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<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-6-461-2010</article-id>
<title-group>
<article-title>Statistical issues about solar-climate relations</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Yiou</surname>
<given-names>P.</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>Bard</surname>
<given-names>E.</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Dandin</surname>
<given-names>P.</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Legras</surname>
<given-names>B.</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>Naveau</surname>
<given-names>P.</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>Rust</surname>
<given-names>H. W.</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>Terray</surname>
<given-names>L.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Vrac</surname>
<given-names>M.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>Laboratoire des Sciences du Climat et de l&apos;Environnement, UMR CEA-CNRS-UVSQ 8212, IPSL, Gif-sur-Yvette, France</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Laboratoire de Météorologie Dynamique, UMR 8539, Ecole Normale Supérieure, Paris, France</addr-line>
</aff>
<aff id="aff3">
<label>3</label>
<addr-line>Centre Européen de Recherche et Formation Avancées en Calcul Scientifique, Toulouse, France</addr-line>
</aff>
<aff id="aff4">
<label>4</label>
<addr-line>Météo-France, Division de la Climatologie, Toulouse, France</addr-line>
</aff>
<aff id="aff5">
<label>5</label>
<addr-line>Centre Européen de Recherche et d&apos;Enseignement des Géosciences de l&apos;Environnement, UMR 6635, Aix-en-Provence, France</addr-line>
</aff>
<pub-date pub-type="epub">
<day>07</day>
<month>04</month>
<year>2010</year>
</pub-date>
<volume>6</volume>
<issue>2</issue>
<fpage>461</fpage>
<lpage>487</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/6/461/2010/cpd-6-461-2010.html">This article is available from http://www.clim-past-discuss.net/6/461/2010/cpd-6-461-2010.html</self-uri>
<self-uri xlink:href="http://www.clim-past-discuss.net/6/461/2010/cpd-6-461-2010.pdf">The full text article is available as a PDF file from http://www.clim-past-discuss.net/6/461/2010/cpd-6-461-2010.pdf</self-uri>
<abstract>
<p>Assessing the relationship between temperature variations and solar activity
requires much physical and statistical insight. This paper is devoted to the
latter. We focus on the statistical significance of diagnostics to obtain
properties of the variability of time series. We illustrate our study by
analyses of European temperature datasets and geomagnetic field variations.
The goal of the paper is to provide a framework to control the spurious
results that statistical tools can generate. We show that some variability
diagnostics barely distinguish observed temperatures from auto-regressive
random processes. In general, the variability diagnostics between temperature
and geomagnetic activity are not significantly correlated, due to a low
number of degrees of freedom.</p>
</abstract>
<counts><page-count count="27"/></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. and Smith, L A.: Investigating the origins and significance of low-frequency modes of climate variability, Geophys. Res. Lett., 21, 883–886, 1994. </mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple"> Bard, E., Raisbeck, G., Yiou, F., and Jouzel, J.: Solar modulation of cosmogenic nuclide production over the last millennium: comparison between C-14 and Be-10 records, Earth Planet. Sci. Lett., 150, 453–462, 1997. </mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple"> Beer, J., Siegenthaler, U., Bonani, G., Finkel, R., Oeschger, H., Suter, M., and Wolfli, W.: Information On Past Solar-Activity And Geomagnetism From Be-10 In The Camp Century Ice Core, Nature, 331, 675–679, 1988. </mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple"> Benestad, R E. and Schmidt, G A.: Solar trends and global warming, J. Geophys. Res.-Atmos., 114, D14101, \doi10.1029/2008JD011639, 2009. </mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple"> Cliver, E., Boriakoff, V., and Feynman, J.: Solar variability and climate change: Geomagnetic aa index and global surface temperature, Geophys. Res. Lett., 25, 1035–1038, 1998. </mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple"> Courtillot, V., Le~Mouël, J L., Blanter, E., and Shnirman, M.: Evolution of seasonal temperature disturbances and solar forcing in the US North Pacific, J. Atmos. Sol.-Terr. Phys., 72, 83–89, \doi10.1016/j.jastp.2009.10.011, 2010. </mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple"> Embrechts, P., Kluppelberg, C., and Mikosch, T.: Modelling Extremal Events, Springer-Verlag, 2000. </mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple"> Ghil, M., Allen, M R., Dettinger, M D., Ide, K., Kondrashov, D., Mann, M E., Robertson, A W., Tian, Y., Varadi, F., and Yiou, P.: Advanced Spectral Methods for Climatic Time Series, Rev. Geophys., 40, 1–41, 2002. </mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple"> Green, P J. and Silverman, B W.: Nonparametric regression and generalized linear models: a roughness penalty approach, Monographs on statistics and applied probability; 58, Chapman &amp; Hall, London; New York, 1st edn., 1994. </mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple"> Haigh, J.: The role of stratospheric ozone in modulating the solar radiative forcing of climate, Nature, 370, 544–546, 1994. </mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple"> Hansen, J., Sato, M., Ruedy, R., Nazarenko, L., Lacis, A., Schmidt, G., Russell, G., Aleinov, I., Bauer, M., Bauer, S., Bell, N., Cairns, B., Canuto, V., Chandler, M., Cheng, Y., Del~Genio, A., Faluvegi, G., Fleming, E., Friend, A., Hall, T., Jackman, C., Kelley, M., Kiang, N., Koch, D., Lean, J., Lerner, J., Lo, K., Menon, S., Miller, R., Minnis, P., Novakov, T., Oinas, V., Perlwitz, J., Perlwitz, J., Rind, D., Romanou, A., Shindell, D., Stone, P., Sun, S., Tausnev, N., Thresher, D., Wielicki, B., Wong, T., Yao, M., and Zhang, S.: Efficacy of climate forcings, J. Geophys. Res.- Atmos., 110, D18104, \doi10.1029/2005JD005776, 2005. </mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple"> Hegerl, G., Zwiers, F W., Braconnot, P., Gillett, N., Luo, Y., Orsini, J M., Nicholls, N., Penner, J., and Stott, P. A.: Understanding and Attributing Climate Change, 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., Tignor, M., and Miller, H., Cambridge University Press, Cambridge, United Kingdom and New York, NY, USA, 2007. </mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple"> Hoyt, D. and Schatten, K.: Group Sunspot Numbers: A new solar activity reconstruction, Sol. Phys., 179, 189–219, 1998. </mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple"> Huong Hoang, T T., Parey, S., and Dacunha-Castelle, D.: Multidimensional trends: The example of temperature, Eur. Phys. J.-Spec. Top., 174, 113–124, \doi10.1140/epjst/e2009-01094-6, 2009. </mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple"> Jansen, E., Overpeck, J., Briffa, K., Duplessy, J.-C., Joos, F., Masson-Delmotte, V., Olago, D., Otto-Bliesner, B., Peltier, W., Rahmstorf, S., Ramesh, R., Raynaud, D., Rind, D., Solomina, O., Villalba, R., and Zhang, D.: Palaeoclimate, 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., Manning, M., and Miller, H., chap 6, Cambridge University Press, Cambridge, New York, 2007. </mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple"> Klein-Tank, A., Wijngaard, J., Konnen, G., Bohm, R., Demaree, G., Gocheva, A., Mileta, M., Pashiardis, S., Hejkrlik, L., Kern-Hansen, C., Heino, R., Bessemoulin, P., Muller-Westermeier, G., Tzanakou, M., Szalai, S., Palsdottir, T., Fitzgerald, D., Rubin, S., Capaldo, M., Maugeri, M., Leitass, A., Bukantis, A., Aberfeld, R., Van~Engelen, A., Forland, E., Mietus, M., Coelho, F., Mares, C., Razuvaev, V., Nieplova, E., Cegnar, T., Lopez, J., Dahlstrom, B., Moberg, A., Kirchhofer, W., Ceylan, A., Pachaliuk, O., Alexander, L., and Petrovic, P.: Daily dataset of 20th-century surface air temperature and precipitation series for the European Climate Assessment, Int. J. Climatol., 22, 1441–1453, 2002. </mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple"> Lawless, J F.: Statistical models and methods for lifetime data, Wiley series in probability and statistics, Wiley-Interscience, edited by: Hoboken, N. J., 2nd edn., 2003. </mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple"> Le~Mouël, J.-L., Courtillot, V., Blanter, E., and Shnirman, M.: Evidence for a solar signature in 20th-century temperature data from the USA and Europe, C. R. Geosci., 340, 421–430, \doi10.1016/j.crte.2008.06.001, 2008. </mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple"> Le~Mouël, J.-L., Blanter, E., Shnirman, M., and Courtillot, V.: Evidence for solar forcing in variability of temperatures and pressures in Europe, J. Atmos. Sol.-Terr. Phys., 71, 1309–1321, \doi10.1016/j.jastp.2009.05.006, 2009. </mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple"> Lean, J L. and Rind, D H.: How natural and anthropogenic influences alter global and regional surface temperatures: 1889 to 2006, Geophys. Res. Lett., 35, L18701, \doi10.1029/2008GL034864, 2008. </mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple"> Lean, J L. and Rind, D H.: How will Earth&apos;s surface temperature change in future decades?, Geophys. Res. Lett., 36, L15708, \doi10.1029/2009GL038932, 2009. </mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple"> Lockwood, M.: Recent changes in solar outputs and the global mean surface temperature. III. Analysis of contributions to global mean air surface temperature rise, Proc. R. Soc. A-Math. Phys. Eng. Sci., 464, 1387–1404, \doi10.1098/rspa.2007.0348, 2008. </mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple"> Lockwood, M., Stamper, R., and Wild, M.: A doubling of the Sun&apos;s coronal magnetic field during the past 100 years, Nature, 399, 437–439, 1999. </mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple"> Maraun, D., Rust, H W., and Timmer, J.: Tempting long-memory – on the interpretation of DFA results, Nonlin. Proc. Geophys., 11, 495–503, 2004. </mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple"> Mayaud, P.: AA Indexes - 100-year series characterizing magnetic activity, J. Geophys. Res., 77, 6870–6874, 1972. </mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple"> Meehl, G A., Arblaster, J M., Matthes, K., Sassi, F., and van Loon, H.: Amplifying the Pacific climate system response to a small 11-year solar cycle forcing, Science, 325, 1114–1118, \doi10.1126/science.1172872, 2009. </mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple"> Priestley, M.: Spectral Analysis and Time Series, Probability and Mathematical Statistics, Academic Press, London, New York, 1981. </mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple"> Shindell, D T., Schmidt, G A., Mann, M E., Rind, D., and Waple, A.: Solar forcing of regional climate change during the Maunder Minimum, Science, 294, 2149–2152, 2001. </mixed-citation>
</ref>
<ref id="ref29">
<label>29</label><mixed-citation publication-type="other" xlink:type="simple"> Silverman, S.: Secular variation of the aurora for the past 500 years, Rev. Geophys., 30, 333–351, 1992. </mixed-citation>
</ref>
<ref id="ref30">
<label>30</label><mixed-citation publication-type="other" xlink:type="simple"> Siscoe, G.: Solar-terrestrial influences on weather and climate, Nature, 276, 348–352, 1978. </mixed-citation>
</ref>
<ref id="ref31">
<label>31</label><mixed-citation publication-type="other" xlink:type="simple"> Solanki, S.: Solar variability and climate change: is there a link?, Astron. Geophys., 43, 9–13, 2002. </mixed-citation>
</ref>
<ref id="ref32">
<label>32</label><mixed-citation publication-type="other" xlink:type="simple"> von Storch, H. and Zwiers, F W.: Statistical Analysis in Climate Research, Cambridge University Press, Cambridge, 2001. </mixed-citation>
</ref>
<ref id="ref33">
<label>33</label><mixed-citation publication-type="other" xlink:type="simple"> White, H.: A reality check for data snooping, Econometrica, 68, 1097–1126, 2000. </mixed-citation>
</ref>
<ref id="ref34">
<label>34</label><mixed-citation publication-type="other" xlink:type="simple"> Yiou, P., Dacunha-Castelle, D., Parey, S., and Huong-Hoang, T T.: Statistical representation of temperature mean and variability in Europe, Geophys. Res. Lett., 36, L04710, \doi10.1029/2008GL036836, 2009. </mixed-citation>
</ref>
</ref-list>
</back>
</article>