<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "https://jats.nlm.nih.gov/nlm-dtd/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">CP</journal-id>
<journal-title-group>
<journal-title>Climate of the Past</journal-title>
<abbrev-journal-title abbrev-type="publisher">CP</abbrev-journal-title>
<abbrev-journal-title abbrev-type="nlm-ta">Clim. Past</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1814-9332</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/cp-8-831-2012</article-id>
<title-group>
<article-title>Natural variability and anthropogenic effects in a Central Mediterranean core</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Alessio</surname>
<given-names>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>Vivaldo</surname>
<given-names>G.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Taricco</surname>
<given-names>C.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Ghil</surname>
<given-names>M.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>Dipartimento di Fisica Generale dell&apos;Università, and Istituto di Fisica dello Spazio Interplanetario (IFSI–INAF), Turin, Italy</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Geosciences Department &amp; Laboratoire de Météorologie Dynamique (CNRS and IPSL), Ecole Normale Supérieure, Paris, France</addr-line>
</aff>
<aff id="aff3">
<label>3</label>
<addr-line>Department of Atmospheric and Oceanic Sciences &amp; Institute of Geophysics and Planetary Physics, University of California, Los Angeles, CA 90095-1565, USA</addr-line>
</aff>
<pub-date pub-type="epub">
<day>20</day>
<month>04</month>
<year>2012</year>
</pub-date>
<volume>8</volume>
<issue>2</issue>
<fpage>831</fpage>
<lpage>839</lpage>
<permissions>
<copyright-statement>Copyright: &#x000a9; 2012 S. Alessio et al.</copyright-statement>
<copyright-year>2012</copyright-year>
<license license-type="open-access">
<license-p>This work is licensed under the Creative Commons Attribution 3.0 Unported License. To view a copy of this licence, visit <ext-link ext-link-type="uri"  xlink:href="https://creativecommons.org/licenses/by/3.0/">https://creativecommons.org/licenses/by/3.0/</ext-link></license-p>
</license>
</permissions>
<self-uri xlink:href="https://cp.copernicus.org/articles/8/831/2012/cp-8-831-2012.html">This article is available from https://cp.copernicus.org/articles/8/831/2012/cp-8-831-2012.html</self-uri>
<self-uri xlink:href="https://cp.copernicus.org/articles/8/831/2012/cp-8-831-2012.pdf">The full text article is available as a PDF file from https://cp.copernicus.org/articles/8/831/2012/cp-8-831-2012.pdf</self-uri>
<abstract>
<p>We evaluate the contribution of natural variability to the modern decrease in
foraminiferal &amp;delta;&lt;sup&gt;18&lt;/sup&gt;O by relying on a 2200-yr-long, high-resolution
record of oxygen isotopic ratio from a Central Mediterranean sediment core.
Pre-industrial values are used to train and test two sets of algorithms that
are able to forecast the natural variability in &amp;delta;&lt;sup&gt;18&lt;/sup&gt;O over the last
150 yr. These algorithms are based on autoregressive models and neural
networks, respectively; they are applied separately to each of the
&amp;delta;&lt;sup&gt;18&lt;/sup&gt;O series&apos; significant variability components, rather than to the
complete series. The separate components are extracted by singular-spectrum
analysis and have narrow-band spectral content, which reduces the forecast
error. By comparing the sum of the predicted low-frequency components to its actual
values during the Industrial Era, we deduce that the natural contribution to these
 components of the modern &amp;delta;&lt;sup&gt;18&lt;/sup&gt;O variation decreased gradually, until it
 reached roughly 40%, as early as the end of the 1970s.</p>
</abstract>
<counts><page-count count="9"/></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">Bonino, G., Cini Castagnoli, G., Callegari, E., and Zhu, G. M.: Radiometric and tephroanalysis dating of recent Ionian sea cores, Nuovo Cimento&amp;nbsp;C, 16, 155–161, 1993.</mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple">Box, G. and Jenkins, G.: Time series analysis: Forecasting and control, San Francisco, Holden-Day, 1970.</mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple">Childers, D. G.: Modern Spectrum Analysis, edited by: Childers, D. G., IEEE Press, New York, 1978</mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple">Cini Castagnoli, G., Bonino, G., Caprioglio, F., Provenzale, A., Serio, M., and Zhu, G. M.: The carbonate profile of two recent Ionian sea cores: evidence that the sedimentation rate is constant over the last millenia, Geophys. Res. Lett., 17, 1937–1940, 1990.</mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple">Cini Castagnoli, G., Bonino, G., Provenzale, A., Serio, M., and Callegari, E.: The CaCO&lt;sub&gt;3&lt;/sub&gt; profiles of deep and shallow Mediterranean sea cores as indicators of past solar-terrestrial relationship, Nuovo Cimento&amp;nbsp;C, 15, 547–563, 1992a.</mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple">Cini Castagnoli, G., Bonino, G., Serio, M., and Sonett, C. P.: Common spectral features in the 5500-year record of total carbonate in sea sediments and radiocarbon in tree rings, Radiocarbon, 34, 798–805, 1992b.</mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple">Cini Castagnoli, G., Bonino, G., Della Monica, P., and Taricco, C.: Record of thermoluminescence in sea sediments in the last millennia, Nuovo Cimento&amp;nbsp;C, 20, 1–8, 1997.</mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple">Cini Castagnoli, G., Bonino, G., and Taricco, C.: The global and persistent millennial-scale variability in the thermoluminescence profiles of shallow and deep Mediterranean sea cores, Nuovo Cimento&amp;nbsp;C, 21, 453–460, 1998.</mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple">Cini Castagnoli, G., Bonino, G., Della Monica, P., Taricco, C., and Bernasconi, S. M.: Solar activity in the last millennium recorded in the δ&lt;sup&gt;18&lt;/sup&gt;O profile of planktonic foraminifera of a shallow water Ionian Sea core, Solar Phys., 188, 191–202, 1999.</mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple">Cini Castagnoli, G., Bonino, G., and Taricco, C.: Long term solar-terrestrial records from sediments: carbon isotopes in planktonic foraminifera during the last millennium, Adv. Space Res., 29, 1537–1549, 2002a.</mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple">Cini Castagnoli, G., Bonino, G., Taricco, C., and Bernasconi, S. M.: Solar radiation variability in the last 1400&amp;nbsp;years recorded in the carbon isotope ratio of a Mediterranean sea core, Adv. Space Res., 29, 1987–1994, 2002b.</mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple">Cini Castagnoli, G., Taricco, C., and Alessio, S.: Isotopic record in a marine shallow-water core: imprint of solar centennial cycles in the past 2 millennia, Adv. Space Res., 35, 504–508, 2005.</mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple">Ghil, M. and Taricco, C.: Advanced spectral analysis methods, in: Past and Present Variability of the Solar-terrestrial System: Measurement, Data Analysis and Theoretical Models, edited by: Cini Castagnoli, G. and Provenzale, A., IOS Press, Amsterdam, The Netherlands, 137–159, 1997.</mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple">Ghil, M. and Vautard, R.: Interdecadal oscillations and the warming trend in global temperature time series, Nature, 350, 324–327, 1991.</mixed-citation>
</ref>
<ref id="ref15">
<label>15</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., Saunders, A., Tian, Y., Varadi, F., and Yiou, P.: Advanced spectral methods for climatic time series, Rev. Geophys., 40, 3.1–3.41, &lt;a href=&quot;http://dx.doi.org/10.1029/2000RG000092&quot;&gt;https://doi.org/10.1029/2000RG000092&lt;/a&gt;, 2002.</mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple">Hagan, M. T. and Menhaj, M. B.: Training feedforward networks with the Marquardt algorithm, IEEE T. Neural Netw., 5, 989–993, 1994.</mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple">Hagan, M. T., Demuth, H. B., and Beale, M. H.: Neural Network Design, PWS&amp;nbsp;Publishing, Boston, MA, 1996.</mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple">Haykin, S.: Neural Networks: A Comprehensive Foundation, 2nd&amp;nbsp;Edn., Prentice-Hall, Englewood Cliffs, NJ, 1999</mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple">Incarbona, A., Di Stefano, E., Patti, B., Pelosi, N., Bonomo, S., Mazzola, S., Sprovieri, R., Tranchida, G., Zgozi, S., and Bonanno, A.: Holocene millennial–scale productivity variations in the Sicily Channel (Mediterranean Sea), Paleoceanography, 23, PA3204, &lt;a href=&quot;http://dx.doi.org/10.1029/2007PA001581&quot;&gt;https://doi.org/10.1029/2007PA001581&lt;/a&gt;, 2008.</mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple">Incarbona, A., Ziveri, P., Di Stefano, E., Lirer, F., Mortyn, G., Patti, B., Pelosi, N., Sprovieri, M., Tranchida, G., Vallefuoco, M., Albertazzi, S., Bellucci, L. G., Bonanno, A., Bonomo, S., Censi, P., Ferraro, L., Giuliani, S., Mazzola, S., and Sprovieri, R.: The impact of the Little Ice Age on Coccolithophores in the Central Mediterranea Sea, Clim. Past, 6, 795–805, &lt;a href=&quot;http://dx.doi.org/10.5194/cp-6-795-2010&quot;&gt;https://doi.org/10.5194/cp-6-795-2010&lt;/a&gt;, 2010.</mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple">Keppenne, C. L. and Ghil, M.: Adaptive filtering and prediction of the Southern Oscillation index, J. Geophys. Res., 97, 20449–20454, 1992.</mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple">Keppenne, C. L. and Ghil, M.: Adaptive filtering and prediction of noisy multivariate signals: An application to subannual variability in atmospheric angular momentum, Intl. J. Bifurcat. Chaos, 3, 625–634, 1993.</mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple">Montagna, P., Silenzi, S., Devoti, S., Mazzoli, C., McCulloch M., Scicchitano, G., and Taviani, M.: Climate reconstructions and monitoring in the Mediterranean Sea: A review on some recently discovered high-resolution marine archives, Rendiconti Lincei 19, 121–140, &lt;a href=&quot;http://dx.doi.org/10.1007/s12210-008-0007-7&quot;&gt;https://doi.org/10.1007/s12210-008-0007-7&lt;/a&gt;, 2008.</mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple">Montgomery, D. C., Johnson, L. A., and Gardiner, J. S.: Forecasting and Time Series Analysis, McGraw-Hill, New York, 1990.</mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple">Penland, C., Ghil, M., and Weickmann, K. M. : Adaptive filtering and maximum entropy spectra, with application to changes in atmospheric angular momentum, J. Geophys. Res., 96, 22659–22671, 1991.</mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple">Piva, A., Asioli, A., Trincardi, F., Schneider, R. R., and Vigliotti, L.: Late–Holocene climate variability in the Adriatic Sea (Central Mediterranean), The Holocene, 18, 153–167, &lt;a href=&quot;http://dx.doi.org/10.1177/0959683607085606&quot;&gt;https://doi.org/10.1177/0959683607085606&lt;/a&gt;, 2008</mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple">Plaut, G., Ghil, M., and Vautard, R.: Interannual and interdecadal variability in 335&amp;nbsp;years of Central England temperatures, Science, 268, 710–713, 1995.</mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple">Rumelhart, D. E., Hinton, G. E., and Williams, R. J.: Learning internal representations by error propagation, in: Parallel Data Processing, 1, edited by: Rumelhart, D. E. and McClelland, J. L., The M.I.T.&amp;nbsp;Press, Cambridge, MA, 318–362, 1986.</mixed-citation>
</ref>
<ref id="ref29">
<label>29</label><mixed-citation publication-type="other" xlink:type="simple">Schlesinger, M. E. and Ramankutty, N.: An oscillation in the global climate system of period 65–70 Years, Nature, 367, 723–726, 1994.</mixed-citation>
</ref>
<ref id="ref30">
<label>30</label><mixed-citation publication-type="other" xlink:type="simple">Shackleton, N. J. and Kennet, J. P.: Palaeo-temperature history of the Cenozoic and the initiation of Antarctic glaciation: Oxygen and carbon isotope analysis in DSDP sites&amp;nbsp;277, 279 and&amp;nbsp;281, in: Initial Reports of the Deep Sea Drilling Project, edited by: Kennet, J. P. and Houtz, R. E., US&amp;nbsp;Government Printing Office, Washington, DC, USA, 5, 743–755, 1975.</mixed-citation>
</ref>
<ref id="ref31">
<label>31</label><mixed-citation publication-type="other" xlink:type="simple">Silenzi, S., Antonioli, F., and Chemello, R.: A new marker for sea surface temperature trend during the last centuries in temperate areas: Vermetid reef, Global  Planet. Change, 40, 105–114, 2004.</mixed-citation>
</ref>
<ref id="ref32">
<label>32</label><mixed-citation publication-type="other" xlink:type="simple">Sisma–Ventura, G., Guzner, B., Yama, R., Fine, M., and Shemesh, A.: The reef builder gastropod Dendropoma petreaum – A proxy of short and long term climatic events in the Eastern Mediterranean, Geochim. Cosmochim. Ac., 73 4376–4383, 2009.</mixed-citation>
</ref>
<ref id="ref33">
<label>33</label><mixed-citation publication-type="other" xlink:type="simple">Taricco, C., Alessio, S., and Vivaldo, G.: Sequence of eruptive events in the Vesuvio area recorded in shallow-water Ionian Sea sediments, Nonlin. Processes Geophys., 15, 25–32, http://dx.doi.org/10.5194/npg-15-25-2008 &lt;a href=&quot;http://dx.doi.org/10.5194/npg-15-25-2008&quot;&gt;https://doi.org/10.5194/npg-15-25-2008&lt;/a&gt;, 2008.</mixed-citation>
</ref>
<ref id="ref34">
<label>34</label><mixed-citation publication-type="other" xlink:type="simple">Taricco, C., Ghil, M., Alessio, S., and Vivaldo, G.: Two millennia of climate variability in the Central Mediterranean, Clim. Past, 5, 171–181, http://dx.doi.org/10.5194/cp-5-171-2009 &lt;a href=&quot;http://dx.doi.org/10.5194/cp-5-171-2009&quot;&gt;https://doi.org/10.5194/cp-5-171-2009&lt;/a&gt;, 2009.</mixed-citation>
</ref>
<ref id="ref35">
<label>35</label><mixed-citation publication-type="other" xlink:type="simple">Vautard, R. and Ghil, M.: Singular spectrum analysis in nonlinear dynamics, with applications to paleoclimatic time series, Physica&amp;nbsp;D, 35, 395–424, 1989.</mixed-citation>
</ref>
<ref id="ref36">
<label>36</label><mixed-citation publication-type="other" xlink:type="simple">Vautard, R., Yiou, P., and Ghil, M.: Singular-spectrum analysis: A toolkit for short, noisy chaotic signals, Physica&amp;nbsp;D, 58, 95–126, 1992.</mixed-citation>
</ref>
<ref id="ref37">
<label>37</label><mixed-citation publication-type="other" xlink:type="simple">Versteegh, G. J. M., de Leeuw, J. W., Taricco, C., and Romero, A.: Temperature and productivity influences on Uk37 and their possible relation to solar forcing of the Mediterranean winter, Geochem. Geophy. Geosy., 8, Q09005, http://dx.doi.org/10.1029/2006GC001543 &lt;a href=&quot;http://dx.doi.org/10.1029/2006GC001543&quot;&gt;https://doi.org/10.1029/2006GC001543&lt;/a&gt;, 2007.</mixed-citation>
</ref>
<ref id="ref38">
<label>38</label><mixed-citation publication-type="other" xlink:type="simple">Vivaldo, G., Taricco, C., Alessio, S., and Ghil, M: Accurate dating of Gallipoli Terrace (Ionian Sea) sediments: Historical eruptions and climate records, PAGES News, 17, 8–9, 2009.</mixed-citation>
</ref>
</ref-list>
</back>
</article>