<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "https://jats.nlm.nih.gov/nlm-dtd/publishing/3.0/journalpublishing3.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="research-article" dtd-version="3.0" xml:lang="en">
<front>
<journal-meta>
<journal-id journal-id-type="publisher">HESS</journal-id>
<journal-title-group>
<journal-title>Hydrology and Earth System Sciences</journal-title>
<abbrev-journal-title abbrev-type="publisher">HESS</abbrev-journal-title>
<abbrev-journal-title abbrev-type="nlm-ta">Hydrol. Earth Syst. Sci.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1607-7938</issn>
<publisher><publisher-name>Copernicus Publications</publisher-name>
<publisher-loc>Göttingen, Germany</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.5194/hess-16-391-2012</article-id>
<title-group>
<article-title>Sensitivity of SWAT simulated streamflow to climatic changes within the Eastern Nile River basin</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Mengistu</surname>
<given-names>D. T.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Sorteberg</surname>
<given-names>A.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>Arba Minch Institute of Technology, Arba Mich University, Ethiopia</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Geophysical Institute, University of Bergen, Norway</addr-line>
</aff>
<aff id="aff3">
<label>3</label>
<addr-line>Bjerknes Centre for Climate Research, University of Bergen, Norway</addr-line>
</aff>
<pub-date pub-type="epub">
<day>09</day>
<month>02</month>
<year>2012</year>
</pub-date>
<volume>16</volume>
<issue>2</issue>
<fpage>391</fpage>
<lpage>407</lpage>
<permissions>
<copyright-statement>Copyright: &#x000a9; 2012 D. T. Mengistu</copyright-statement>
<copyright-year>2012</copyright-year>
<license license-type="open-access">
<license-p>This work is licensed under the Creative Commons Attribution 3.0 Unported License. To view a copy of this licence, visit <ext-link ext-link-type="uri"  xlink:href="https://creativecommons.org/licenses/by/3.0/">https://creativecommons.org/licenses/by/3.0/</ext-link></license-p>
</license>
</permissions>
<self-uri xlink:href="https://hess.copernicus.org/articles/16/391/2012/hess-16-391-2012.html">This article is available from https://hess.copernicus.org/articles/16/391/2012/hess-16-391-2012.html</self-uri>
<self-uri xlink:href="https://hess.copernicus.org/articles/16/391/2012/hess-16-391-2012.pdf">The full text article is available as a PDF file from https://hess.copernicus.org/articles/16/391/2012/hess-16-391-2012.pdf</self-uri>
<abstract>
<p>The hydrological model SWAT was run with daily station based precipitation
and temperature data for the whole Eastern Nile basin including the three
subbasins: the Abbay (Blue Nile), BaroAkobo and Tekeze. The daily and
monthly streamflows were calibrated and validated at six outlets with
station-based streamflow data in the three different subbasins. The model
performed very well in simulating the monthly variability while the
validation against daily data revealed a more diverse performance. The
simulations indicated that around 60% of the average annual rainfalls of
the subbasins were lost through evaporation while the estimated runoff
coefficients were 0.24, 0.30 and 0.18 for Abbay, BaroAkobo and Tekeze
subbasins, respectively. About half to two-thirds of the runoff could be
attributed to surface runoff while the other contributions came from
groundwater.
&lt;br&gt;&lt;br&gt;
Twenty hypothetical climate change scenarios (perturbed temperatures and
precipitation) were conducted to test the sensitivity of SWAT simulated
annual streamflow. The result revealed that the annual streamflow
sensitivity to changes in precipitation and temperature differed among the
basins and the dependence of the response on the strength of the changes was
not linear. On average the annual streamflow responses to a change in
precipitation with no temperature change were 19%, 17%, and 26%
per 10% change in precipitation while the average annual streamflow
responses to a change in temperature and no precipitation change were &amp;minus;4.4% K&lt;sup&gt;&amp;minus;1&lt;/sup&gt;, &amp;minus;6.4% K&lt;sup&gt;&amp;minus;1&lt;/sup&gt;, and &amp;minus;1.3% K&lt;sup&gt;&amp;minus;1&lt;/sup&gt; for Abbay, BaroAkobo
and Tekeze river basins, respectively.
&lt;br&gt;&lt;br&gt;
47 temperature and precipitation scenarios from 19 AOGCMs participating
inCMIP3 were used to estimate future changes in streamflow due to climate
changes. The climate models disagreed on both the strength and the direction
of future precipitation changes. Thus, no clear conclusions could be made
about future changes in the Eastern Nile streamflow. However, such types of
assessment are important as they emphasise the need to use several an
ensemble of AOGCMs as the results strongly dependent on the choice of
climate models.</p>
</abstract>
<counts><page-count count="17"/></counts>
</article-meta>
</front>
<body/>
<back>
<ref-list>
<title>References</title>
<ref id="ref1">
<label>1</label><mixed-citation publication-type="other" xlink:type="simple">Arnell, N. W., Liu, C., Compagnucci, R., da Cunha, L., Hanaki, K., Howe, C., Mailu, G., Shiklo-manov, I., and Stakhiv, E.: Impacts, Adaptation, and Vulnerability, in: Climate Change 2001, edited by: McCarthy, J. J., Canziani, O., Leary, N. A., Dokken, D. J., and White, K. S., Cambridge University Press, Cambridge, United Kingdom, Hydrol. Water Resour., Chapter 4, 191–233, 2001.</mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple">Arnold, J. G. and Allen, P. M.: Estimating hydrologic budgets for three Illinois watersheds, J. Hydrol., 176, 57–77, 1996.</mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple">Arnold, J. G., Srinivasan, R., Muttiah, R. S., and Williams, J. R.: Large area hydrologic modelling and assessment, Part 1: Model development, J. Am. Water Resour. Assoc., 7389, 73–89 &lt;a href=&quot;http://dx.doi.org/10.1111/j.1752-1688.1998.tb05961.x&quot;&gt;https://doi.org/10.1111/j.1752-1688.1998.tb05961.x&lt;/a&gt;, 1998.</mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple">Arsano, Y.: Ethiopia and the Nile: The Dilemma of National and Regional Hydro-politics, PhD dissertation, Zurich, Switzerland, University of Zurich, 2004.</mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple">Arsano, Y.: Ethiopia and the Eastern Nile basin, Aquat. Sci., 67, 16–17, &lt;a href=&quot;http://dx.doi.org/10.1007/s00027-004-0766-x&quot;&gt;https://doi.org/10.1007/s00027-004-0766-x&lt;/a&gt;, 2005.</mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple">Barrett, C. B.: The development of the Nile Hydrometeorological forecast system, JAWRA J. Am. Water Resour. Ass., 29, 933–938, &lt;a href=&quot;http://dx.doi.org/10.1111/j.1752-1688.1993.tb03254.x&quot;&gt;https://doi.org/10.1111/j.1752-1688.1993.tb03254.x&lt;/a&gt;,1993.</mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple">Checkol, D. A.: Modeling of Hydrology and Soil Erosion of Upper Awash River Basin, Cuvillier, Göttingen, 2006.</mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple">Conway, D.: A water balance model of the upper Blue Nile in Ethiopia, Hydrol. Sci. J., 42, 5265–286, 1997.</mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple">Duan, Q., Sorooshian, S., and Gupta, V.: Effective and efficient global optimisation for con-ceptual rainfall-runoff models, Water Resour. Eng., 28, 1015–1031, &lt;a href=&quot;http://dx.doi.org/10.1029/91WR02985&quot;&gt;https://doi.org/10.1029/91WR02985&lt;/a&gt;, 1992.</mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple">Dugale, G., Hardy, S., and Milford, J. R.: Daily catchment rainfall estimated from METEOSAT, Hydrol. Process., 5, 261–270, 1991.</mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple">Elshamy, M. E., Seierstad, I. A., and Sorteberg, A.: Impacts of climate change on Blue Nile flows using bias-corrected GCM scenarios, Hydrol. Earth Syst. Sci., 13, 551–565, &lt;a href=&quot;http://dx.doi.org/10.5194/hess-13-551-2009&quot;&gt;https://doi.org/10.5194/hess-13-551-2009&lt;/a&gt;, 2009.</mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple">FAO: Soils of EAST Africa, SEA, Food and Agriculture Organization of the United Nations, ACD-Rom Data, Rome, 1995.</mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple">FAO: The Soil and Terrain Database for Northeaster n Africa (CD-ROM), FAO, Rome, 1998.</mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple">Gan, T. Y.: Application of scientific modelling of hydrological responses from hypothetical small Catchments to access a complex conceptual rainfall runoff model, Water Resources Series Tech. Rept. 111, University of Washington, Seattle, Washington, 1988.</mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple">Hansen, M., Defries, R., Townshend, J. R. G., and Sohlberg, R.: UMD Global Land Cover Classication, Specify 1 Degree, 8 Kilometre, or 1 Kilometre (1.0), Department of Geography, University of Maryland, College Park, Maryland, 1981–1994, 1998.</mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple">Jha, M., Arnold, J. G., Gassman, P. W., Giorgi, F., and Gu, R. R.: Climate change sensitivity assessment on Upper Mississippi River Basin Streamflows using SWAT, J. Am. Water Res. Ass., 42, 997–1015, http://dx.doi.org/10.1111/j.1752-1688.2006.tb04510.xhttps://doi.org/10.1111/j.1752-1688.2006.tb04510.x, 2006.</mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple">Johanson, P. A. and Curtis, P. D.: Water balance of Blue Nile River basin in Ethiopia, J. Irrigat.Drain. Eng., 120, 573–590, 1994.</mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple">Lenhart, T., Eckhardt, K., Fohrer, N., and Frede, H. G.: Comparison of two different approaches of sensitivity analysis, Phys. Chem. Earth, 27, 645–654, 2002.</mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple">Meehl, G. A., Covey, C., Delworth, T., Latif, M., McAvancy, B., Mitchell, J. F. B., Stouffer, R. J., and Talyor, K. E.: The WCRP CMIP3 multi-model dataser: A new era in climate change research, B. Am. Meteorol. Soc., 88, 1383–1394, 2007.</mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple">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, 263–278, &lt;a href=&quot;http://dx.doi.org/10.5194/hess-9-263-2005&quot;&gt;https://doi.org/10.5194/hess-9-263-2005&lt;/a&gt;, 2005.</mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple">MoWR: Ethiopian water sector strategy, Ministry of Water Resources, Addis Abeba, 2002.</mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple">Neitsch, S. L., Amold, J. G., Kinir y, J. R., Srinivasan, R., and Williams, J. R.: Soil and Water Assessment Tool User&apos;s Manual, Version 2000, Temple, Tx. USDA Agricultural Research Service and Texas A{&amp;}M Blackland Research Center, 2002a.</mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple">Neitsch, S. L., Arnold, J. G., Kiniry, J. R., Srinivasan, R., and Wiliams J. R.: Soil and Water Assessment Tool User&apos;s Manual Version 2000. GSWRL Report 02-02, BRC Report 02-06, TR-192, College Station, TX: Texas Water Resources Institute, 2002b.</mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple">Neitsch, S. L., Amold, J. G., Kiniry, J. R., Srinivasan, R., and Williams, J. R.: Soil and Wa-ter Assessment Tool SWAT Theory, Version 2000, Temple, Tx.USDA Agricultural Research Service and Texas A{&amp;}M Blackland Research Center, 2005.</mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple">Nicks, A .D.: Stochastic generation of the occurrence, pattern, and location of maximum amount of daily rainfall, in: Proceedings Symposium on Statistical Hydrology, United States Department of Agriculture, Misc.&amp;nbsp;Publication No. 1275, Tucson, AZ, 31&amp;nbsp;August–-2&amp;nbsp;September&amp;nbsp;1971, 1974.</mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple">Rientjes, T. H. M., Haile, A. T., Kebede, E., Mannaerts, C. M. M., Habib, E., and Steenhuis, T. S.: Changes in land cover, rainfall and stream flow in Upper Gilgel Abbay catchment, Blue Nile basin - Ethiopia, Hydrol. Earth Syst. Sci., 15, 1979–1989, http://dx.doi.org/10.5194/hess-15-1979-2011https://doi.org/10.5194/hess-15-1979-2011, 2011.</mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple">Rossi, C. G., Dybala, T. J., Moriasi, D. N., Arnold, J. G., Amonett, C., and Marek, T.: Hydrologic calibration and validation of the soil and water assessment tool for the Leon River watershed, Soil Water Conserv., 6, 533–541, 2008.</mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple">Santhi, C., Arnold, J. G., Williams, J. R., Dugas, W. A., Srinivasan, R., and Hauck, L. M.: Validation of the SWAT Model on large River Basin with point and Nonpoint sources, J. Am. Water. Resour. Ass., 37, 1169–1188, 2001.</mixed-citation>
</ref>
<ref id="ref29">
<label>29</label><mixed-citation publication-type="other" xlink:type="simple">Schaake, J. C.: GIS structure for the Nile River forecast project, in: Application of Geographic Information Systems in Hydrology and Water Resources Management, edited by: Kovar, K. and Nachtnebel, H. P., IAHS publication, No.&amp;nbsp;211, Wallingford, 1993.</mixed-citation>
</ref>
<ref id="ref30">
<label>30</label><mixed-citation publication-type="other" xlink:type="simple">Setegen, S. G., Srinivasan, R., and Dargahi, B.: Hydrological modelling in the Lake Tana basin, Ethiopia using SWAT model, Open Hydrol. J., 2, 49–62, 2008.</mixed-citation>
</ref>
<ref id="ref31">
<label>31</label><mixed-citation publication-type="other" xlink:type="simple">Sorooshian, S. and Gupta, V. K.: Model calibration, in: Computer Models of Watershed Hydrology, edited by: Singh, V. P., Water Resources Publications, Colorado, USA, 1995.</mixed-citation>
</ref>
<ref id="ref32">
<label>32</label><mixed-citation publication-type="other" xlink:type="simple">Sutcliffe, J. V., Dugdale, G., and Milford, J. R.: The Sudan floods of 1988, Hydrol. Sci. J., 31,355–364, 1989.</mixed-citation>
</ref>
<ref id="ref33">
<label>33</label><mixed-citation publication-type="other" xlink:type="simple">Swain, A.: Ethiopia, the Sudan, and Egypt: the Nile River dispute, J. Mod. African Stud., 35, 675–694, 1997.</mixed-citation>
</ref>
<ref id="ref34">
<label>34</label><mixed-citation publication-type="other" xlink:type="simple">Taye, M. T., Ntegeka, V., Ogiramoi, N. P., and Willems, P.: Assessment of climate change impact on hydrological extremes in two source regions of the Nile River Basin, Hydrol. Earth Syst. Sci., 15, 209–222, &lt;a href=&quot;http://dx.doi.org/10.5194/hess-15-209-2011&quot;&gt;https://doi.org/10.5194/hess-15-209-2011&lt;/a&gt;, 2011.</mixed-citation>
</ref>
<ref id="ref35">
<label>35</label><mixed-citation publication-type="other" xlink:type="simple">Todd, M. C., Barrett, E. C., Beaumont, M. J., and Green, J. L.: Satellite identification of rain days over the upper Nile River basin using an optimum infrared rain/no-rain threshold temperature model, J. Appl. Meteorol., 34, 2600–2611, &lt;a href=&quot;http://dx.doi.org/10.1175/15200450(1995)034&lt;2600:SIORDO&gt;2.0.CO;2&quot;&gt;https://doi.org/10.1175/15200450(1995)034&lt;2600:SIORDO&gt;2.0.CO;2&lt;/a&gt;, 1995.</mixed-citation>
</ref>
<ref id="ref36">
<label>36</label><mixed-citation publication-type="other" xlink:type="simple">USDA: Soil Taxonomy, 2nd Edn., US Agriculture, Edn., US Government Printing Office, Washington, DC, 1999.</mixed-citation>
</ref>
<ref id="ref37">
<label>37</label><mixed-citation publication-type="other" xlink:type="simple">USDA-SCS: Hydrology, in: National Engineering Hand Book Sect. 4, Washington, DC, USDA-SCS, 1972.</mixed-citation>
</ref>
<ref id="ref38">
<label>38</label><mixed-citation publication-type="other" xlink:type="simple">Van Griensven, A. and Bauwens, W.: Application and evaluation of ESWAT on the Dender basin and the Wrister lake basin, Hydrol. Process., 19, 827–838, 2005.</mixed-citation>
</ref>
<ref id="ref39">
<label>39</label><mixed-citation publication-type="other" xlink:type="simple">Van Griensven, A., Francos, A., and Bauwens, W.: Sensitivity analysis and auto-calibration of an integral dynamic model for river water quality, Water Sci. Technol., 45, 321–328, 2002.</mixed-citation>
</ref>
<ref id="ref40">
<label>40</label><mixed-citation publication-type="other" xlink:type="simple">Wambeke, A.: Proper ties and management of soils of the tropics, FAO Land and Water Digital Media series, Rome, 2003.</mixed-citation>
</ref>
<ref id="ref41">
<label>41</label><mixed-citation publication-type="other" xlink:type="simple">Williams, J. R.: The EPIC model, in: Computer Models of Watershed Hydrology, Water Re-Sources Publications, Highlands Ranch, CO, 909–1000, 1995.</mixed-citation>
</ref>
<ref id="ref42">
<label>42</label><mixed-citation publication-type="other" xlink:type="simple">Zeray, L.: Calibration and Validation of SWAT Hydrologic Model for Meki Watershed, Ethiopia, Conference of Inter national Agricultural Research for Development, University of Kassel Wizenhausen and University of Göttingen, October 2007.</mixed-citation>
</ref>
</ref-list>
</back>
</article>