<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "http://dtd.nlm.nih.gov/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">CPD</journal-id>
<journal-title-group>
<journal-title>Climate of the Past Discussions</journal-title>
<abbrev-journal-title abbrev-type="publisher">CPD</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1814-9359</issn>
<publisher><publisher-name>Copernicus GmbH</publisher-name>
<publisher-loc>Göttingen, Germany</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.5194/cpd-7-2297-2011</article-id>
<title-group>
<article-title>Climate variability in Andalusia (southern Spain) during the period 1701–1850 AD from documentary sources: evaluation and comparison with climate model simulations</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Rodrigo</surname>
<given-names>F. S.</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>Gómez-Navarro</surname>
<given-names>J. J.</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>Montávez Gómez</surname>
<given-names>J. P.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>Departamento de Física Aplicada, Universidad de Almería, La Cañada de San Urbano, s/n, 04120, Almería, Spain</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Grupo de Modelización Atmosférica Regional, Universidad de Murcia, Spain</addr-line>
</aff>
<pub-date pub-type="epub">
<day>07</day>
<month>07</month>
<year>2011</year>
</pub-date>
<volume>7</volume>
<issue>4</issue>
<fpage>2297</fpage>
<lpage>2339</lpage>
<permissions>
<license xlink:type="simple">
<license-p>This is an open-access article ditributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</license-p>
</license>
</permissions>
<self-uri xlink:href="http://www.clim-past-discuss.net/7/2297/2011/cpd-7-2297-2011.html">This article is available from http://www.clim-past-discuss.net/7/2297/2011/cpd-7-2297-2011.html</self-uri>
<self-uri xlink:href="http://www.clim-past-discuss.net/7/2297/2011/cpd-7-2297-2011.pdf">The full text article is available as a PDF file from http://www.clim-past-discuss.net/7/2297/2011/cpd-7-2297-2011.pdf</self-uri>
<abstract>
<p>In this work, a reconstruction of climatic conditions in Andalusia (southern
Iberia Peninsula) during the period 1701–1850, as well as an evaluation of
its associated uncertainties, is presented. This period is interesting
because it is characterized by a minimum in the solar irradiance (Dalton
Minimum, around 1800), as well as intense volcanic activity (for instance,
the eruption of the Tambora in 1815), when the increasing atmospheric
CO&lt;sub&gt;2&lt;/sub&gt; concentrations were of minor importance. The reconstruction is
based on the analysis of a wide variety of documentary data. The
reconstruction methodology is based on accounting the number of extreme
events in past, and inferring mean value and standard deviation using the
assumption of normal distribution for the seasonal means of climate
variables. This reconstruction methodology is tested within the
pseudoreality of a high-resolution paleoclimate simulation performed with
the regional climate model MM5 coupled to the global model ECHO-G. Results
show that the reconstructions are influenced by the reference period chosen
and the threshold values used to define extreme values. This creates
uncertainties which are assesed within the context of the climate
simulation. An ensemble of reconstructions was obtained using two different
reference periods and two pairs of percentiles as threshold values. Results
correspond to winter temperature, and winter, spring, and autumn rainfall,
and they are compared with simulations of the climate model for the
considered period. The comparison of the distribution functions
corresponding to 1790–1820 and 1960–1990 periods indicates that during the
Dalton Minimum the frequency of dry and warm (wet and cold) winters was
lesser (higher) than during the reference period. In spring and autumn it
was detected an increase (decrease) in the frequency of wet (dry) seasons.
Future research challenges are outlined.</p>
</abstract>
<counts><page-count count="43"/></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"> Alcaforado, M. J., Nunes, M. F., García, J. C., and Taborda, J. P.: Temperature and precipitation reconstruction in southern Portugal during the late Maunder Minimum (AD 1675–1715), The Holocene, 10, 333–340, 2000. </mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple"> Almarza, C., López, J. A., and Flores, C.: Homogeneidad y variabilidad de los registros históricos de precipitación en España, Instituto Nacional de Meteorología, Madrid, 1996. </mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple"> Barriendos, M.: Climate variations in the Iberian Peninsula during the late Maunder Minimum (A.D. 1675–1715): an analysis of data from rogation ceremonies, The Holocene, 7, 105–111, 1997. </mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple"> Barriendos, M. and LLasat, M. C.: The case of the `Maldá&apos; anomaly in the western Mediterranean basin (A.D. 1760–1800): an example of a strong climatic variability, Clim. Change 61, 191–216, 2003. </mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple"> Barriendos, M. and Rodrigo, F. S.: Study of historical flood events on Spanish rivers using documentary data, Hydrolog. Sci. J., 51, 765–783, 2006. </mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple"> Benito, G., Díez-herrero, A., and Fernández de Villalta, M.: Magnitude And frequency of flooding in the Tagus Basin (Central Spain) over the last millennium, Clim. Change, 58, 171–192, 2003. </mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple"> Brazdil, R., Pfister, C., Wanner, H., Storch, H., and Luterbacher, J.: Historical climatology in Europe-The State of the Art, Clim. Change, 70, 363–430, 2005. </mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple"> Brázdil, R., Dobrovoln\&apos;y, P., Luterbacher, J., Moberg, A., Pfister, C., Wheeler, D., and Zorita, E.: European climate of the past 500 years: new challenges for historical climatology, Clim. Change, 101, 7–40, 2010a. </mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple"> Brázdil, R., Demarée, G. R., Deutsch, M., Garnier, E., Kiss, A., Luterbacher, J., Macdonald, N., Rohr, C., Dobrovoln\&apos;y, P., Kolár, P., and Chromá, K.: European floods during the winter 1783/1784: scenarios of an extreme event during the `Little Ice Age&apos;, Theor. Appl. Climatol., 100, 163–189, 2010b. </mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple"> Briffa, K. R., Osborn, T. J., and Schweingruber, F. H.: Tree-ring width and density data around the northern hemisphere: part I, local and regional climate signals, Holocene, 12, 737–757, 2002. </mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple"> Brunet, M., Saladié, O., Jones, P., Sigró, J., Aguilar, E., Moberg, A., Lister, D., Walther, A., López, D., and Almarza, C.: The development of a new dataset of Spanish daily adjusted temperature series (SDATS) (1850–2003), Int. J. Climatol., 26, 1777–1802, 2006. </mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple"> Bullón, T.: Winter temperatures in the second half of the sixteenth century in the central area of the Iberian Peninsula, Clim. Past, 4, 357–367, http://dx.doi.org/10.5194/cp-4-357-2008doi:10.5194/cp-4-357-2008, 2008. </mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple"> Creus Novau, J.: Dendrocronología y dendroclimatología, o cómo los árboles nos cuentan el clima del pasado. In: García Codrón, J.C. (ed.), La Reconstrucción del clima de época preinstrumental, Universidad de Cantabria, Santander, 81–122, 2000. </mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple"> Crowley, T.: Causes of climate change over the past 1000 years, Science, 289, 270–277, http://dx.doi.org/10.1126/science.289.5477.270doi:10.1126/science.289.5477.270, 2000 (page 25, line 30). </mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple"> Domínguez Castro, F., Santisteban, J. I., Barriendos, M., and Mediavilla, R.: Reconstruction of drought episodes for central Spain from rogation ceremonies recorded at Toledo Cathedral from 1506 to 1900: A methodological approach, Global Planet. Change, 63, 230–242, 2008. </mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple"> Dom\&apos;inguez-Castro, F., Garc\&apos;ia-Herrera, R., Ribera, P., and Barriendos, M.: A shift in the spatial pattern of Iberian droughts during the 17th century, Clim. Past, 6, 553–563, http://dx.doi.org/10.5194/cp-6-553-2010doi:10.5194/cp-6-553-2010, 2010. </mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple"> Frei, C. and Schär, C.: Detection probability of trends in rare events: theory and application to heavy precipitation in the Alpine region, J. Climate, 14, 1568–1584, 2000. </mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple"> Gallego, D., García-Herrera, R., Calvo, N., and Ribera, P.: A new meteorological record for Cádiz (Spain) 1806–1852: implications for climatic reconstructions, J. Geophys. Res., 112, D12108, http://dx.doi.org/10.129/2007JD008517doi:10.129/2007JD008517, 2007 (page 26, line 8). </mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple"> García, R., Macías, A., Gallego, D., Hernández, E., Gimeno, L., and Ribera, P.: Reconstruction of the precipitation in the Canary Islands for the period 1595–1836, B. Amer. Meteorol. Soc., 81, 1037–1039, 2003. </mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple"> Gómez-Navarro, J. J., Montávez, J. P., Jerez, S., Jiménez-Guerrero, P., Lorente-Plazas, R., González-Rouco, J. F., and Zorita, E.: A regional climate simulation over the Iberian Peninsula for the last millennium, Clim. Past, 7, 451–472, http://dx.doi.org/10.5194/cp-7-451-2011doi:10.5194/cp-7-451-2011, 2011. Lettenmaier, D.: Stochastic modeling of precipitation with applications to climate model downscaling, in: Analysis of climate variability, edited by: Storch, H. and Navarra, A., Springer, Berlín, 197–212, 1995. </mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple"> Luterbacher, J., Schmutz, C., and Gyalistras, D.: Reconstruction of monthly NAO and EU indices back to A.D. 1675, Geophys. Res. Lett., 26, 2745–2748, 1999. </mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple"> Luterbacher, J., Xoplaki, E., and Dietrich, D.: Extending North Atlantic Oscillation reconstructions back to 1500, Atmos. Sci. Lett., 2, 114–124, 2002a. </mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple"> Luterbacher, J., Xoplaki, E., and Dietrich, D.: Reconstruction of sea-level pressure fields over the Eastern North Atlantic and Europe back to 1500, Clim. Dynam., 18, 545–561, 2002b. </mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple"> Martín-Vide, J. and Barriendos, M.: The use of rogations ceremony records in climatic reconstruction: a case study from Catalonia (Spain), Clim. Change, 30, 201–221, 1995. </mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple"> Muñoz-Díaz, D. and Rodrigo, F. S.: Impacts of the North Atlantic Oscillation on the probability of dry and wet winters in Spain, Clim. Res., 27, 33–43, 2004. </mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple"> Pauling, A., Luterbacher, J., Casty, C., and Wanner, H.: Five hundred years of gridded high-resolution precipitation reconstructions over Europe and the connection to large-scale circulation, Clim. Dynam., 26, 387–405, 2006. </mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple"> Ponsot, P.: Atlas de Historia Económica de la Baja Andalucía (Siglos XVI-XIX), Editoriales Andaluzas Unidas, Granada, 1986. </mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple"> Rodrigo, F. S.: Changes in climate variability and seasonal rainfall extremes: a case study from San Fernando (Spain), 1821–2000, Theor. Appl. Climatol., 72, 193–207, 2002. </mixed-citation>
</ref>
<ref id="ref29">
<label>29</label><mixed-citation publication-type="other" xlink:type="simple"> Rodrigo, F. S.: A new method to reconstruct low-frequency climatic variability from documentary sources: application to winter rainfall series in Andalusia (southern Spain) from 1501 to 2000, Clim. Change, 87, 471–487, 2008. </mixed-citation>
</ref>
<ref id="ref30">
<label>30</label><mixed-citation publication-type="other" xlink:type="simple"> Rodrigo, F. S. and Barriendos, M.: Reconstruction of seasonal and annual rainfall variability in the Iberian Peninsula (16$^th$-20$^th$ centuries) from documentary data, Global Planet. Change, 63, 243–257, 2008. </mixed-citation>
</ref>
<ref id="ref31">
<label>31</label><mixed-citation publication-type="other" xlink:type="simple"> Rodrigo, F. S., Esteban-Parra, M. J., and Castro-Díez, Y.: On the use of Jesuit Order prívate correspondence records in climate reconstructions: a case study from Castile (Spain) for 1634–1648 A.D., Clim. Change, 40, 625–645, 1998. </mixed-citation>
</ref>
<ref id="ref32">
<label>32</label><mixed-citation publication-type="other" xlink:type="simple"> Rodrigo, F. S., Esteban-Parra, M. J., Pozo-Vázquez, D., and Castro-Díez, Y.: A 500-year precipitation record in southern Spain, Int. J. Climatol., 19, 1233–1253, 1999. </mixed-citation>
</ref>
<ref id="ref33">
<label>33</label><mixed-citation publication-type="other" xlink:type="simple"> Rodrigo, F. S., Esteban-Parra, M. J., Pozo-Vázuqez, D., and Castro-Díez, Y.: Rainfall variability in southern Spain on decadal to centennial time scales, Int. J. Climatol., 20, 721–732, 2000. </mixed-citation>
</ref>
<ref id="ref34">
<label>34</label><mixed-citation publication-type="other" xlink:type="simple"> Rodrigo, F. S., Pozo-Vázquez, D., Esteban-Parra, M. J., and Castro-Díez, Y.: A reconstruction of the Winter North Atlantic Oscillation index back to A.D. 1501 using documentary data in southern Spain, J. Geophys. Res., 106, 14805–14818, 2001. </mixed-citation>
</ref>
<ref id="ref35">
<label>35</label><mixed-citation publication-type="other" xlink:type="simple"> Rutherford, S., Mann, M. E., and Osborn, T. J.: Proxy-based Northern Hemisphere surface temperature reconstructions: sensitivity to method, predictor network, target season, and target domain, J. Clim., 18, 2308–2329, 2005. </mixed-citation>
</ref>
<ref id="ref36">
<label>36</label><mixed-citation publication-type="other" xlink:type="simple"> Solow, A. R.: On testing for change in extreme events, Nature, 316, 106–107, 1999. </mixed-citation>
</ref>
<ref id="ref37">
<label>37</label><mixed-citation publication-type="other" xlink:type="simple"> Taborda, J. P., Alcaforado, M. J., and García, J. C.: The climate of southern of Portugal during the 18$^th$ century: a reconstruction based on descriptive and instrumental sources, Geoecologia, Rel 2, Centro de Estudos Geograficos, Lisboa, 2004. </mixed-citation>
</ref>
<ref id="ref38">
<label>38</label><mixed-citation publication-type="other" xlink:type="simple"> Trigo, R. M., Vaquero, J. M., Alcoforado, M. J., Barriendos, M., Taborda, J., García-Herrera, R., and Luterbacher, J.: Iberia in 1816, the year without summer, Int. J. Climatol., 29, 99–115, 2009. </mixed-citation>
</ref>
<ref id="ref39">
<label>39</label><mixed-citation publication-type="other" xlink:type="simple"> Vicente-Serrano, S. M. and Cuadrat, J. M.: North Atlantic oscillation control of droughts in north-east Spain: evaluation since 1600 A.D., Clim. Change, 85, 357–379, 2007. </mixed-citation>
</ref>
<ref id="ref40">
<label>40</label><mixed-citation publication-type="other" xlink:type="simple"> Wagner, S. and Zorita, E.: The influence of volcanic, solar, and CO&lt;sub&gt;2&lt;/sub&gt; forcing on the temperature in the Dalton Minimum (1790–1830): a model study, Clim. Dynam., 25, 205-218, 2005. </mixed-citation>
</ref>
<ref id="ref41">
<label>41</label><mixed-citation publication-type="other" xlink:type="simple"> Wheeler, D.: Early instrumental weather data from Cádiz: a study of late eighteenth and early nineteenth century records, Int. J. Climatol., 15, 801–810, 1995. </mixed-citation>
</ref>
<ref id="ref42">
<label>42</label><mixed-citation publication-type="other" xlink:type="simple"> Wheeler, D.: The Gibraltar climatic record: Part 2- precipitation, Weather, 62, 99–104, 2007. </mixed-citation>
</ref>
<ref id="ref43">
<label>43</label><mixed-citation publication-type="other" xlink:type="simple"> Wilks, D. S.: Statistical methods in the atmospheric sciences, Academic Press, San Diego, 1995. </mixed-citation>
</ref>
<ref id="ref44">
<label>44</label><mixed-citation publication-type="other" xlink:type="simple"> Xoplaki, E., Mahera, P., and Luterbacher, J.: Variability of climate in meridional Balkans during the periods 1675–1715 and 1780–1830 and its impact on human life, Clim. Change, 48, 581–591. 2001. </mixed-citation>
</ref>
<ref id="ref45">
<label>45</label><mixed-citation publication-type="other" xlink:type="simple"> Xoplaki, E., González-Rouco, J. F., and Luterbacher, J.: Wet season Mediterranean precipitation variability: influence of large scale dybnamics and trends, Clim. Dynam., 23, 63–78, 2004. </mixed-citation>
</ref>
<ref id="ref46">
<label>46</label><mixed-citation publication-type="other" xlink:type="simple"> Zhang, X., Aguilar, E., Sensoy, S., Melkonyan, H., Tagiyeva, U., Ahmed, N., Kutaladze, N., Rahimzadeh, F., Taghipour, A., Hastosh, T. H., Albert, P., Semawi, M., Ali, M. K., Al-Shabibi, M. H. S., Al-Oulan, Z., Zatarii, T., Khelet, I. A. D., Hamoud, S., Sagir, R., Demircan, M., Eken, M., Adiguzel, M., Alexander, L., Peterson, T. C., and Wallis, T.: Trends in Middle east climate extreme indices from 1950 to 2003. J. Geophy. Res., 110, D22104, http://dx.doi.org/10.1029/2005JD006181doi:10.1029/2005JD006181, 2005. </mixed-citation>
</ref>
<ref id="ref47">
<label>47</label><mixed-citation publication-type="other" xlink:type="simple"> Zorita, E., González-Rouco, J. F., von Storch, H., Montávez, J. P., and Valero, F.: Natural and anthropogenic modes of surface temperature variations in the last thousand years, Geophys. Res. Lett., 32, 755–762, 2005. </mixed-citation>
</ref>
</ref-list>
</back>
</article>