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<front>
<journal-meta>
<journal-id journal-id-type="publisher">NPG</journal-id>
<journal-title-group>
<journal-title>Nonlinear Processes in Geophysics</journal-title>
<abbrev-journal-title abbrev-type="publisher">NPG</abbrev-journal-title>
<abbrev-journal-title abbrev-type="nlm-ta">Nonlin. Processes Geophys.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1607-7946</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/npg-19-595-2012</article-id>
<title-group>
<article-title>A stochastic nonlinear oscillator model for glacial millennial-scale climate transitions derived from ice-core data</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Kwasniok</surname>
<given-names>F.</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>Lohmann</surname>
<given-names>G.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>College of Engineering, Mathematics and Physical Sciences, University of Exeter, Exeter, UK</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Alfred Wegener Institute for Polar and Marine Research, Bremerhaven, Germany</addr-line>
</aff>
<pub-date pub-type="epub">
<day>07</day>
<month>11</month>
<year>2012</year>
</pub-date>
<volume>19</volume>
<issue>6</issue>
<fpage>595</fpage>
<lpage>603</lpage>
<permissions>
<copyright-statement>Copyright: &#x000a9; 2012 F. Kwasniok</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://npg.copernicus.org/articles/19/595/2012/npg-19-595-2012.html">This article is available from https://npg.copernicus.org/articles/19/595/2012/npg-19-595-2012.html</self-uri>
<self-uri xlink:href="https://npg.copernicus.org/articles/19/595/2012/npg-19-595-2012.pdf">The full text article is available as a PDF file from https://npg.copernicus.org/articles/19/595/2012/npg-19-595-2012.pdf</self-uri>
<abstract>
<p>A stochastic Duffing-type oscillator model, i.e noise-driven motion with
inertia in a potential landscape, is considered for glacial millennial-scale
climate transitions. The potential and noise parameters are estimated from a
Greenland ice-core record using a nonlinear Kalman filter. For the period
from 60 to 20 ky before present, a bistable potential with a deep well
corresponding to a cold stadial state and a shallow well corresponding to a
warm interstadial state is found. The system is in the strongly dissipative
regime and can be very well approximated by an effective one-dimensional
Langevin equation.</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">Alley, R.&amp;nbsp;B., Anandakrishnan, S., and Jung, P.: Stochastic resonance in the North Atlantic, Paleoceanography, 16, 190–198, 2001.</mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple">Alley, R. B., Marotzke, J., Nordhaus, W. D., Overpeck, J. T., Peteet, D. M., Pielke Jr., R. A., Pierrehumbert, R. T., Rhines, P. B., Stocker, T. F., Talley, L. D., and Wallace, J. M.: Abrupt climate change, Science, 299, 2005–2010, 2003.</mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple">North Greenland Ice Core Project members: High-resolution record of Northern Hemisphere climate extending into the last interglacial period, Nature, 431, 147–151, 2004.</mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple">Benzi, R., Parisi, G., Sutera, A., and Vulpiani, A.: Stochastic resonance in climatic change, Tellus, 34, 10–16, 1982.</mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple">Braun, H., Christl, M., Rahmstorf, S., Ganopolski, A., Mangini, A., Kubatzki, C., Roth, K., and Kromer, B.: Possible solar origin of the 1,470-year glacial climate cycle demonstrated in a coupled model, Nature, 438, 208–211, 2005.</mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple">Braun, H., Ditlevsen, P., and Kurths, J.: New measures of multimodality for the detection of a ghost stochastic resonance, Chaos, 19, 043132, &lt;a href=&quot;http://dx.doi.org/10.1063/1.3274853&quot;&gt;https://doi.org/10.1063/1.3274853&lt;/a&gt;, 2009.</mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple">Dansgaard, W., Johnsen, S. J., Clausen, H. B., Dahl-Jensen, D., Gundestrup, N. S., Hammer, C. U., Hvidberg, C. S., Steffensen, J. P., Sveinbj{ö}rnsdottir, A. E., Jouzel, J., and Bond, G.: Evidence for general instability of past climate from a 250-kyr ice-core record, Nature, 364, 218–220, 1993.</mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple">Dima, M. and Lohmann, G.: Conceptual model for millennial climate variability: a possible combined solar-thermohaline circulation origin for the 1,500-year cycle, Clim. Dynam., 32, 301–311, 2009.</mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple">Ditlevsen, P.&amp;nbsp;D.: Observation of α-stable noise induced millennial climate changes from an ice-core record, Geophys.&amp;nbsp;Res.&amp;nbsp;Lett., 26, 1441–1444, 1999.</mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple">Ditlevsen, P.&amp;nbsp;D., Kristensen, M.&amp;nbsp;S., and Andersen, K.&amp;nbsp;K.: The recurrence time of Dansgaard-Oeschger events and limits on the possible periodic component, J.&amp;nbsp;Climate, 18, 2594-2603, 2005.</mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple">Ganopolski, A. and Rahmstorf, S.: Rapid changes of glacial climate simulated in a coupled climate model, Nature, 409, 153–158, 2001.</mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple">Ganopolski, A. and Rahmstorf, S.: Abrupt glacial climate changes due to stochastic resonance, Phys.&amp;nbsp;Rev.&amp;nbsp;Lett., 88, 038501, &lt;a href=&quot;http://dx.doi.org/10.1103/PhysRevLett.88.038501&quot;&gt;https://doi.org/10.1103/PhysRevLett.88.038501&lt;/a&gt;, 2002.</mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple">Gardiner, C.: Stochastic Methods, 4th Edn., Springer, 2010.</mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple">Julier, S.&amp;nbsp;J. and Uhlmann, J.&amp;nbsp;K.: Unscented filtering and nonlinear estimation, Proc. IEEE, 92, 401–422, 2004.</mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple">Julier, S. J., Uhlmann, J., and Durrant-Whyte, H.&amp;nbsp;F.: A new method for the nonlinear transformation of means and covariances in filters and estimators, IEEE Trans. Automatic Control, 45, 477–482, 2000.</mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple">Kramers, H.: Brownian motion in a field of force and the diffusion model of chemical reactions, Physica, 7, 284–304, 1940.</mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple">Kwasniok, F.: Estimation of noise parameters in dynamical system identification with Kalman filters, Phys.&amp;nbsp;Rev.&amp;nbsp;E, 86, 036214, &lt;a href=&quot;http://dx.doi.org/10.1103/PhysRevE.86.036214&quot;&gt;https://doi.org/10.1103/PhysRevE.86.036214&lt;/a&gt;, 2012.</mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple">Kwasniok, F. and Lohmann, G.: Deriving dynamical models from paleoclimatic records: Application to glacial millennial-scale climate variability, Phys.&amp;nbsp;Rev.&amp;nbsp;E, 80, 066104, &lt;a href=&quot;http://dx.doi.org/10.1103/PhysRevE.80.066104&quot;&gt;https://doi.org/10.1103/PhysRevE.80.066104&lt;/a&gt;, 2009.</mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple">Livina, V. N., Kwasniok, F., and Lenton, T. M.: Potential analysis reveals changing number of climate states during the last 60 kyr, Clim. Past, 6, 77–82, &lt;a href=&quot;http://dx.doi.org/10.5194/cp-6-77-2010&quot;&gt;https://doi.org/10.5194/cp-6-77-2010&lt;/a&gt;, 2010.</mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple">Rial, J.&amp;nbsp;A.: Abrupt climate change: chaos and order at orbital and millennial scales, Global Planet. Change, 41, 95–109, 2004.</mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple">Sakai, K. and Peltier, W.&amp;nbsp;R.: Dansgaard-Oeschger oscillations in a coupled atmosphere-ocean climate model, J.&amp;nbsp;Climate, 10, 949–970, 1997.</mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple">Schulz, M., Paul, A., and Timmermann, A.: Relaxation oscillators in concert: A framework for climate change at millennial timescales during the late Pleistocene, Geophys.&amp;nbsp;Res.&amp;nbsp;Lett., 29, 2193, &lt;a href=&quot;http://dx.doi.org/10.1029/2002GL016144&quot;&gt;https://doi.org/10.1029/2002GL016144&lt;/a&gt;, 2002.</mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple">Silverman, B.&amp;nbsp;W.: Density estimation for statistics and data analysis, Chapman &amp; Hall, 1986.</mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple">Sitz, A., Schwarz, U., Kurths, J., and Voss, H.&amp;nbsp;U.: Estimation of parameters and unobserved components for nonlinear systems from noisy time series, Phys.&amp;nbsp;Rev.&amp;nbsp;E, 66, 016210, &lt;a href=&quot;http://dx.doi.org/10.1103/PhysRevE.66.016210&quot;&gt;https://doi.org/10.1103/PhysRevE.66.016210&lt;/a&gt;, 2002.</mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple">Timmermann, A., Gildor, H., Schulz, M., and Tziperman, E.: Coherent resonant millennial-scale climate oscillations triggered by massive meltwater pulses, J.&amp;nbsp;Climate, 16, 2569–2585, 2003.</mixed-citation>
</ref>
</ref-list>
</back>
</article>