash;212, 1998a. </reference>
		<reference numeration="3" content_type="text"> Bastiaanssen, W. G. M., Menenti, M., Feddes, R. A., and Holtslag, A. A. M.: The Surface Energy Balance Algorithm for Land (SEBAL): Part 2 validation, J. Hydrol., (212&amp;ndash;213) 198&amp;ndash;212, 1998b. </reference>
		<reference numeration="4" content_type="text"> Bastiaanssen, W. G. M., Noordman, E. J. M., Pelgrum, H., Davids, G., Thoreson, B. P., and Allen, R. G.: SEBAL Model with Remotely Sensed Data to Improve Water-Resources Management under Actual Field Conditions, ASCE J. Irrig. Drain. Eng., 131(1), 85&amp;ndash;93, 2005. </reference>
		<reference numeration="5" content_type="text"> Bauer, P., Brunner, P., and Kinzelbach, W.: Quantifying the Net Exchange of Water Between Land and Atmosphere in the Okavango Delta, Botswana, Conf. Proceedings Model Care 2002, Prag, Czech Republic, 581&amp;ndash;584, 17&amp;ndash;20 June 2002. </reference>
		<reference numeration="6" content_type="text"> Betts, A. K., Ball, J. H., and Viterbo, P.: Basin-scale water and energy budgets for the Mississippi from the ECMWF reanalysis, J. Geophys. Res., 104D, 19 293&amp;ndash;19 306, 1999. </reference>
		<reference numeration="7" content_type="text"> Brutsaert, W. H. and Sugita, M.: Regional surface fluxes from satellite-derived surface temperatures (AVHRR) and radiosonde profiles, Boundary-Layer Meteorology, 58, 355&amp;ndash;366, 1992. </reference>
		<reference numeration="8" content_type="text"> Butcher, A. D.: The Sadd hydraulics. Technical report, Ministry of Public Works, Cairo, Egypt, 1938. </reference>
		<reference numeration="9" content_type="text"> Choudhury, B. J.: Estimating evaporation and carbon assimilation using infrared temperature data: Vistas in modeling, in: Theory and applications in optical remote sensing, edited by: Asrar, G., John Wiley, New York, 628&amp;ndash;690, 1989. </reference>
		<reference numeration="10" content_type="text"> Coureault, D., Seguin, B., and Olioso, A.: Review about estimation of evapotranspiration from remote sensing data: from empirical to numerical modeling approach, Irrigation and Drainage Systems, 19, 3&amp;ndash;4, 223&amp;ndash;249, 2005. </reference>
		<reference numeration="11" content_type="text"> Denny, P.: Africa, in Wetlands, edited by: Finlayson, M. and Moser, M., International Waterfowl and Wetlands Research Bureau, Facts on File, Oxford, UK, pp 115&amp;ndash;148, 1991. </reference>
		<reference numeration="12" content_type="text"> Eagleson, P. S.: The Emergence of Global-Scale Hydrology, Water Resour. Res., 22(9), 6s&amp;ndash;14s, 1986. </reference>
		<reference numeration="13" content_type="text"> Ek, M. B. and Holtslag, A. A. M.: Influence of Soil Moisture on Boundary Layer Cloud Development, J. Hydrometeorol., 5, 86&amp;ndash;99, 2004. </reference>
		<reference numeration="14" content_type="text"> Eltahir, E. A. B.: A Feedback Mechanism in Annual Rainfall in Central Sudan, J. Hydrol., 110 , 323&amp;ndash;334, 1989. </reference>
		<reference numeration="15" content_type="text"> Farah, H. O., Bastiaanssen, W. G. M., and Feddes, R. A.: Evaluation of the temporal variability of the evaporative fraction in a tropical watershed, Int. J. Appl. Earth Obs. Geoinform., 5, 129&amp;ndash;140. 2004. </reference>
		<reference numeration="16" content_type="text"> Gilman, K.: Water balance of wetland areas, Conf. on &quot;The balance of water &amp;ndash; present and future&quot;, AGMET Gp. (Ireland) &amp; Agric. Gp. of Roy. Meteorol. Soc. (UK), Dublin, 123&amp;ndash;142, 7&amp;ndash;9 Sep 1994. </reference>
		<reference numeration="17" content_type="text"> Howell, P. P., Lock, J. M., and Cobb, S. M. (Eds): The Jonglei canal: Impact and Opportunity. Cambridge University Press, UK, pp 536, 1988. </reference>
		<reference numeration="18" content_type="text"> Hurst, H. E. and Philips, P.: The hydrology of the Lake Plateau and Bahr el Jebel, The Nile Basin Vol V, Government Press, Cairo, Egypt, 1938. </reference>
		<reference numeration="19" content_type="text"> Jacobs, J. M., Mergelsberg, S. L., Lopera, A. F., and Myers, D. A.: Evapotranspiration from a wet prairie wetland under drought conditions: Paynes prairie preserve, Florida, USA, WELANDS, 22(2), 374&amp;ndash;385, 2002. </reference>
		<reference numeration="20" content_type="text"> Jarvis, P. G.: The interpretation of the variations in leaf water potential and stomatal conductance found in canopies in the field. Philosophical Transactions of the Royal Society of London, (B) 273, 593&amp;ndash;610, 1976. </reference>
		<reference numeration="21" content_type="text"> JIT: The Equatorial Nile Project and its effects in the Anglo-Egyptian Sudan. Report of the Jonglei Investigation Team, Sudan Government, Khartoum, 1954. </reference>
		<reference numeration="22" content_type="text"> José, J. S., Meirelles, M. L., Bracho, R., and Nikonova, N.: A comparative analysis of the flooding and fire effects on the energy exchange in a wetland community (Morichal) of the Orinoco Llanos, J. Hydrol., 242 (3&amp;ndash;4), 228&amp;ndash;254, 2001. </reference>
		<reference numeration="23" content_type="text"> Kustas, W. P. and Norman, J. M.: Use of remote sensing for evapotranspiration monitoring over land surfaces, Hydrol. Sci. J., 41(4) 495&amp;ndash;515, 1996. </reference>
		<reference numeration="24" content_type="text"> Kustas, W. P., Diak, G. R., and Moran, M. S.: Remote sensing of evaporation, Encyclopedia of Water Science, Marcel Dekker Inc., doi:10.108/E-EW120010313, 267&amp;ndash;274, 2003. </reference>
		<reference numeration="25" content_type="text"> Linacre, E. T., Hicks, B. B., Sainty, G. R., and Grauze, G.: The evaporation from a swamp, Agric. Meteorology, 7, 375&amp;ndash;386, 1970. </reference>
		<reference numeration="26" content_type="text"> Lott, R. B. and Hunt, R. J.: Estimating evapotranspiration in natural and constructed wetlands, Wetlands, 21, 614&amp;ndash;628, 2001. </reference>
		<reference numeration="27" content_type="text"> Migahid, A. M.: Report on a Botanical Excursion to the Sudd Region, Fouad I University Press, Cairo, Egypt, 1948. </reference>
		<reference numeration="28" content_type="text"> Menenti, M.: Evaporation, in: Remote Sensing in Hydrology and Water Management, edited by: Schultz, G. A. and Engman, E. R., Springer Verlag, Heidelberg, Chapter 8, 157&amp;ndash;188, 2000. </reference>
		<reference numeration="29" content_type="text"> Mohamed, Y. A., Bastiaanssen, W. G. M., and Savenije, H. H. G.: Spatial variability of evaporation and moisture storage in the swamps of the upper Nile studied by remote sensing techniques, J. Hydrol., 289, 145&amp;ndash;164, 2004. </reference>
		<reference numeration="30" content_type="text"> Mohamed, Y. A., van den Hurk, B. J. J. M., Savenije, H. H. G., and Bastiaanssen, W. G. M.: Hydroclimatology of the Nile: Results from a regional climate model, Hydrol. Earth Syst. Sci., 9, 263&amp;ndash;278, 2005a. </reference>
		<reference numeration="31" content_type="text"> Mohamed, Y. A., van den Hurk, B. J. J. M., Savenije, H. H. G., and Bastiaanssen, W. G. M.: The Impact of the Sudd wetland on the Nile Hydroclimatology, Water Resour. Res., 41, W08420, doi:10.1029/2004WR003792, 2005b. </reference>
		<reference numeration="32" content_type="text"> Penman, H. L.: Vegetation and hydrology, Tech. Comm. No 53, Commonwealth Bureau of Soils, Harpenden, England, pp 125, 1963. </reference>
		<reference numeration="33" content_type="text"> Rijks, D. A.: Evaporation from a papyrus swamp, Quart. J. Roy. Meteorol. Soc., 95, 643&amp;ndash;649, 1969. </reference>
		<reference numeration="34" content_type="text"> Savenije, H. H. G.: New definitions for moisture recycling and the relation with land-use changes in the Sahel, J. Hydrol., 167, 57&amp;ndash;78, 1995. </reference>
		<reference numeration="35" content_type="text"> Schär, Ch., Lüthi, D., Beyerle, U., and Heise, E.: The Soil-Precipitation Feedback: A Process Study with a Regional Climate Model, J. Climate, 12(3), 722&amp;ndash;741, 1999. </reference>
		<reference numeration="36" content_type="text"> Stewart, J. B.: Modelling surface conductance of pine forest, Agriculture Forest Meteorology, 43, 19&amp;ndash;35, 1988. </reference>
		<reference numeration="37" content_type="text"> Sutcliffe, J. V. and Parks, Y. P.: The Hydrology of the Nile, IAHS Special Publication no. 5, IAHS Press, Institute of Hydrology, Wallingford, Oxfordshire OX10 8BB, UK, 1999. </reference>
		<reference numeration="38" content_type="text"> Travaglia, C., Kapetsky, J., and Righini, G.: Monitoring wetlands for fisheries by NOAA AVHRR LAC thermal data. FAO/SDRN, Rome, Italy, 1995.  </reference>
	</references>
</article>

