<?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>12</volume_number>
		<issue_number>4</issue_number>
		<publication_year>2008</publication_year>
	</journal>
	<doi>10.5194/hess-12-1129-2008</doi>
	<article_url>http://www.hydrol-earth-syst-sci.net/12/1129/2008/</article_url>
	<abstract_html>http://www.hydrol-earth-syst-sci.net/12/1129/2008/hess-12-1129-2008.html</abstract_html>
	<fulltext_pdf>http://www.hydrol-earth-syst-sci.net/12/1129/2008/hess-12-1129-2008.pdf</fulltext_pdf>
	<start_page>1129</start_page>
	<end_page>1139</end_page>
	<publication_date>2008-08-26</publication_date>
	<article_title content_type="html">Satellite-based energy balance model to estimate seasonal evapotranspiration for irrigated sorghum: a case study from the Gezira scheme, Sudan</article_title>
	<authors>
		<author numeration="1" affiliations="1">
			<name>M. A. Bashir</name>
			<email>bashir70us@yahoo.com</email>
		</author>
		<author numeration="2" affiliations="1">
			<name>T. Hata</name>
		</author>
		<author numeration="3" affiliations="1">
			<name>H. Tanakamaru</name>
		</author>
		<author numeration="4" affiliations="2">
			<name>A. W. Abdelhadi</name>
		</author>
		<author numeration="5" affiliations="1">
			<name>A. Tada</name>
		</author>
	</authors>
	<affiliations>
		<affiliation numeration="1" content_type="html">Dept. of Food Systems and Field Sciences, Graduate School of Agricultural Science, Kobe University, Nada, Kobe 657-8501, Japan</affiliation>
		<affiliation numeration="2" content_type="html">Agricultural Research Corporation, P.O. Box 126, Wad Medani, Sudan</affiliation>
	</affiliations>
	<abstract content_type="html">The availability of the actual water use from agricultural crops is
considered as the key factor for irrigation water management, water
resources planning, and water allocation. Traditionally, evapotranspiration
(ET) has been calculated in the Gezira scheme as the point of reference with
evapotranspiration (ET&lt;sub&gt;o&lt;/sub&gt;) and crop coefficients (&lt;i&gt;k&lt;/i&gt;&lt;sub&gt;c&lt;/sub&gt;) being
derived from actual measurements of soil-water balance. Recently developed, advanced
energy balance models assisted in estimating the ET through the remotely
sensed data. In this study Enhanced Thematic Mapper Plus (ETM+) and MODerate
Resolution Imaging Spectroradiometer (MODIS) images were used to estimate
the spatial distribution of the daily, monthly and seasonal ET for irrigated sorghum
in the Gezira scheme, Sudan. The daily ET maps were also used to estimate
&lt;i&gt;k&lt;/i&gt;&lt;sub&gt;c&lt;/sub&gt; over time and space. Results of the energy balance, based on being remotely sensed,
were compared to actual measurements conducted during 2004/05 season. The
seasonal actual ET values, obtained from the seven MODIS images for
irrigated sorghum, were estimated at 579 mm. The values for remotely sensed &lt;i&gt;k&lt;/i&gt;&lt;sub&gt;c&lt;/sub&gt;,
derived during the initial mid-season and late-season crop development stages,
were 0.62, 0.85, 1.15, and 0.48, respectively. On the other hand, the
values for the experimental &lt;i&gt;k&lt;/i&gt;&lt;sub&gt;c&lt;/sub&gt; during the pervious mention stages were
0.55, 0.94, 1.21 and 0.65, respectively. The estimated seasonal ET of the sorghum, derived by remotely
sensed &lt;i&gt;k&lt;/i&gt;&lt;sub&gt;c&lt;/sub&gt;, was 674 mm. The Landsat data and the Free MODIS
provided reliable, exhaustive, and consistent information on the water use, relevant for decision support in the Gezira scheme.</abstract>
	<references>
		<reference numeration="1" content_type="text"> Abdelhadi, A. W., Bashir, M. A., Farah, S. M., and Hata, T.: Implications of late sown irrigated grain sorghum on productivity and water management, Sudan J. Agric. Res., 6, 1–10, 2006. </reference>
		<reference numeration="2" content_type="text"> Abdine, A. Z. and Farbrother, H. G.: Prog. Rep. Exp. Station, Sudan, Cotton Research Corporation, London, 67–68, 1969. </reference>
		<reference numeration="3" content_type="text"> Adam, H. S.: Agroclimatology, Crop Water Requirements and Water Management, University of Gezira, 2005. </reference>
		<reference numeration="4" content_type="text"> Allen, R. G., Pereira, L. S., Raes, D., and Smith, M.: Crop evapotranspiration. Guidelines for computing crop water requirements, FAO Irrigation and Drainage Paper, Rome, 56, 1998. </reference>
		<reference numeration="5" content_type="text"> Allen, R. G., Waters, R., Tasumi, M., Trezza, R., and Bastiaanssen, W. G. M.: SEBAL – Surface Energy Balance Algorithm for Land, Idaho implementation, Advanced training and users manual, Idaho, USA, 2002. </reference>
		<reference numeration="6" content_type="text"> Allen, R. G.: Using the FAO-56 dual crop coefficient method over an irrigated region as part of an evapotranspiration inter-comparison study, J. Hydrol., 229, 27–41, 2000a. </reference>
		<reference numeration="7" content_type="text"> Allen, R. G.: REF-ET: Reference evapotranspiration calculation software, University of Idaho, Moscow, Idaho, 2000b. </reference>
		<reference numeration="8" content_type="text"> Bastiaanssen, W. G. M.: Regionalization of surface flux densities and moisture indicators in composite terrain, a remote sensing approach under clear skies in Mediterranean climates, Report 109, Agricultural Department, Wageningen, The Netherlands, 1995. </reference>
		<reference numeration="9" content_type="text"> Bastiaanssen, W. G. M., Menenti, M., Feddes, R. A., and Holtslag, A. A. M.: A remote sensing surface energy balance algorithm for land (SEBAL): 1. Formulation, J. Hydrol., 212–213, 198–212, 1998a. </reference>
		<reference numeration="10" content_type="text"> Bastiaanssen, W. G. M., Pelgrum, H., Wang, J., Ma, Y., Moreno, J., Roerink, G. J., and van der Wal, T.: A remote sensing surface energy balance algorithm for land (SEBAL): 2. Validation, J. Hydrol., 212–213, 213–229, 1998b. </reference>
		<reference numeration="11" content_type="text"> Bastiaanssen, W. G. M., and Bos, M. G.: Irrigation performance indicators based on remotely sensed data: a review of literature, Irrig. Drain. Syst., 13, 291–311, 1999. </reference>
		<reference numeration="12" content_type="text"> Bastiaanssen, W. G. M., Noordman, E. J. M., Pelgrum, H., Davids, G., and Allen, R. G.: SEBAL model with remotely sensed data to improve water-resources management under actual field conditions, J. Irrig. Drain. Eng., 131(1), 85–93, 2005. </reference>
		<reference numeration="13" content_type="text"> Brutsaert, W. and Chen, D.: Diurnal variation of surface fluxes during thorough drying (or severe drought) of natural prairie, Water Resour. Res., 32(7), 2013–2019, 1996. </reference>
		<reference numeration="14" content_type="text"> Campbell, G. S. and Norman, J. M.: An introduction to environmental biophysics, Springer, Berlin Heidelberg, New York, 1998. </reference>
		<reference numeration="15" content_type="text"> Chemin, Y., Platonov, A, UI-Hassan, M., and Abdullaev, I.: Using remote sensing data for water depletion assessment at administrative and irrigation-system levels: case study of the Ferghana Province of Uzbekistan, Agric. Water Manag., 64, 183–196, 2004. </reference>
		<reference numeration="16" content_type="text"> Chen, J. M. and Zhang, R. H.: Studies on the measurements of crop emissivity and sky temperature, Agric. For. Meteorol., 49, 23–34, 1989. </reference>
		<reference numeration="17" content_type="text"> Coll, C., Valor, E., Caselles, V., Niclòs, R., Rivas, R., Sànchez, J. M., and Galve, J. M.: Evaluation of Envisat-AATSR land surface temperature algorithm with ground measurements in the Valencia test site, in: Proceedings of the 2004 Envisat &amp; ERS Symposium (ESA SP-572), 6–10 September 2004, Zalzburg, Austria, 2004. </reference>
		<reference numeration="18" content_type="text"> Doorenbos, J. and Pruitt, W. O.: Crop water requirements, FAO Irrigation and Drainage Paper No. 24, Rome, Italy, 1977. </reference>
		<reference numeration="19" content_type="text"> El-Karori, M. O. H.: The impact of desertification on land productivity in Sudan, in: Physics of desertification, edited by: El Baz, F. and Hassan, M. H. A., Martinus Nijfoff Publishers, Dordrecht, 52–58, 1986. </reference>
		<reference numeration="20" content_type="text"> Fadl, O. A. A.: Evapotranspiration measured by a neutron probe on Sudan Gezira Vertisols, Exp. Agric., 14, 341–347, 1978. </reference>
		<reference numeration="21" content_type="text"> Farah, H. O. and Bastiaanssen, W. G. M.: Impact of spatial variations of land surface parameters on regional evaporation: a case study with remote sensing data, Hydrol. Processes, 15, 1585–1607, 2001. </reference>
		<reference numeration="22" content_type="text"> Farbrother, H. G.: Water requirements of crops in the Gezira, annual report of the Gezira Research Station, 1972/73, 139–172, 1973. </reference>
		<reference numeration="23" content_type="text"> Halstead, M. H., Richman, R. L., Covey, W., and Merryman, J. D.: A preliminary report on the design of a computer for micrometeorology, J. Atmos. Sci., 14(4), 308–325, 1957. </reference>
		<reference numeration="24" content_type="text"> Hemakumara, H. M., Chandrapala, L., and Moene, A. F.: Evapotranspiration fluxes over mixed vegetation areas measured from large aperture scintillometer, Agric. Water Manag., 58, 109–122, 2003. </reference>
		<reference numeration="25" content_type="text"> Huband, N. D. S. and Monteith, J. L.: Radiative surface temperature and energy balance of a wheat canopy. Part 1: comparison of radiative and aerodynamic canopy temperature, Bound-Lay. Meteorol., 36, 1–17, 1986. </reference>
		<reference numeration="26" content_type="text"> Menenti, M.: Physical aspects and determination of evaporation in deserts applying remote sensing techniques, Report 10 (especial issue), Institute of Land and Water Resources Management, Wageningen, The Netherlands, 202p, 1984. </reference>
		<reference numeration="27" content_type="text"> Mohan, S. and Arumugam, N.: Irrigation crop coefficients for lowland rice, Irrig. Drain. Syst., 8, 159–176, 1994. </reference>
		<reference numeration="28" content_type="text"> Moran, S. M. and Jackson, R. D.: Assessing the spatial distribution of evaporation using remotely sensed inputs, J. Environ. Qual., 20, 725–737, 1991. </reference>
		<reference numeration="29" content_type="text"> Olsson, K. and Rapp, A.: Dryland degradation in central Sudan and conservation for survival, Ambio, 20(5), 192–195, 1991. </reference>
		<reference numeration="30" content_type="text"> Parodi, G.: An up-to-date inventory of remote sensing potentially in the energy balance equation approach for actual evapotranspiration mapping. Basic theory and Prospects, Msc thesis, ITC, Enschede, The Netherlands, 1993. </reference>
		<reference numeration="31" content_type="text"> Seckler, D., Barker, R., and Amarasinghe, U.: Water scarcity in the twenty-first century, Water Resour. Develop., 15, 29–42, 1999. </reference>
		<reference numeration="32" content_type="text"> Shuttleworth, W. J., Gurney, R. J., Hsu, A. Y., and Ormbsy, J. P.: FIFE: the variation in energy partitioning at surface flux sites, remote sensing and large scale global processes, in: Proceedings of the Baltimore Symposium IAHS publication no. 186, IAHS press, Oxfordshire, 67–74, 1989. </reference>
		<reference numeration="33" content_type="text"> Su, Z.: The Surface Energy Balance System (SEBS) for estimation of turbulent heat fluxes, Hydrol. Earth Syst. Sci., 6, 85–99, 2002. </reference>
		<reference numeration="34" content_type="text"> Tasumi, M., Allen, R. G., Trezza, R., and Wright, J. L.: Satellite-based energy balance to assess within-population variance of crop coefficient curves, J. Irrig. Drain. Eng., 131, 94–109, 2005. </reference>
		<reference numeration="35" content_type="text"> Tasumi, M., Bastiaanssen, W. G. M., and Allen, R. G.: Application of the SEBAL methodology for estimating consumptive use of water and streamflow depletion in the Bear River Basin of Idaho through remote sensing, Appendix C: A step-by-step guide to running SEBAL, Final report, The Raytheon Systems Company, EOSDIS Project, 2000. </reference>
		<reference numeration="36" content_type="text"> Trezza, R., Allen, R. G., Tasumi, M., and Wright, J. L.: Observed ETrF and EF values. Appendix 13, in: Tasumi 2003. Progress in operational estimation of regional evapotranspiration using satellite imagery, Ph.D. Dissertation, University of Idaho, Moscow, ID, 2003. </reference>
	</references>
</article>

