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<front>
<journal-meta>
<journal-id journal-id-type="publisher">NHESS</journal-id>
<journal-title-group>
<journal-title>Natural Hazards and Earth System Sciences</journal-title>
<abbrev-journal-title abbrev-type="publisher">NHESS</abbrev-journal-title>
<abbrev-journal-title abbrev-type="nlm-ta">Nat. Hazards Earth Syst. Sci.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1684-9981</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/nhess-14-1579-2014</article-id>
<title-group>
<article-title>Projecting flood hazard under climate change: an alternative approach to model chains</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Delgado</surname>
<given-names>J. M.</given-names>
<ext-link>https://orcid.org/0000-0002-1672-6004</ext-link>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Merz</surname>
<given-names>B.</given-names>
<ext-link>https://orcid.org/0000-0002-5992-1440</ext-link>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Apel</surname>
<given-names>H.</given-names>
<ext-link>https://orcid.org/0000-0002-8852-652X</ext-link>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>University of Potsdam, Institute of Earth and Environmental Science, Karl-Liebknecht-Str. 24–25, 14476 Potsdam-Golm, Germany</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>GFZ German Research Centre for Geosciences, Section 5.4, Hydrology, Telegrafenberg, 14473 Potsdam, Germany</addr-line>
</aff>
<pub-date pub-type="epub">
<day>23</day>
<month>06</month>
<year>2014</year>
</pub-date>
<volume>14</volume>
<issue>6</issue>
<fpage>1579</fpage>
<lpage>1589</lpage>
<permissions>
<copyright-statement>Copyright: &#x000a9; 2014 J. M. Delgado et al.</copyright-statement>
<copyright-year>2014</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://nhess.copernicus.org/articles/14/1579/2014/nhess-14-1579-2014.html">This article is available from https://nhess.copernicus.org/articles/14/1579/2014/nhess-14-1579-2014.html</self-uri>
<self-uri xlink:href="https://nhess.copernicus.org/articles/14/1579/2014/nhess-14-1579-2014.pdf">The full text article is available as a PDF file from https://nhess.copernicus.org/articles/14/1579/2014/nhess-14-1579-2014.pdf</self-uri>
<abstract>
<p>Flood hazard projections under climate change are typically derived
  by applying model chains consisting of the following elements:
  &quot;emission scenario – global climate model – downscaling, possibly
  including bias correction – hydrological model – flood frequency
  analysis&quot;. To date, this approach yields very uncertain results, due
  to the difficulties of global and regional climate models to
  represent precipitation. The implementation of such model chains
  requires major efforts, and their complexity is high.
&lt;br&gt;&lt;br&gt;
  We propose for the Mekong River an alternative approach which is
  based on a shortened model chain: &quot;emission scenario – global
  climate model – non-stationary flood frequency model&quot;. The
  underlying idea is to use a link between the Western Pacific monsoon
  and local flood characteristics: the variance of the monsoon drives
  a non-stationary flood frequency model, yielding a direct estimate of
  flood probabilities. This approach bypasses the uncertain
  precipitation, since the monsoon variance is derived from
  large-scale wind fields which are better represented by climate
  models. The simplicity of the monsoon–flood link allows deriving
  large ensembles of flood projections under climate change. We
  conclude that this is a worthwhile, complementary approach to the
  typical model chains in catchments where a substantial link between
  climate and floods is found.</p>
</abstract>
<counts><page-count count="11"/></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">Allen, M. R. and Ingram, W. J.: Constraints on future changes in climate and the hydrologic cycle, Nature, 419, 224–232, 2002.</mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple">Arnell, N. W.: Effects of IPCC SRES* emissions scenarios on river runoff: a global perspective, Hydrol. Earth Syst. Sci., 7, 619–641, &lt;a href=&quot;http://dx.doi.org/10.5194/hess-7-619-2003&quot;&gt;https://doi.org/10.5194/hess-7-619-2003&lt;/a&gt;, 2003.</mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple">Arora, V. K.: Effects of simulated climate change on the hydrology of major river basins, J. Geophys. Res., 106, 3335–3348, 2001.</mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple">Bernard, S. and Koninck, R.: The retreat of the forest in Southeast Asia: a cartographic assessment, Singapore J. Trop. Geo., 17, 1–14, &lt;a href=&quot;http://dx.doi.org/10.1111/j.1467-9493.1996.tb00080.x&quot;&gt;https://doi.org/10.1111/j.1467-9493.1996.tb00080.x&lt;/a&gt;, 1997.</mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple">Blöschl, G. and Montanari, A.: Climate change impacts – Throwing the dice?, Hydrol. Process., 381, 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;, 2009.</mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple">Bouwer, L. M., Vermaat, J. E., and Aerts, J. C. J. H.: Winter atmospheric circulation and river discharge in northwest Europe, Geophys. Res. Lett., 33, L06403, &lt;a href=&quot;http://dx.doi.org/10.1029/2005GL025548&quot;&gt;https://doi.org/10.1029/2005GL025548&lt;/a&gt;, 2006.</mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple">Cahoy, D. O.: A bootstrap test for equality of variances, Computat. Stat. Data An., 54, 2306–2316, &lt;a href=&quot;http://dx.doi.org/10.1016/j.csda.2010.04.012&quot;&gt;https://doi.org/10.1016/j.csda.2010.04.012&lt;/a&gt;, 2010.</mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple">Cayan, D. R.: Interannual climate variability and snowpack in the western United States, J. Climate, 9, 928–948, 1996.</mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple">Cayan, D. R., K. Redmond, and Riddle, L.: ENSO and Hydrologic Extremes in the Western United States*, J. Climate, 2881–2893, 1999.</mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple">Coles, S.: An introduction to statistical modeling of extreme values, Springer, 2001.</mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple">Collins, W. J., Bellouin, N., Doutriaux-Boucher, M., Gedney, N., Hinton, T., Jones, C., Liddicoat, S., Martin, G., O&apos;Connor, F., Rae, J., Senior, C., Totterdell, I., and Woodward, S.: Hadley Centre technical note 74, Tech. Rep. November, Met Office Hadley Centre, Exeter, UK, 2008.</mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple">Delgado, J. M., Merz, B., and Apel, H.: A climate-flood link for the lower Mekong River, Hydrol. Earth Syst. Sci., 16, 1533–1541, &lt;a href=&quot;http://dx.doi.org/10.5194/hess-16-1533-2012&quot;&gt;https://doi.org/10.5194/hess-16-1533-2012&lt;/a&gt;, 2012a.</mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple">Delgado, J. M., Merz, B., and Apel, H.: Monsoon variability and the Mekong flood regime, in: The Mekong Delta System – Interdisciplinary Analysis of a River Delta, edited by: Renaud, F. and Künzer, C., Chap. 7, Springer, Berlin, Heidelberg, 2012b</mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple">Deser, C., Phillips, A., Bourdette, V., and Teng, H.: Uncertainty in climate change projections: the role of internal variability, Clim. Dynam., 38, 527–546, &lt;a href=&quot;http://dx.doi.org/10.1007/s00382-010-0977-x&quot;&gt;https://doi.org/10.1007/s00382-010-0977-x&lt;/a&gt;, 2010.</mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple">Douville, H., Salas-Mélia, D., and Tyteca, S.: On the tropical origin of uncertainties in the global land precipitation response to global warming, Clim. Dynam., 26, 367–385, &lt;a href=&quot;http://dx.doi.org/10.1007/s00382-005-0088-2&quot;&gt;https://doi.org/10.1007/s00382-005-0088-2&lt;/a&gt;, 2005.</mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple">Duan, Q., Sorooshian, S., and Gupta, V.: SAC-SMA, Water Resour., 28, 1015–1031, 1992.</mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple">Dung, N. V.: Multi-objective automatic calibration of hydrodynamic models – development of the concept and an application in the Mekong Delta, Ph.D. thesis, University of Stuttgart, 2011.</mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple">Eastham, J., Mpelasoka, F., Mainuddin, M., Ticehurst, C., Dyce, P., Hodgson, G., Ali, R., and Kirby, M.: Mekong River Basin Water Resources Assessment: Impacts of Climate Change, Tech. rep., CSIRO: Water for a Healthy Country National Research Flagship, 2008.</mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple">El Adlouni, S., Ouarda, T B. M. J., Zhang, X., Roy, R., Bobé, B., Generalized maximum likelihood estimators for the nonstationary generalized extreme value model. Water Resour. Res., 43, W03410, &lt;a href=&quot;http://dx.doi.org/10.1029/2005WR004545&quot;&gt;https://doi.org/10.1029/2005WR004545&lt;/a&gt;, 2007.</mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple">Grinsted, A., Moore, J. C., and Jevrejeva, S.: Application of the cross wavelet transform and wavelet coherence to geophysical time series, Nonlin. Processes Geophys., 11, 561–566, &lt;a href=&quot;http://dx.doi.org/10.5194/npg-11-561-2004&quot;&gt;https://doi.org/10.5194/npg-11-561-2004&lt;/a&gt;, 2004.</mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple">Gualdi, S., Navarra, A., Guilyardi, E., and Delecluse, P.: Assessment of the tropical Indo-Pacific climate in the SINTEX CGCM, Ann. Geophys., 46, 1–26, &lt;a href=&quot;http://dx.doi.org/10.4401/ag-3385&quot;&gt;https://doi.org/10.4401/ag-3385&lt;/a&gt;, 2003</mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple">Haddeland, I., Lettenmaier, D. P., and Skaugen, T.: Effects of irrigation on the water and energy balances of the Colorado and Mekong river basins, J. Hydrol., 324, 210–223, 2006.</mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple">Hoanh, C. T., Jirayoot, K., Lacombe, G., and Srinetr, V.: Impacts of climate change and development on the Mekong flow regime. First assessment – 2009. MRC Technical Paper No. 29, Tech. Rep. 29, Mekong River Commission, Vientiane, Lao PDR, 2010.</mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple">Holmes, J. A., Cook, E. R., and Yang, B.: Climate change over the past 2000 years in Western China, Quaternary Int., 194, 91–107, &lt;a href=&quot;http://dx.doi.org/10.1016/j.quaint.2007.10.013&quot;&gt;https://doi.org/10.1016/j.quaint.2007.10.013&lt;/a&gt;, 2009.</mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple">Hosking, J. R. M. and Wallis, J. R.: Regional frequency analysis, 224 pp., Cambridge University Press, Cambridge, 1997.</mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple">Hsu, H.-H., Hung, C.-H., Lo, A.-K., Wu, C.-C., and Hung, C.-W.: Influence of tropical cyclones on the estimation of climate variability in the tropical western North Pacific, J. Climate, 21, 2960–2975, &lt;a href=&quot;http://dx.doi.org/10.1175/2007JCLI1847.1&quot;&gt;https://doi.org/10.1175/2007JCLI1847.1&lt;/a&gt;, 2008.</mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple">Huebener, H., Cubasch, U., Langematz, U., Spangehl, T., Niehörster, F., Fast, I., and Kunze, M.: Ensemble climate simulations using a fully coupled ocean-troposphere-stratosphere general circulation model, Philos. T. Roy. Soc. A, 365, 2089–101, &lt;a href=&quot;http://dx.doi.org/10.1098/rsta.2007.2078&quot;&gt;https://doi.org/10.1098/rsta.2007.2078&lt;/a&gt;, 2007.</mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple">Jain, S. and Lall, U.: Magnitude and timing of annual maximum floods: trends and large-scale climatic associations for the Blacksmith Fork River, Utah, Water Resour. Res., 36, 3641–3651, &lt;a href=&quot;http://dx.doi.org/10.1029/2000WR900183&quot;&gt;https://doi.org/10.1029/2000WR900183&lt;/a&gt;, 2000.</mixed-citation>
</ref>
<ref id="ref29">
<label>29</label><mixed-citation publication-type="other" xlink:type="simple">Jain, S. and Lall, U.: Floods in a changing climate: does the past represent the future?, Water Resour. Res., 37, 3193–3205, 2001.</mixed-citation>
</ref>
<ref id="ref30">
<label>30</label><mixed-citation publication-type="other" xlink:type="simple">Johns, T. C., Gregory, J. M., Ingram, W. J., and Johnson, C. E.: Anthropogenic climate change for 1860 to 2100 simulated with the HadCM3 model under updated emissions scenarios, Clim. Dynam., 583–612, &lt;a href=&quot;http://dx.doi.org/10.1007/s00382-002-0296-y&quot;&gt;https://doi.org/10.1007/s00382-002-0296-y&lt;/a&gt;, 2003.</mixed-citation>
</ref>
<ref id="ref31">
<label>31</label><mixed-citation publication-type="other" xlink:type="simple">Johns, T. C., Royer, J.-F., Höschel, I., Huebener, H., Roeckner, E., Manzini, E., May, W., Dufresne, J.-L., Otter\aa, O. H., Vuuren, D. P., Salas-Mélia, D., Giorgetta, M. A., Denvil, S., Yang, S., Fogli, P. G., Körper, J., Tjiputra, J. F., Stehfest, E., and Hewitt, C. D.: Climate change under aggressive mitigation: the ENSEMBLES multi-model experiment, Clim. Dynam., 37, 1975–2003, &lt;a href=&quot;http://dx.doi.org/10.1007/s00382-011-1005-5&quot;&gt;https://doi.org/10.1007/s00382-011-1005-5&lt;/a&gt;, 2011.</mixed-citation>
</ref>
<ref id="ref32">
<label>32</label><mixed-citation publication-type="other" xlink:type="simple">Kajikawa, Y. and Wang, B.: Monsoon Monitoring Page, 2012.</mixed-citation>
</ref>
<ref id="ref33">
<label>33</label><mixed-citation publication-type="other" xlink:type="simple">Kingston, D. G., Lawler, D., and McGregor, G.: Linkages between atmospheric circulation, climate and streamflow in the northern North Atlantic: research prospects, Prog. Phys. Geog., 30, 143–174, &lt;a href=&quot;http://dx.doi.org/10.1191/0309133306pp471ra&quot;&gt;https://doi.org/10.1191/0309133306pp471ra&lt;/a&gt;, 2006.</mixed-citation>
</ref>
<ref id="ref34">
<label>34</label><mixed-citation publication-type="other" xlink:type="simple">Kingston, D. G., Thompson, J. R., and Kite, G.: Uncertainty in climate change projections of discharge for the Mekong River Basin, Hydrol. Earth Syst. Sci., 15, 1459–1471, &lt;a href=&quot;http://dx.doi.org/10.5194/hess-15-1459-2011&quot;&gt;https://doi.org/10.5194/hess-15-1459-2011&lt;/a&gt;, 2011.</mixed-citation>
</ref>
<ref id="ref35">
<label>35</label><mixed-citation publication-type="other" xlink:type="simple">Knox, J. C.: Sensitivity of modern and Holocene floods to climate change, Quaternary Sci. Rev., 19, 439–457, 2000.</mixed-citation>
</ref>
<ref id="ref36">
<label>36</label><mixed-citation publication-type="other" xlink:type="simple">Kwon, H.-H., Brown, C., and Lall, U.: Climate informed flood frequency analysis and prediction in Montana using hierarchical Bayesian modeling, Geophys. Res. Lett., 35, 1–6, &lt;a href=&quot;http://dx.doi.org/10.1029/2007GL032220&quot;&gt;https://doi.org/10.1029/2007GL032220&lt;/a&gt;, 2008.</mixed-citation>
</ref>
<ref id="ref37">
<label>37</label><mixed-citation publication-type="other" xlink:type="simple">Lambert, S. J. and Boer, G. J.: CMIP1 evaluation and intercomparison of coupled climate models, Clim. Dynam., 17, 83–106, &lt;a href=&quot;http://dx.doi.org/10.1007/PL00013736&quot;&gt;https://doi.org/10.1007/PL00013736&lt;/a&gt;, 2001.</mixed-citation>
</ref>
<ref id="ref38">
<label>38</label><mixed-citation publication-type="other" xlink:type="simple">Lauri, H., de Moel, H., Ward, P. J., Räsänen, T. A., Keskinen, M., and Kummu, M.: Future changes in Mekong River hydrology: impact of climate change and reservoir operation on discharge, Hydrol. Earth Syst. Sci., 16, 4603–4619, &lt;a href=&quot;http://dx.doi.org/10.5194/hess-16-4603-2012&quot;&gt;https://doi.org/10.5194/hess-16-4603-2012&lt;/a&gt;, 2012.</mixed-citation>
</ref>
<ref id="ref39">
<label>39</label><mixed-citation publication-type="other" xlink:type="simple">Leggett, J., Pepper, W. J., and Swart, R. J.: Emissions scenarios for the IPCC: an update, in: Climate change 1992, edited by: Houghton, J. T., Callander, B. A., and Varney, S. K., the supplementary report to the IPCC scientific assessment, Cambridge Univ Press, Cambridge, 75–95, 1992.</mixed-citation>
</ref>
<ref id="ref40">
<label>40</label><mixed-citation publication-type="other" xlink:type="simple">López, J. and Francés, F.: Non-stationary flood frequency analysis in continental Spanish rivers, using climate and reservoir indices as external covariates, Hydrol. Earth Syst. Sci., 17, 3189–3203, &lt;a href=&quot;http://dx.doi.org/10.5194/hess-17-3189-2013&quot;&gt;https://doi.org/10.5194/hess-17-3189-2013&lt;/a&gt;, 2013.</mixed-citation>
</ref>
<ref id="ref41">
<label>41</label><mixed-citation publication-type="other" xlink:type="simple">Mantua, N. J., Hare, S. R., Zhang, Y., Wallace, J. M., and Francis, R. C.: A Pacific interdecadal climate oscillation with impacts on salmon production, B. Am. Meteorol. Soc., 78, 1069–1079, &lt;a href=&quot;http://dx.doi.org/10.1175/1520-0477(1997)078&lt;1069:APICOW&gt;2.0.CO;2&quot;&gt;https://doi.org/10.1175/1520-0477(1997)078&lt;1069:APICOW&gt;2.0.CO;2&lt;/a&gt;, 1997.</mixed-citation>
</ref>
<ref id="ref42">
<label>42</label><mixed-citation publication-type="other" xlink:type="simple">Marti, O., Braconnot, P., Bellier, J., Benshila, R., Bony, S., Brockmann, P., Cadule, P., Caubel, A., Denvil, S., Fairhead, L., Fichefet, T., Friedlingstein, P., Gosse, H., Hourdin, F., Krinner, G., Madec, G., Musat, I., Noblet, N. D., Polcher, J., and Talandier, C.: The new IPSL climate system model: IPSL-CM4, Tech. rep., Institut Pierre Simon Laplace, Paris, 2006.</mixed-citation>
</ref>
<ref id="ref43">
<label>43</label><mixed-citation publication-type="other" xlink:type="simple">Milly, P. C. D., Wetherald, R. T., Dunne, K. A., and Delworth, T. L.: Increasing risk of great floods in a changing climate, Nature, 415, 514–517, 2002.</mixed-citation>
</ref>
<ref id="ref44">
<label>44</label><mixed-citation publication-type="other" xlink:type="simple">Milly, P. C. D., Dunne, K. A., and Vecchia, A. V.: Global pattern of trends in streamflow and water availability in a changing climate, Nature, 438, 347–350, 2005.</mixed-citation>
</ref>
<ref id="ref45">
<label>45</label><mixed-citation publication-type="other" xlink:type="simple">MRC: Overview of the Hydrology of the Mekong Basin, Tech. rep., Mekong River Commission, Vientiane, 2005.</mixed-citation>
</ref>
<ref id="ref46">
<label>46</label><mixed-citation publication-type="other" xlink:type="simple">Otter\aa, O. H., M. Bentsen, and ethke, I. B: Simulated pre-industrial climate in Bergen Climate Model (version 2): model description and large-scale circulation features, Geosci. Model, 2, 197–212, 2009.</mixed-citation>
</ref>
<ref id="ref47">
<label>47</label><mixed-citation publication-type="other" xlink:type="simple">Pizarro, G. and Upmanu Lall}: {El Niño-induced flooding in the US West: what can we expect?, EOS Transactions, 83, 349–352, &lt;a href=&quot;http://dx.doi.org/10.1029/2002EO000255&quot;&gt;https://doi.org/10.1029/2002EO000255&lt;/a&gt;, 2002.</mixed-citation>
</ref>
<ref id="ref48">
<label>48</label><mixed-citation publication-type="other" xlink:type="simple">Randall, D. A., Wood, R. A., S. Bony, R. Colman, T. Fichefet, J. Fyfe, V. Kattsov, A. Pitman, J. Shukla, J. Srinivasan, Stouffer, R. J., A. Sumi, and Taylor, K. E.: Climate models and their evaluation, in: Climate Change 2007: The Physical Science Basis, Contribution of Working Group I to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change, edited by: Solomon, S., Qin, D., Manning, M., Chen, Z., Marquis, M., Averyt, K. B., Tignor, M., and Miller, H. L., Chap. 8, Cambridge University Press, Cambridge, UK, New York, USA, 2007.</mixed-citation>
</ref>
<ref id="ref49">
<label>49</label><mixed-citation publication-type="other" xlink:type="simple">Ringer, M. and Martin, G.: Physical properties of the atmosphere in the new Hadley Centre Global Environmental Model (HadGEM1) – Part 2: Aspects of variability and regional climate, J. Climate, 1302–1326, 2006.</mixed-citation>
</ref>
<ref id="ref50">
<label>50</label><mixed-citation publication-type="other" xlink:type="simple">Roeckner, E. and Bäuml, G.: The Atmospheric General Circulation Model ECHAM5, Tech. Rep. 349, Max Planck Institute for Meteorology, Hamburg, 2003.</mixed-citation>
</ref>
<ref id="ref51">
<label>51</label><mixed-citation publication-type="other" xlink:type="simple">Salas-Mélia, D., Chauvin, F., Déqué, M., Douville, H., Gueremy, J. F., Marquet, P., Planton, S., Royer, J. F., and Tyteca, S.: Description and validation of the CNRM-CM3 global coupled model, Clim. Dynam., 103, 1–36, 2005.</mixed-citation>
</ref>
<ref id="ref52">
<label>52</label><mixed-citation publication-type="other" xlink:type="simple">Sankarasubramanian, A. and Lall, U.: Flood quantiles in a changing climate: seasonal forecasts and causal relations, Water Resour. Res., 39, 5, 2003.</mixed-citation>
</ref>
<ref id="ref53">
<label>53</label><mixed-citation publication-type="other" xlink:type="simple">Sperna Weiland, F. C., van Beek, L. P. H., Kwadijk, J. C. J., and Bierkens, M. F. P.: Global patterns of change in discharge regimes for 2100, Hydrol. Earth Syst. Sci., 16, 1047–1062, &lt;a href=&quot;http://dx.doi.org/10.5194/hess-16-1047-2012&quot;&gt;https://doi.org/10.5194/hess-16-1047-2012&lt;/a&gt;, 2012.</mixed-citation>
</ref>
<ref id="ref54">
<label>54</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, Geogr. Compass, 4, 834–860, 2010.</mixed-citation>
</ref>
<ref id="ref55">
<label>55</label><mixed-citation publication-type="other" xlink:type="simple">Torrence, C. and Compo, G. P.: A practical guide to wavelet analysis, B. Am. Meteorol. Soc., 79, 61–78, 1998.</mixed-citation>
</ref>
<ref id="ref56">
<label>56</label><mixed-citation publication-type="other" xlink:type="simple">Tramblay, Y., Neppel, L., Carreau, J. and Najib, K., Non-stationary frequency analysis of heavy rainfall events in southern France, Hydrol. Sci. J., 58, 280–294, &lt;a href=&quot;http://dx.doi.org/10.1080/02626667.2012.754988&quot;&gt;https://doi.org/10.1080/02626667.2012.754988&lt;/a&gt;, 2013</mixed-citation>
</ref>
<ref id="ref57">
<label>57</label><mixed-citation publication-type="other" xlink:type="simple">Turner, A. and Annamalai, H.: Climate change and the South Asian summer monsoon, Nat. Clim. Change, 2, 587–595, &lt;a href=&quot;http://dx.doi.org/10.1038/nclimate1495&quot;&gt;https://doi.org/10.1038/nclimate1495&lt;/a&gt;, 2012.</mixed-citation>
</ref>
<ref id="ref58">
<label>58</label><mixed-citation publication-type="other" xlink:type="simple">Villarini, G., Serinaldi, F., Smith, J. A., and Krajewski, W. F.: On the stationarity of annual flood peaks in the continental United States during the 20th century, Water Resour. Res., 45, W08417, &lt;a href=&quot;http://dx.doi.org/10.1029/2008WR007645&quot;&gt;https://doi.org/10.1029/2008WR007645&lt;/a&gt;, 2009.</mixed-citation>
</ref>
<ref id="ref59">
<label>59</label><mixed-citation publication-type="other" xlink:type="simple">Wang, B., Wu, R., and Lau, K.-M.: Interannual variability of the Asian summer monsoon: contrasts between the Indian and the Western North Pacific-East Asian Monsoons, J. Climate, 14, 4073–4090, 2001.</mixed-citation>
</ref>
<ref id="ref60">
<label>60</label><mixed-citation publication-type="other" xlink:type="simple">Wang, B., Kang, I.-S., and Lee, J.-Y.: Ensemble simulations of Asian-Australian Monsoon variability by 11 AGCMs, J. Climate, 17, 803–818, &lt;a href=&quot;http://dx.doi.org/10.1175/1520-0442(2004)017&lt;0803:ESOAMV&gt;2.0.CO;2&quot;&gt;https://doi.org/10.1175/1520-0442(2004)017&lt;0803:ESOAMV&gt;2.0.CO;2&lt;/a&gt;, 2004.</mixed-citation>
</ref>
<ref id="ref61">
<label>61</label><mixed-citation publication-type="other" xlink:type="simple">Ward, P. J., Eisner, S., Flörke, M., Dettinger, M. D. and Kummu, M.: Annual flood sensitivities to El Niño Southern Oscillation at the global scale, Hydrol. Earth Syst. Sci., 18, 47–66, &lt;a href=&quot;http://dx.doi.org/10.5194/hess-18-47-2014&quot;&gt;https://doi.org/10.5194/hess-18-47-2014&lt;/a&gt;, 2014</mixed-citation>
</ref>
<ref id="ref62">
<label>62</label><mixed-citation publication-type="other" xlink:type="simple">Waylen, P. and Caviedes, C.: El Niño and annual floods on the north Peruvian littoral, J. Hydrol., 89, 141–156, 1986.</mixed-citation>
</ref>
<ref id="ref63">
<label>63</label><mixed-citation publication-type="other" xlink:type="simple">Whitcher, B., Byers, S. D., Guttorp, P., and Percival, D. B.: Testing for homogeneity of variance in time series: Long memory, wavelets, and the Nile River, Water Resour. Res., 38, 1054–1069, 2002.</mixed-citation>
</ref>
<ref id="ref64">
<label>64</label><mixed-citation publication-type="other" xlink:type="simple">Zhang, Q., Xu, C.-Y., Jiang, T., and Wu, Y.: Possible influence of ENSO on annual maximum streamflow of the Yangtze River, China, J. Hydrol., 333, 265–274, 2007.</mixed-citation>
</ref>
</ref-list>
</back>
</article>