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<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-16-409-2012</article-id>
<title-group>
<article-title>Analysis of projected hydrological behavior of catchments based on signature indices</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Casper</surname>
<given-names>M. C.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Grigoryan</surname>
<given-names>G.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Gronz</surname>
<given-names>O.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Gutjahr</surname>
<given-names>O.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Heinemann</surname>
<given-names>G.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Ley</surname>
<given-names>R.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Rock</surname>
<given-names>A.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>University of Trier, Physical Geography, 54286 Trier, Germany</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>University of Trier, Environmental Meteorology, 54286 Trier, Germany</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>409</fpage>
<lpage>421</lpage>
<permissions>
<copyright-statement>Copyright: &#x000a9; 2012 M. C. Casper et al.</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/16/409/2012/hess-16-409-2012.html">This article is available from https://hess.copernicus.org/articles/16/409/2012/hess-16-409-2012.html</self-uri>
<self-uri xlink:href="https://hess.copernicus.org/articles/16/409/2012/hess-16-409-2012.pdf">The full text article is available as a PDF file from https://hess.copernicus.org/articles/16/409/2012/hess-16-409-2012.pdf</self-uri>
<abstract>
<p>To precisely map the changes in hydrologic response of catchments (e.g.
water balance, reactivity or extremes), we need sensitive and interpretable
indicators. In this study we defined nine hydrologically meaningful
signature indices: five indices were sampled on the flow duration curve,
four indices were closely linked to the distribution of event runoff
coefficients. We applied these signature indices to the output from a
hydrologic catchment model for three different catchments located in the
Nahe basin (Western Germany) to detect differences in runoff behavior
resulting from different meteorological input data. The models were driven
by measured and simulated (COSMO-CLM) meteorological data. It could be shown
that the application of signature indices is a very sensitive tool to assess
differences in simulated runoff behavior resulting from climatic data sets
of different sources. Specifically, the selected signature indices allow
assessing changes in water balance, vertical water distribution, reactivity,
seasonality and runoff generation. These indices showed that the
hydrological model is very sensitive to biases in mean and spatio-temporal
distribution of precipitation and temperature because it acts as a filter
for the meteorological input. Besides model calibration and model structural
deficits, we found that bias correction of temperature fields and further
adjustment of bias correction of precipitation fields is absolutely
essential. We conclude that signature indices can act as indirect
&quot;efficiency measures&quot; or &quot;similarity measures&quot; for output from regional
or local climate models.</p>
</abstract>
<counts><page-count count="13"/></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.: Uncertainty in the relationship between climate forcing and hydrological response in UK catchments, Hydrol. Earth Syst. Sci., 15, 897–912, &lt;a href=&quot;http://dx.doi.org/10.5194/hess-15-897-2011&quot;&gt;https://doi.org/10.5194/hess-15-897-2011&lt;/a&gt;, 2011.</mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple">Benoit, R., Pellerin, P., Kouwen, N., Ritchie, H., Donaldson N., Joe, P., and Soulis, E.: Towards the use of coupled atmospheric and hydrologic models at regional scale, Mon. Weather Rev., 128, 1681–1706, 2000.</mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple">Berg, M., Wieland, R., Mirschel, W., and Wenkel, K.-O.: LandCaRe 2020 – ein Entscheidungsunterstützungssystem zur Vorhersage und Beurteilung der Potentiale ländlicher Gebiete unter dem Einfluss regionalen Klimawandels, in: Modellierung und Simulation von Ökosystemen, edited by: Gnauk, A., Shaker Verlag Aachen, 214–229, 2008.</mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple">Blöschl, G. and Montanari, A.: Climate change impacts – throwing the dice?, Hydrol. Process., 24, 374–381, &lt;a href=&quot;http://dx.doi.org/10.1002/hyp.7574&quot;&gt;https://doi.org/10.1002/hyp.7574&lt;/a&gt;, 2010.</mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple">Blume, T., Zehe, E., and Bronstert, A.: Rainfall-runoff response, event-based runoff coefficients and hydrograph separation, Hydrol. Sci. J., 52, 843–862, &lt;a href=&quot;http://dx.doi.org/10.1623/hysj.52.5.843&quot;&gt;https://doi.org/10.1623/hysj.52.5.843&lt;/a&gt;, 2007.</mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple">Boé, J., Terray, I., Habets, F., and Martin, E.: Statistical and dynamical downscaling of the Seine basin climate for hydro-meteorological studies. Int. J. Climatol., 27, 1643–1655, &lt;a href=&quot;http://dx.doi.org/10.1002/joc.1602&quot;&gt;https://doi.org/10.1002/joc.1602&lt;/a&gt;, 2007.</mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple">Casper, M. C., Herbst, M., Grundmann, J., Buchholz, O., and Bliefernicht, J.: Influence of rainfall variability on the simulation of extreme runoff in small catchments, Hydrol. Wasserbewirts., 53, 132–137, 2009.</mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple">Chapman, T. G. and Maxwell, A. I.: Baseflow Separation – Comparison of Numerical Methods with Tracer Experiments, I.E. Aust. Natl. conf. Publ. 96/05, 539–545, 1996.</mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple">Elpers, C., Hohenrainer, J., Gro{ß}kinsky, B., Vollmer, S., and Richter, K. G.: Aufstellung von Wasserhaushaltsmodellen fuer die Landesflaeche von Rheinland-Pfalz und fuer das Moselgebiet, Teil B: Wasserhaushaltsmodelle Sieg und Rheinland-Pfalz, internal project report (IBL, Karlsruhe), 49&amp;nbsp;pp., unpublished, 2008.</mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple">Fowler, H. J., Blenkinsop, S., and Tebaldi, C.: Linking climate change modelling to impacts studies: recent advances in downscaling techniques for hydrological modelling, Int. J. Climatol. 27, 1547–1578. &lt;a href=&quot;http://dx.doi.org/10.1002/joc.1556&quot;&gt;https://doi.org/10.1002/joc.1556&lt;/a&gt;, 2007.</mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple">Frigessi, A., Haug, O., and Rue, H.: A dynamic mixture model for unsupervised tail estimation without threshold selection, Extremes, 5, 219–235, 2003.</mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple">Gerlach, N.: INTERMET – Interpolation meteorologischer Grö{ß}en, in: Niederschlags-Abfluss-Modellierung zur Verlängerung des Vorhersagezeitraumes operationeller Wasserstands-Abflussvorhersagen, edited by: Bundesanstalt für Gewaesserkunde, Reihe BfG Veranstaltungen, 3/2006, 5–14, 2006.</mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple">Gutjahr, O., Heinemann, G., Casper, M. C., and Rock, A.: Statistical bias correction for daily precipitation fields from COSMO-CLM over the Nahe catchment area. European Geosciences Union (EGU), General Assemby, Vienna, Austria, Geophys. Res. Abstracts, Vol.&amp;nbsp;13, EGU2011-3074, 2011.</mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple">Liu, Y., Gupta, H. V., Springer, E., and Wagener, T.: Linking science with environmental decision making: Experiences from an integrated modeling approach to support sustainable water resources management, Environm. Modell. Softw., 23, 846–858, https://doi.org/10-1016/j.envsoft.2007.10-007, 2008.</mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple">Herbst, M., Casper, M. C., Grundmann, J., and Buchholz, O.: Comparative analysis of model behaviour for flood prediction purposes using Self-Organizing Maps, Nat. Hazards Earth Syst. Sci., 9, 373–392, &lt;a href=&quot;http://dx.doi.org/10.5194/nhess-9-373-2009&quot;&gt;https://doi.org/10.5194/nhess-9-373-2009&lt;/a&gt;, 2009a.</mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple">Herbst, M., Gupta, H. V., and Casper, M. C.: Mapping model behaviour using Self-Organizing Maps, Hydrol. Earth Syst. Sci., 13, 395–409, &lt;a href=&quot;http://dx.doi.org/10.5194/hess-13-395-2009&quot;&gt;https://doi.org/10.5194/hess-13-395-2009&lt;/a&gt;, 2009b.</mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple">Jacob, D. and Podzun, R.: Sensitivity studies with the regional climate model REMO, Meteor. Atmos. Phys, 63, 119–129, 1997.</mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple">Knutti, R.: Should we believe model predictions of future climate change?, Phil. Trans. Roy. Soc. A 366, 4647–4664, &lt;a href=&quot;http://dx.doi.org/10.1098/rsta.2008.0169&quot;&gt;https://doi.org/10.1098/rsta.2008.0169&lt;/a&gt;, 2008.</mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple">Köstner, B., Berg, M., Bernhofer, Ch., Franke, J., Gömann, H., Kersebaum, K. C., Kuhnert, M., Lindau, R., Manderscheid, T., Mengelkamp, H.-T., Mirschel, W., Nendel, C., Nozinski, E., Pätzold, A., Simmer, S., Stonner, R., Weigel, H.-J., Wenkel, K. O., and Wieland, R.: Land, Climate and Resources (LandCaRe) 2020 – Foresight and Potentials in Rural Areas under Regional Climate Change. Ital J Agron/Riv Agron, 3, Suppl., 743–744, 2008.</mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple">Ley, R., Casper, M. C., Hellebrand, H., and Merz, R.: Catchment classification by runoff behaviour with self-organizing maps (SOM), Hydrol. Earth Syst. Sci., 15, 2947–2962, &lt;a href=&quot;http://dx.doi.org/10.5194/hess-15-2947-2011&quot;&gt;https://doi.org/10.5194/hess-15-2947-2011&lt;/a&gt;, 2011.</mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple">Ludwig, K. and Bremicker, M.: The Water Balance Model LARSIM – Design, Content and Applications, Freiburger Schriften zur Hydrologie, Bd. 22, 2006.</mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple">Mahmoud, M., Liu, Y., Hartmann, H., Stewart, S., Wagener, T., Semmens, D., Stewart, R., Gupta, H. V., Dominguez, D., Dominguez, F., Hulse, D., Letcher, R., Rashleigh, B., Smith, C., Street, R., Ticehurst, J., Twery, M., van Delden, H., Waldick, R., White, D., and Winter, L.: A formal framework for scenario development in support of environmental decision-making, Environ. Modell. Softw., 24, 798–808, &lt;a href=&quot;http://dx.doi.org/10.1016/j.envsoft.2008.11.010&quot;&gt;https://doi.org/10.1016/j.envsoft.2008.11.010&lt;/a&gt;, 2009.</mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple">Maraun, D., Wetterhall, F., Ireson, A., Chandler, R., Kendon, E., Widmann, M., Brienen, S., Rust, H., Sauter, T., Theme{ß}l, M., Venema, V., Chun, K., Goodess, C., Jones, R. G., Onof, C., Vrac, M., and Thiele-Eich, I.: Precipitation downscaling under climate change. Recent developments to bridge the gap between dynamical models and the end user, Rev. Geophys., 48, RG3003, &lt;a href=&quot;http://dx.doi.org/10.1029/2009RG000314&quot;&gt;https://doi.org/10.1029/2009RG000314&lt;/a&gt;, 2010.</mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple">Marke, T., Mauser, W., Pfeiffer, A., and Zängl, G.: A pragmatic approach for the downscaling and bias correction of regional climate simulations: evaluation in hydrological modeling, Geosci. Model Dev., 4, 759–770, &lt;a href=&quot;http://dx.doi.org/10.5194/gmd-4-759-2011&quot;&gt;https://doi.org/10.5194/gmd-4-759-2011&lt;/a&gt;, 2011.</mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple">Merz, R., Blöschl, G., and Parajka, J.: Spatio-temporal variability of event runoff coefficients, J. Hydrol., 331, 591–604, &lt;a href=&quot;http://dx.doi.org/10.1016/j.jhydrol.2006.06.008&quot;&gt;https://doi.org/10.1016/j.jhydrol.2006.06.008&lt;/a&gt;, 2006.</mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple">Michelangeli, P.-A., Vrac, M., and Loukos, H.: Probabilistic downscaling approaches: Application to wind cumulative distributian function, Geophys. Res. Lett., 36, L11708, &lt;a href=&quot;http://dx.doi.org/10.1029/2009GL038401&quot;&gt;https://doi.org/10.1029/2009GL038401&lt;/a&gt;, 2009.</mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple">Norbiato, D., Borga, M., Merz, R., Blöschl, G., and Carton, A.: Controls on event runoff coefficients in the eastern Italian Alps, J. Hydrol., 375, 312–325, &lt;a href=&quot;http://dx.doi.org/10.1016/j.jhydrol.2009.06.044&quot;&gt;https://doi.org/10.1016/j.jhydrol.2009.06.044&lt;/a&gt;, 2009.</mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple">Piani, C., Haerter, J., and Coppola, E.: Statistical bias correction for daily precipitation in regional climate models over Europe, Theor. Appl. Climatol., 99, 187–192, doi10.1007/S00704-009-0134-9, 2010.</mixed-citation>
</ref>
<ref id="ref29">
<label>29</label><mixed-citation publication-type="other" xlink:type="simple">Rockel, B., Will, A., and Hense, A.: The Regional Climate Model COSMO-CLM (CCLM), Meteorologische Z., 17/4, 347–348, 2008.</mixed-citation>
</ref>
<ref id="ref30">
<label>30</label><mixed-citation publication-type="other" xlink:type="simple">Sangati, M., Borga, M., Rabuffetti, D., and Bechini, R.: Influence of rainfall and soil properties spatial aggregation on extreme flash flood response modelling: An evaluation based on the Sesia river basin, North Western Italy, Adv. Water Resour. 32, 1090–1106. &lt;a href=&quot;http://dx.doi.org/10.1016/j.advwatres.2008.12.007&quot;&gt;https://doi.org/10.1016/j.advwatres.2008.12.007&lt;/a&gt;, 2009.</mixed-citation>
</ref>
<ref id="ref31">
<label>31</label><mixed-citation publication-type="other" xlink:type="simple">Schaefli, B., Harman, C. J., Sivapalan, M., and Schymanski, S. J.: HESS Opinions: Hydrologic predictions in a changing environment: behavioral modeling, Hydrol. Earth Syst. Sci., 15, 635–646, &lt;a href=&quot;http://dx.doi.org/10.5194/hess-15-635-2011&quot;&gt;https://doi.org/10.5194/hess-15-635-2011&lt;/a&gt;, 2011.</mixed-citation>
</ref>
<ref id="ref32">
<label>32</label><mixed-citation publication-type="other" xlink:type="simple">Segond, M.-L., Wheater, H. S., and Onof, C.: The significance of spatial rainfall representation for flood runoff estimation: A numerical evaluation based on the Lee catchment, UK, J. Hydrol., 347, 116–131. &lt;a href=&quot;http://dx.doi.org/10.1016/j.jhydrol.2007.09.040&quot;&gt;https://doi.org/10.1016/j.jhydrol.2007.09.040&lt;/a&gt;, 2007.</mixed-citation>
</ref>
<ref id="ref33">
<label>33</label><mixed-citation publication-type="other" xlink:type="simple">Sennikovs, J. and Bethers, U.: Statistical downscaling method of regional climate model results for hydrological modeling. 18th World IMACS/MODSIM Congress, 2009.</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">Teutschbein, C. and Seibert, J.: Regional Climate Models for Hydrological Impact Studies at the Catchment-Scale: A Review of Recent Modeling Strategies, Geography Compass, 4/7 (2010), 834–860, &lt;a href=&quot;http://dx.doi.org/10.1111/j.1749-8198.2010.00357.x&quot;&gt;https://doi.org/10.1111/j.1749-8198.2010.00357.x&lt;/a&gt;, 2010.</mixed-citation>
</ref>
<ref id="ref36">
<label>36</label><mixed-citation publication-type="other" xlink:type="simple">Todini, E.: The ARNO rainfall-runoff model, J. Hydrol., 175, 339–385, 1996.</mixed-citation>
</ref>
<ref id="ref37">
<label>37</label><mixed-citation publication-type="other" xlink:type="simple">Tramblay, Y., Bouvier, C., Ayral, P.-A., and Marchandise, A.: Impact of rainfall spatial distribution on rainfall-runoff modelling efficiency and initial soil moisture conditions estimation, Nat. Hazards Earth Syst. Sci., 11, 157–170, &lt;a href=&quot;http://dx.doi.org/10.5194/nhess-11-157-2011&quot;&gt;https://doi.org/10.5194/nhess-11-157-2011&lt;/a&gt;, 2011.</mixed-citation>
</ref>
<ref id="ref38">
<label>38</label><mixed-citation publication-type="other" xlink:type="simple">Van Roosmalen, L., Sonnenborg, T. O., and Christensen, J. H.: Comparison of hydrological simulations of climate change using perturbation of observation and distribution-based scaling, Vadose Zone J., 10, 136–150, &lt;a href=&quot;http://dx.doi.org/10.2136/vzj2010.0112&quot;&gt;https://doi.org/10.2136/vzj2010.0112&lt;/a&gt;, 2011.</mixed-citation>
</ref>
<ref id="ref39">
<label>39</label><mixed-citation publication-type="other" xlink:type="simple">Van Werkhoven, K., Wagener, T., Reed, P., and Tang, Y.: Sensitivity-guided reduction of parametric dimensionality for multi-objective calibration of watershed models, Adv. Water Resour., 32, 1154–1169, &lt;a href=&quot;http://dx.doi.org/10.1016/j.advwatres.2009.03.002&quot;&gt;https://doi.org/10.1016/j.advwatres.2009.03.002&lt;/a&gt;, 2009.</mixed-citation>
</ref>
<ref id="ref40">
<label>40</label><mixed-citation publication-type="other" xlink:type="simple">Vogel, R. M. and Fennesey, N. M.: Flow Duration Curves I: New Interpretation and Confidence Intervals, J. Water Res. Pl., 120, 485–504, 1994.</mixed-citation>
</ref>
<ref id="ref41">
<label>41</label><mixed-citation publication-type="other" xlink:type="simple">Vrac, M. and Naveau, P.: Stochastic downscaling of precipitation: from dry events to heavy rainfall, Water Resour. Res., 43, W07402, &lt;a href=&quot;http://dx.doi.org/10.1029/2006WR005308&quot;&gt;https://doi.org/10.1029/2006WR005308&lt;/a&gt;, 2007.</mixed-citation>
</ref>
<ref id="ref42">
<label>42</label><mixed-citation publication-type="other" xlink:type="simple">Wood, A. W., Leung, L. R., Sridhar, V., and Lettenmaier, D. P.: Hydrologic implications of dynamical and statistical approaches to downscaling climate model outputs, Climatic Change, 62, 189–216, 2004.</mixed-citation>
</ref>
<ref id="ref43">
<label>43</label><mixed-citation publication-type="other" xlink:type="simple">Wilby, R. L.: Evaluating climate model outputs for hydrological applications – Opinion. Hydrol. Sci. J., 55, 1090–1093, &lt;a href=&quot;http://dx.doi.org/10.1080/02626667.2010.513212&quot;&gt;https://doi.org/10.1080/02626667.2010.513212&lt;/a&gt;, 2010.</mixed-citation>
</ref>
<ref id="ref44">
<label>44</label><mixed-citation publication-type="other" xlink:type="simple">Xu, H., Taylor, R. G., and Xu, Y.: Quantifying uncertainty in the impacts of climate change on river discharge in sub-catchments of the Yangtze and Yellow River Basins, China, Hydrol. Earth Syst. Sci., 15, 333–344, &lt;a href=&quot;http://dx.doi.org/10.5194/hess-15-333-2011&quot;&gt;https://doi.org/10.5194/hess-15-333-2011&lt;/a&gt;, 2011.</mixed-citation>
</ref>
<ref id="ref45">
<label>45</label><mixed-citation publication-type="other" xlink:type="simple">Yadav, M., Wagener, T., and Gupta, H.: Regionalization of constraints on expected watershed response behavior for improved predictions in ungauged basins, Adv. Water Resour., 30, 1765–1774, &lt;a href=&quot;http://dx.doi.org/10.1016/j.advwatres.2007.01.005&quot;&gt;https://doi.org/10.1016/j.advwatres.2007.01.005&lt;/a&gt;, 2007.</mixed-citation>
</ref>
<ref id="ref46">
<label>46</label><mixed-citation publication-type="other" xlink:type="simple">Yang, W., Andréasson, J., Graham, L. P., Olsson, J., Rosberg, J., and Wetterhall, F.: Distribution-based-scaling to improve usability of regional climate model projections for hydrological climate change impacts studies. Hydrol. Res., 41, 211–229, &lt;a href=&quot;http://dx.doi.org/10.2166/nh.2010.004&quot;&gt;https://doi.org/10.2166/nh.2010.004&lt;/a&gt;, 2010.</mixed-citation>
</ref>
<ref id="ref47">
<label>47</label><mixed-citation publication-type="other" xlink:type="simple">Yilmaz, K. K., Gupta, H. V., and Wagener, T.: A process-based diagnostic approach to model evaluation: Application to the NWS distributed hydrologic model, Water Resour. Res., 44, W09417, &lt;a href=&quot;http://dx.doi.org/10.1029/2007WR006716&quot;&gt;https://doi.org/10.1029/2007WR006716&lt;/a&gt;, 2008.</mixed-citation>
</ref>
<ref id="ref48">
<label>48</label><mixed-citation publication-type="other" xlink:type="simple">Zhang, Z., Wagener, T., Reed, P., and Bushan, R.: Ensemble streamflow predictions in ungauged basins combining hydrologic indices regionalization and multiobjective optimization. Water Resour. Res., 44, W00B04, &lt;a href=&quot;http://dx.doi.org/10.1029/2008WR006833&quot;&gt;https://doi.org/10.1029/2008WR006833&lt;/a&gt;, 2008.</mixed-citation>
</ref>
</ref-list>
</back>
</article>