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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-17-4143-2013</article-id>
<title-group>
<article-title>Distributed hydrologic modeling of a sparsely monitored basin in Sardinia, Italy, through hydrometeorological downscaling</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Mascaro</surname>
<given-names>G.</given-names>
<ext-link>https://orcid.org/0000-0003-4516-1206</ext-link>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Piras</surname>
<given-names>M.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</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>Deidda</surname>
<given-names>R.</given-names>
<ext-link>https://orcid.org/0000-0001-5469-0199</ext-link>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</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>Vivoni</surname>
<given-names>E. R.</given-names>
<ext-link>https://orcid.org/0000-0002-2659-9459</ext-link>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>School of Sustainable Engineering and the Built Environment, Arizona State University, Tempe, AZ, USA</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Dipartimento di Ingegneria Civile, Ambientale ed Architettura, Università degli Studi di Cagliari,  Cagliari, Italy</addr-line>
</aff>
<aff id="aff3">
<label>3</label>
<addr-line>Consorzio Interuniversitario Nazionale per la Fisica delle Atmosfere e delle Idrosfere, Tolentino, Italy</addr-line>
</aff>
<aff id="aff4">
<label>4</label>
<addr-line>School of Earth and Space Exploration, Arizona State University, Tempe, AZ, USA</addr-line>
</aff>
<pub-date pub-type="epub">
<day>24</day>
<month>10</month>
<year>2013</year>
</pub-date>
<volume>17</volume>
<issue>10</issue>
<fpage>4143</fpage>
<lpage>4158</lpage>
<permissions>
<copyright-statement>Copyright: &#x000a9; 2013 G. Mascaro et al.</copyright-statement>
<copyright-year>2013</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/17/4143/2013/hess-17-4143-2013.html">This article is available from https://hess.copernicus.org/articles/17/4143/2013/hess-17-4143-2013.html</self-uri>
<self-uri xlink:href="https://hess.copernicus.org/articles/17/4143/2013/hess-17-4143-2013.pdf">The full text article is available as a PDF file from https://hess.copernicus.org/articles/17/4143/2013/hess-17-4143-2013.pdf</self-uri>
<abstract>
<p>The water resources and hydrologic extremes in Mediterranean basins are
heavily influenced by climate variability. Modeling these watersheds is
difficult due to the complex nature of the hydrologic response as well as
the sparseness of hydrometeorological observations. In this work, we present
a strategy to calibrate a distributed hydrologic model, known as TIN-based
Real-time Integrated Basin Simulator (tRIBS), in the Rio Mannu basin (RMB),
a medium-sized watershed (472.5 km&lt;sup&gt;2&lt;/sup&gt;) located in an agricultural area in
Sardinia, Italy. In the RMB, precipitation, streamflow and meteorological
data were collected within different historical periods and at diverse
temporal resolutions. We designed two statistical tools for downscaling
precipitation and potential evapotranspiration data to create the hourly,
high-resolution forcing for the hydrologic model from daily records. Despite
the presence of several sources of uncertainty in the observations and model
parameterization, the use of the disaggregated forcing led to good
calibration and validation performances for the tRIBS model, when daily
discharge observations were available. The methodology proposed here can be
also used to disaggregate outputs of climate models and conduct
high-resolution hydrologic simulations with the goal of quantifying the
impacts of climate change on water resources and the frequency of hydrologic
extremes within medium-sized basins.</p>
</abstract>
<counts><page-count count="16"/></counts>
<funding-group>
<award-group id="gs1">
<funding-source>European Commission</funding-source>
<award-id>CLIMB - Climate Induced Changes on the Hydrology of Mediterranean Basins: Reducing Uncertainty and Quantifying Risk through an Integrated Monitoring and Modeling System (244151)</award-id>
</award-group>
</funding-group>
</article-meta>
</front>
<body/>
<back>
<ref-list>
<title>References</title>
<ref id="ref1">
<label>1</label><mixed-citation publication-type="other" xlink:type="simple">Abbaspour, K. C., Faramarzi, M., Ghasemi, S. S., and Yang, H.: Assessing the impact of climate change on water resources in Iran, Water Resour. Res., 45, W10434, &lt;a href=&quot;http://dx.doi.org/10.1029/2008WR007615&quot;&gt;https://doi.org/10.1029/2008WR007615&lt;/a&gt;, 2009.</mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple">Allen, R. G., Jensen, M. E., Wright, J. L., and Burman, R.D.: Operational estimates of reference evapotranspiration, Agron. J., 81, 650–662, 1989.</mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple">Allen, R. G., Pruitt, W. O., Wright, J. L., Howell, T. A., Ventura, F., Snyder, R., Itenfisu, D., Steduto, P., Berengena, J., Yrisarry, J. B., Smith, M., Pereira, L. S., Raes, D., Perrier, A., Alves I., Walter, I., and Elliott, R.: A recommendation on standardized surface resistance for hourly calculation of reference ET&lt;sub&gt;0&lt;/sub&gt; by the FAO56 Penman-Monteith method, Agr. Water Manage., 81, 1–22, &lt;a href=&quot;http://dx.doi.org/10.1016/j.agwat.2005.03.007&quot;&gt;https://doi.org/10.1016/j.agwat.2005.03.007&lt;/a&gt;, 2006.</mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple">Aru, A., Baldaccini, P., and Vacca, A.: Carta dei suoli della Sardegna 1:250,000. Regione Autonoma della Sardegna, Assessorato Programmazione, Bilancio ed Assetto del Territorio, 1992.</mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple">Badas, M. G., Deidda, R., and Piga, E.: Modulation of homogeneous space-time rainfall cascades to account for orographic influences, Nat. Hazards Earth Syst. Sci., 6, 427–437, &lt;a href=&quot;http://dx.doi.org/10.5194/nhess-6-427-2006&quot;&gt;https://doi.org/10.5194/nhess-6-427-2006&lt;/a&gt;, 2006.</mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple">Beven, K.: Runoff generation in semi-arid areas, in: Dryland Rivers, edited by: Bull, L. J. and Kirkby, M. J., J. Wiley &amp; Sons, 57–105, 2002.</mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple">Cabral, M. C., Garrote, L., Bras, R. L., and Entekhabi, D.: A kinematic model of infiltration and runoff generation in layered and sloped soils, Adv. Water Resour., 15, 311–324, 1992.</mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple">Camporese, M., Paniconi, C., Putti, M., and Orlandini, S.: Surface-subsurface flow modeling with path-based runoff routing, boundary condition-based coupling, and assimilation of multisource observation data, Water Resour. Res., 46, W02512, &lt;a href=&quot;http://dx.doi.org/10.1029/2008WR007536&quot;&gt;https://doi.org/10.1029/2008WR007536&lt;/a&gt;, 2010.</mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple">Cayan, D. R., Dasa, T., Piercea, D. W., Barnetta, T. P., Tyreea, M., and Gershunova, A.: Future dryness in the southwest US and the hydrology of the early 21st century drought, P. Natl. Acad. Sci. USA, 107, 21271–21276. &lt;a href=&quot;http://dx.doi.org/10.1073/pnas.0912391107&quot;&gt;https://doi.org/10.1073/pnas.0912391107&lt;/a&gt;, 2010.</mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple">Chessa, P. A., Cesari, D., and Delitala, A. M. S.: Mesoscale precipitation and temperature regimes in Sardinia (Italy) and their related synoptic circulation, Theor. Appl. Climatol., 63, 195–221, 1999.</mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple">Chessa, P. A., Ficca, G., Marrocu, M., and Buizza, R.: Application of a limited-area short-range ensemble forecast system to a case of heavy rainfall in the Mediterranean region, Weather Forecast., 19, 566–581, 2004.</mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple">Deidda, R.: Rainfall downscaling in a space-time multifractal framework, Water Resour. Res., 36, 1779–1784, 2000.</mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple">Deidda, R., Benzi, R., and Siccardi, F.: Multifractal modeling of anomalous scaling laws in rainfall, Water Resour. Res., 35, 1853–1867, 1999.</mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple">Deidda, R., Badas, M. G., and Piga, E.: Space-time scaling in high-intensity Tropical Ocean Global Atmosphere Coupled Ocean-Atmosphere Response Experiment TOGA-COARE storms, Water Resour. Res., 40, W02506, &lt;a href=&quot;http://dx.doi.org/10.1029/2003WR002574&quot;&gt;https://doi.org/10.1029/2003WR002574&lt;/a&gt;, 2004.</mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple">Deidda, R., Badas, M. G., and Piga, E.: Space-time Multifractality of Remotely Sensed Rainfall Fields, J. Hydrol., 322, 2–13, 2006.</mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple">Delrieu, G., Nicol, J., Yates, E., Kirstetter, P.-E., Creutin, J.-D., Anquetin, S., Obled, C., and Saulnier, G.-M.: The catastrophic flash-flood event of 8–9 September 2002 in the Gard region, France: a first case study for the Cévennes–Vivarais Mediterranean hydrometeorological observatory, J. Hydrometeorol., 6, 34–52, 2005.</mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple">Forman, B. A., Vivoni, E. R., and Margulis, S. A.: Evaluation of ensemble-based distributed hydrologic model response with disaggregated precipitation products, Water Resour. Res., 44, 1–18, &lt;a href=&quot;http://dx.doi.org/10.1029/2008WR006827&quot;&gt;https://doi.org/10.1029/2008WR006827&lt;/a&gt;, 2008.</mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple">Frei, C., Schöll, R., Fukutome, S., Schmidli, J., and Vidale, P. L.: Future change of precipitation extremes in Europe: intercomparison of scenarios from regional climate models, J. Geophys. Res., 111, D06105, &lt;a href=&quot;http://dx.doi.org/10.1029/2005JD005965&quot;&gt;https://doi.org/10.1029/2005JD005965&lt;/a&gt;, 2006.</mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple">Gallart, F., Llorens, P., Latron, J., and Regüés, D.: Hydrological processes and their seasonal controls in a small Mediterranean mountain catchment in the Pyrenees, Hydrol. Earth Syst. Sci., 6, 527–537, &lt;a href=&quot;http://dx.doi.org/10.5194/hess-6-527-2002&quot;&gt;https://doi.org/10.5194/hess-6-527-2002&lt;/a&gt;, 2002.</mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple">Gebremichael, M., Over, T. M., and Krajewski, W. F.: Comparison of the scaling properties of rainfall derived from space- and surface-based radars, J. Hydrometeor., 7, 1277–1294, 2006.</mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple">Giorgi, F.: Climate change hot-spots, Geophys. Res. Lett., 33, L08707, &lt;a href=&quot;http://dx.doi.org/10.1029/2006GL025734&quot;&gt;https://doi.org/10.1029/2006GL025734&lt;/a&gt;, 2006.</mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple">Hargreaves, G. H.: Defining and using reference evapotranspiration, J. Irrig. Drain. E.-ASCE, 120, 1132–1139, 1994.</mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple">Hargreaves, G. H. and Allen, R. G.: History and evaluation of Hargreaves Evapotraspiration equation, J. Irrig. Drain. E.-ASCE, 129, 53–63, 2003.</mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple">IPCC (Intergovernmental Panel on Climate Change): Climate Change 2007: impacts, adaptation and vulnerability, Contribution of Working Group II to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change, Cambridge University Press, Cambridge, UK, 976, 2007.</mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple">IPCC (Intergovernmental Panel on Climate Change): Climate Change and Water, Technical Paper of the Intergovernmental Panel on Climate Change, IPCC Secretariat, Geneva, 210, 2008.</mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple">Ivanov, V. Y., Vivoni, E. R., Bras, R. L., and Entekhabi, D.: Catchment hydrologic response with a fully-distributed triangulated irregular network model, Water Resour. Res., 40, 1–23, &lt;a href=&quot;http://dx.doi.org/10.1029/2004WR003218&quot;&gt;https://doi.org/10.1029/2004WR003218&lt;/a&gt;, 2004a.</mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple">Ivanov, V. Y., Vivoni, E. R., Bras, R. L., and Entekhabi, D.: Preserving high-resolution surface and rainfall data in operational-scale basin hydrology: A fully-distributed physically-based approach, J. Hydrol., 298, 80–111, &lt;a href=&quot;http://dx.doi.org/10.1016/j.jhydrol.2004.03.041&quot;&gt;https://doi.org/10.1016/j.jhydrol.2004.03.041&lt;/a&gt;, 2004b.</mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple">Langousis, A., Veneziano, D., Furcolo, P., and Lepore, C.: Multifractal rainfall extremes: Theoretical analysis and practical estimation, Chaos Soliton. Fract., 39, 1182–1194, &lt;a href=&quot;http://dx.doi.org/10.1016/j.chaos.2007.06.004&quot;&gt;https://doi.org/10.1016/j.chaos.2007.06.004&lt;/a&gt;, 2009.</mixed-citation>
</ref>
<ref id="ref29">
<label>29</label><mixed-citation publication-type="other" xlink:type="simple">Langousis, A., Carsteanu, A. A., and Deidda, R.: A simple approximation to multifractal rainfall maxima using a generalized extreme value distribution model, Stoch. Environ. Res. Risk Assess., 27, 1525–1531, &lt;a href=&quot;http://dx.doi.org/10.1007/s00477-013-0687-0&quot;&gt;https://doi.org/10.1007/s00477-013-0687-0&lt;/a&gt;, 2013.</mixed-citation>
</ref>
<ref id="ref30">
<label>30</label><mixed-citation publication-type="other" xlink:type="simple">Liuzzo, L., Noto, L. V., Vivoni, E. R., and La Loggia, G.: Basin-scale water resources assessment in Oklahoma under synthetic climate change scenarios using a fully distributed hydrological model, J. Hydrol. Eng., 15, 107–122, &lt;a href=&quot;http://dx.doi.org/10.1061/(ASCE)HE.1943-5584.0000166&quot;&gt;https://doi.org/10.1061/(ASCE)HE.1943-5584.0000166&lt;/a&gt;, 2010.</mixed-citation>
</ref>
<ref id="ref31">
<label>31</label><mixed-citation publication-type="other" xlink:type="simple">Ludwig, R., Soddu, A., Duttmann, R., Baghdadi, N., Benabdallah, S., Deidda, R., Marrocu, M., Strunz, G., Wendland, F., Engin, G., Paniconi, C., Prettenthaler, F., Lajeunesse, I., Afifi, S., Cassiani, G., Bellin, A., Mabrouk, B., Bach, H., and Ammerl, T.: Climate-induced changes on the hydrology of Mediterranean basins – A research concept to reduce uncertainty and quantify risk, Fresen. Environ. Bull., 19, 2379–2384, 2010.</mixed-citation>
</ref>
<ref id="ref32">
<label>32</label><mixed-citation publication-type="other" xlink:type="simple">Mahfouf, J. F. and Noilhan, J.: Comparative study of various formulations from bare soil using in situ data, J. Appl. Meteorol., 30, 1354–1365, 1991.</mixed-citation>
</ref>
<ref id="ref33">
<label>33</label><mixed-citation publication-type="other" xlink:type="simple">Mascaro, G., Vivoni, E. R., and Deidda, R.: Implications of ensemble quantitative precipitation forecast errors on distributed streamflow forecasting, J. Hydrometeorol., 11, 69–86, &lt;a href=&quot;http://dx.doi.org/10.1175/2009JHM1144.1&quot;&gt;https://doi.org/10.1175/2009JHM1144.1&lt;/a&gt;, 2010.</mixed-citation>
</ref>
<ref id="ref34">
<label>34</label><mixed-citation publication-type="other" xlink:type="simple">Mascaro, G., Deidda, R., and Hellies, M.: On the nature of rainfall intermittency as revealed by different metrics and sampling approaches, Hydrol, Earth Syst. Sci., 17, 355–369, &lt;a href=&quot;http://dx.doi.org/10.5194/hess-17-355-2013&quot;&gt;https://doi.org/10.5194/hess-17-355-2013&lt;/a&gt;, 2013.</mixed-citation>
</ref>
<ref id="ref35">
<label>35</label><mixed-citation publication-type="other" xlink:type="simple">Menabde, M., Harris, D., Seed, A,. Austin, G., and Stow, D.: Multiscaling properties of rainfall and bounded random cascades, Wat. Resour. Res., 33, 2823–2830, 1997.</mixed-citation>
</ref>
<ref id="ref36">
<label>36</label><mixed-citation publication-type="other" xlink:type="simple">Montaldo, N., Albertson, J. D., and Mancini, M.: Vegetation dynamics and soil water balance in a water-limited Mediterranean ecosystem on Sardinia, Italy, Hydrol. Earth Syst. Sci., 12, 1257–1271, &lt;a href=&quot;http://dx.doi.org/10.5194/hess-12-1257-2008&quot;&gt;https://doi.org/10.5194/hess-12-1257-2008&lt;/a&gt;, 2008.</mixed-citation>
</ref>
<ref id="ref37">
<label>37</label><mixed-citation publication-type="other" xlink:type="simple">Monteith, J. L.: Evaporation and environment, Sym. Soc. Exp. Biol., 19, 205–234, 1965.</mixed-citation>
</ref>
<ref id="ref38">
<label>38</label><mixed-citation publication-type="other" xlink:type="simple">Montenegro, S. and Ragab, R.,: Impact of possible climate and land use changes in the semi arid regions: a case study from North Eastern Brazil, J. Hydrol., 434-435, 55–68, &lt;a href=&quot;http://dx.doi.org/10.1016/j.jhydrol.2012.02.036&quot;&gt;https://doi.org/10.1016/j.jhydrol.2012.02.036&lt;/a&gt;, 2012.</mixed-citation>
</ref>
<ref id="ref39">
<label>39</label><mixed-citation publication-type="other" xlink:type="simple">Moussa, R., Chahinian, N., and Bocquillon, C.: Distributed hydrological modeling of a Mediterranean mountainous catchment – model construction and multi-site validation. J. Hydrol., 337, 35–51, &lt;a href=&quot;http://dx.doi.org/10.1016/j.jhydrol.2007.01.028&quot;&gt;https://doi.org/10.1016/j.jhydrol.2007.01.028&lt;/a&gt;, 2007.</mixed-citation>
</ref>
<ref id="ref40">
<label>40</label><mixed-citation publication-type="other" xlink:type="simple">Nash, J. E. and Sutcliffe, J. V.: River flow forecasting through conceptual models part I – A discussion of principles, J. Hydrol., 10, 282–290, 1970.</mixed-citation>
</ref>
<ref id="ref41">
<label>41</label><mixed-citation publication-type="other" xlink:type="simple">Nikolopoulus, E. I., Anagnostou, E. N., Borga, M., Vivoni, E. R., and Papadopoulus, A.: Sensitivity of a mountain basin flash flood to initial wetness condition and rainfall variability, J. Hydrol., 402, 165–178, &lt;a href=&quot;http://dx.doi.org/10.1016/j.jhydrol.2010.12.020&quot;&gt;https://doi.org/10.1016/j.jhydrol.2010.12.020&lt;/a&gt;, 2011.</mixed-citation>
</ref>
<ref id="ref42">
<label>42</label><mixed-citation publication-type="other" xlink:type="simple">Noto, L. V., Ivanov, V. Y., Bras, R. L., and Vivoni, E. R.: Effects of initialization on response of a fully-distributed hydrologic model, J. Hydrol., 352, 107–125, &lt;a href=&quot;http://dx.doi.org/10.1016/j.jhydrol.2007.12.031&quot;&gt;https://doi.org/10.1016/j.jhydrol.2007.12.031&lt;/a&gt;, 2008.</mixed-citation>
</ref>
<ref id="ref43">
<label>43</label><mixed-citation publication-type="other" xlink:type="simple">Olesen, J. E. and Bindi, M.: Consequences of climate change for European agricultural productivity, land use and policy, Eur. J. Agron., 16, 239–262, 2002.</mixed-citation>
</ref>
<ref id="ref44">
<label>44</label><mixed-citation publication-type="other" xlink:type="simple">Over, T. M. and Gupta, V. K.: A space-time theory of mesoscale rainfall using random cascades, J. Geophys. Res., 101, 26319–26331, 1996.</mixed-citation>
</ref>
<ref id="ref45">
<label>45</label><mixed-citation publication-type="other" xlink:type="simple">Penman, H. L.: Natural evaporation from open water, bare soil and grass, P. R. Soc. London, Ser.-A, 193, 120–145, 1948.</mixed-citation>
</ref>
<ref id="ref46">
<label>46</label><mixed-citation publication-type="other" xlink:type="simple">Perica, S. and Foufoula-Georgiou, E.: Model for multiscale disaggregation of spatial rainfall based on coupling meteorological and scaling descriptions, J. Geophys. Res., 101, 26347–26361, 1996.</mixed-citation>
</ref>
<ref id="ref47">
<label>47</label><mixed-citation publication-type="other" xlink:type="simple">Piñol, J., Beven, K., and Freer, J.: Modelling the hydrological response of Mediterranean catchments, Prades, Catalonia. The use of distributed models as aids to hypothesis formulation, Hydrol. Process., 11, 1287–1306, 1997.</mixed-citation>
</ref>
<ref id="ref48">
<label>48</label><mixed-citation publication-type="other" xlink:type="simple">Pulina, M. A.: L&apos;Evapotraspirazione potenziale in Sardegna in funzione dello studio del regime idrico dei suoli. Studi sassaresi: organo ufficiale della Società sassarese di Scienze mediche e naturali. Sez. 3: Annali della Facoltà di Agraria dell&apos;Università di Sassari, Vol. 32, 96–109, ISSN 0562-2662, 1986.</mixed-citation>
</ref>
<ref id="ref49">
<label>49</label><mixed-citation publication-type="other" xlink:type="simple">Rawls, W. J., Brakensiek, D. L., and Saxton, K. E.: Estimation of soil properties, T. ASAE, 1316–1328, 1982.</mixed-citation>
</ref>
<ref id="ref50">
<label>50</label><mixed-citation publication-type="other" xlink:type="simple">Robles-Morua, A., Vivoni, E. R., and Mayer, A. S.: Distributed hydrologic modeling in Northwest Mexico reveals the links between runoff mechanisms and evapotranspiration, J. Hydrometeor., 13, 785–807, &lt;a href=&quot;http://dx.doi.org/10.1175/JHM-D-11-0112.1&quot;&gt;https://doi.org/10.1175/JHM-D-11-0112.1&lt;/a&gt;, 2012.</mixed-citation>
</ref>
<ref id="ref51">
<label>51</label><mixed-citation publication-type="other" xlink:type="simple">Schertzer, D. and Lovejoy, S.: Physical modeling and analysis of rain and clouds by anisotropic scaling of multiplicative processes, J. Geophys. Res., 92, 9693–9714, 1987.</mixed-citation>
</ref>
<ref id="ref52">
<label>52</label><mixed-citation publication-type="other" xlink:type="simple">Schröter, D., Cramer, W., Leemans, R., Prentice, I. C., Araújo, M. B., Arnell, N. W., Bondeau, A., Bugmann, H., Carter, T. R., Gracia, C. A., de la Vega-Leinert, A. C., Erhard, M., Ewert, F., Glendining, M., House, J. I., Kankaanpää, S., Klein, R. J. T., Lavorel, S., Lindner, M., Metzger, M. J., Meyer, J., Mitchell, T. D., Reginster, I., Rounsevell, M., Sabaté, S., Sitch, S., Smith, B., Smith, J., Smith, P., Sykes, M. T., Thonicke, K., Thuiller, W., Tuck, G., Zaehle, S., and Zierl, B.: Ecosystem service supply and vulnerability to global change in Europe, Science, 310, 1333–1337, 2005.</mixed-citation>
</ref>
<ref id="ref53">
<label>53</label><mixed-citation publication-type="other" xlink:type="simple">Silvestro, F., Gabellani, S., Giannoni, F., Parodi, A., Rebora, N., Rudari, R., and Siccardi, F.: A hydrological analysis of the 4 November 2011 event in Genoa, Nat. Hazards Earth Syst. Sci., 12, 2743–2752, &lt;a href=&quot;http://dx.doi.org/10.5194/nhess-12-2743-2012&quot;&gt;https://doi.org/10.5194/nhess-12-2743-2012&lt;/a&gt;, 2012.</mixed-citation>
</ref>
<ref id="ref54">
<label>54</label><mixed-citation publication-type="other" xlink:type="simple">Sulis, M., Paniconi, C., Rivard, C., Harvey, R., and Chaumont, D.: Assessment of climate change impacts at the catchment scale with a detailed hydrological model of surface-subsurface interactions and comparison with a land surface model, Water Resour. Res., 47, W01513, &lt;a href=&quot;http://dx.doi.org/10.1029/2010WR009167&quot;&gt;https://doi.org/10.1029/2010WR009167&lt;/a&gt;, 2011.</mixed-citation>
</ref>
<ref id="ref55">
<label>55</label><mixed-citation publication-type="other" xlink:type="simple">VanderKwaak, J. E. and Loague, K.: Hydrologic-response simulations for the R-5 catchment with a comprehensive physics-based model, Water Resour. Res., 37, 999–1013, 2001.</mixed-citation>
</ref>
<ref id="ref56">
<label>56</label><mixed-citation publication-type="other" xlink:type="simple">Veneziano, D. and and Langousis, A.: The areal reduction factor a multifractal analysis, Wat. Resour. Res., 41, W07008, &lt;a href=&quot;http://dx.doi.org/10.1029/2004WR003765&quot;&gt;https://doi.org/10.1029/2004WR003765&lt;/a&gt;, 2005.</mixed-citation>
</ref>
<ref id="ref57">
<label>57</label><mixed-citation publication-type="other" xlink:type="simple">Veneziano, D. and Langousis, A.: Scaling and fractals in hydrology, in: Advances in Data-based Approaches for Hydrologic Modeling and Forecasting, edited by: B. Sivakumar and R. Berndtsson, World Scientific, 145 pp., 2010.</mixed-citation>
</ref>
<ref id="ref58">
<label>58</label><mixed-citation publication-type="other" xlink:type="simple">Veneziano, D., Furcolo, P., and Iacobellis, V.: Imperfect scaling of time and space-time rainfall, J. Hydrol., 322, 105–119, 2006.</mixed-citation>
</ref>
<ref id="ref59">
<label>59</label><mixed-citation publication-type="other" xlink:type="simple">Vivoni, E. R., Ivanov, V. Y., Bras, R. L., and Entekhabi, D.: Generation of triangulated irregular networks based on hydrological similarity, J. Hydrol. Eng., 9, 288–302, &lt;a href=&quot;http://dx.doi.org/10.1061/(ASCE)1084-0699(2004)9:4(288)&quot;&gt;https://doi.org/10.1061/(ASCE)1084-0699(2004)9:4(288)&lt;/a&gt;, 2004.</mixed-citation>
</ref>
<ref id="ref60">
<label>60</label><mixed-citation publication-type="other" xlink:type="simple">Vivoni, E. R., Ivanov, V. Y., Bras, R. L., and Entekhabi, D.: On the effects of triangulated terrain resolution on distributed hydrologic model response, Hydrol. Process., 19, 2101–2122, &lt;a href=&quot;http://dx.doi.org/10.1002/hyp.5671&quot;&gt;https://doi.org/10.1002/hyp.5671&lt;/a&gt;, 2005.</mixed-citation>
</ref>
<ref id="ref61">
<label>61</label><mixed-citation publication-type="other" xlink:type="simple">Vivoni, E. R., Entekhabi, D., Bras, R. L., Ivanov, V. Y., Van Horne, M. P., Grassotti, C., and Hoffman, R. N.: Extending the predictability of hydrometeorological flood events using radar rainfall nowcasting, J. Hydrometeorol., 7, 660–677, 2006.</mixed-citation>
</ref>
<ref id="ref62">
<label>62</label><mixed-citation publication-type="other" xlink:type="simple">Vivoni, E. R., Entekhabi, D., Bras, R. L., and Ivanov, V. Y.: Controls on runoff generation and scale-dependence in a distributed hydrologic model, Hydrol. Earth Syst. Sci., 11, 1683–1701, &lt;a href=&quot;http://dx.doi.org/10.5194/hess-11-1683-2007&quot;&gt;https://doi.org/10.5194/hess-11-1683-2007&lt;/a&gt;, 2007.</mixed-citation>
</ref>
<ref id="ref63">
<label>63</label><mixed-citation publication-type="other" xlink:type="simple">Vivoni, E. R., Tai, K., and Gochis, D. J.: Effects of initial soil moisture on rainfall generation and subsequent hydrologic response during the North American monsoon, J. Hydrometeorol., 10, 644–664, &lt;a href=&quot;http://dx.doi.org/10.1175/2008JHM1069.1&quot;&gt;https://doi.org/10.1175/2008JHM1069.1&lt;/a&gt;, 2009.</mixed-citation>
</ref>
<ref id="ref64">
<label>64</label><mixed-citation publication-type="other" xlink:type="simple">Vivoni, E. R., Rodriguez, J. C., and Watts, C. J.: On the spatiotemporal variability of soil moisture and evapotranspiration in a mountainous basin within the North American monsoon region, Water Resour. Res., 46, W02509, &lt;a href=&quot;http://dx.doi.org/10.1029/2009WR008240&quot;&gt;https://doi.org/10.1029/2009WR008240&lt;/a&gt;, 2010.</mixed-citation>
</ref>
<ref id="ref65">
<label>65</label><mixed-citation publication-type="other" xlink:type="simple">Vivoni, E. R., Mascaro, G., Mniszewski, S., Fasel, P., Springer, E. P., Ivanov, V. Y., and Bras, R. L.: Real-world hydrologic assessment of a fully-distributed hydrological model in a parallel computing environment, J. Hydrol., 409, 483–496, &lt;a href=&quot;http://dx.doi.org/10.1016/j.jhydrol.2011.08.053&quot;&gt;https://doi.org/10.1016/j.jhydrol.2011.08.053&lt;/a&gt;, 2011.</mixed-citation>
</ref>
<ref id="ref66">
<label>66</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, Clim. Change, 62, 189–216, 2004.</mixed-citation>
</ref>
</ref-list>
</back>
</article>