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<front>
<journal-meta>
<journal-id journal-id-type="publisher">OS</journal-id>
<journal-title-group>
<journal-title>Ocean Science</journal-title>
<abbrev-journal-title abbrev-type="publisher">OS</abbrev-journal-title>
<abbrev-journal-title abbrev-type="nlm-ta">Ocean Sci.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1812-0792</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/os-3-223-2007</article-id>
<title-group>
<article-title>Towards measuring the meridional overturning circulation from space</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Cromwell</surname>
<given-names>D.</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>Shaw</surname>
<given-names>A. G. 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>Challenor</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>Houseago-Stokes</surname>
<given-names>R. E.</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>Tokmakian</surname>
<given-names>R.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>Ocean Observations and Climate, National Oceanography Centre, Southampton (NOCS), UK</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Naval Postgraduate School, Monterey, California, USA</addr-line>
</aff>
<pub-date pub-type="epub">
<day>14</day>
<month>05</month>
<year>2007</year>
</pub-date>
<volume>3</volume>
<issue>2</issue>
<fpage>223</fpage>
<lpage>228</lpage>
<permissions>
<copyright-statement>Copyright: &#x000a9; 2007 D. Cromwell et al.</copyright-statement>
<copyright-year>2007</copyright-year>
<license license-type="open-access">
<license-p>This work is licensed under the Creative Commons Attribution-NonCommercial-ShareAlike 2.5 Generic License. To view a copy of this licence, visit <ext-link ext-link-type="uri"  xlink:href="https://creativecommons.org/licenses/by-nc-sa/2.5/">https://creativecommons.org/licenses/by-nc-sa/2.5/</ext-link></license-p>
</license>
</permissions>
<self-uri xlink:href="https://os.copernicus.org/articles/3/223/2007/os-3-223-2007.html">This article is available from https://os.copernicus.org/articles/3/223/2007/os-3-223-2007.html</self-uri>
<self-uri xlink:href="https://os.copernicus.org/articles/3/223/2007/os-3-223-2007.pdf">The full text article is available as a PDF file from https://os.copernicus.org/articles/3/223/2007/os-3-223-2007.pdf</self-uri>
<abstract>
<p>We present a step towards measuring the meridional overturning circulation
(MOC), i.e. the full-depth water mass transport, in the North Atlantic using
satellite data. Using the Parallel Ocean Climate Model, we simulate
satellite observations of ocean bottom pressure and sea surface height (SSH)
over the 20-year period from 1979&amp;ndash;1998, and use a linear model to estimate
the MOC. As much as 93.5% of the variability in the smoothed transport is
thereby explained. This increases to 98% when SSH and bottom pressure are
first smoothed. We present initial studies of predicting the time evolution
of the MOC, with promising results. It should be stressed that this is an
initial step only, and that to produce an actual working system for
measuring the MOC from space would require considerable future work.</p>
</abstract>
<counts><page-count count="6"/></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"> Bryden, H. L., Longworth, H. R., and Cunningham, S. A.: Slowing of the Atlantic meridional overturning circulation at 25&amp;deg; N, Nature, 438, 655&amp;ndash;657, 2005. </mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple"> Chassignet, E. P., Smith, L. T., Halliwell, G. R., and Bleck, R.: North Atlantic simulation with the HYbrid Coordinate Ocean Model (HYCOM): Impact of the vertical coordinate choice, reference density, and thermobaricity, J. Phys. Oceanogr., 33, 2504&amp;ndash;2526, 2003. </mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple"> Gordon, C., Cooper, C., Senior, C. A. , Banks, H.T., Gregory, J. M., Johns, T. C., Mitchell, J. F. B., and Wood, R. A.: The simulation of SST, sea ice extents and ocean heat transports in a version of the Hadley Centre coupled model without flux adjustments, Clim. Dyn., 16, 147&amp;ndash;168, 2000. </mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple"> Gregory, J. M., K. W. Dixon, R. J. Stouffer, A. J. Weaver, E. Driesschaert, M. Eby, T. Fichefet, H. Hasumi, A. Hu, J. H. Jungclaus, I. V. Kamenkovich, A. Levermann, M. Montoya, S. Murakami, S. Nawrath, A. Oka, A. P. Sokolov, and R. B. Thorpe: A model intercomparison of changes in the Atlantic thermohaline circulation in response to increasing atmospheric CO&lt;sub&gt;2&lt;/sub&gt; concentration, Geophys. Res. Lett., 32, L12703, https://doi.org/10.1029/2005GL023209, 2005. </mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple"> Häkkinen, S.: Variability in sea surface height: A qualitative measure for the meridional overturning in the North Atlantic, J. Geophys. Res., 106, 13 837&amp;ndash;13 848, 2001. </mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple"> Häkkinen, S. and Rhines, P. B.: Decline of Subpolar North Atlantic Circulation During the 1990s, Science, 304, 555&amp;ndash;559, 2004. </mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple"> Hastie, T., Tibshirani, R., and Friedman, J.: The Elements of Statistical Learning: Data Mining, Inference and Prediction. Springer, 2003. </mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple"> Hirschi, J, Baehr, J., Marotzke, J., Stark, J., Cunningham, S., and Beismann, J.-O.: A monitoring design for the Atlantic Meridional Overturning Circulation, Geophys. Res. Lett., 30(7), 1413, https://doi.org/10.1029/2002GL016776, 2003. </mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple"> Killworth, P. D., Stainforth, D., Webb, D. J., and Patterson, S. M.: The development of a free-surface Bryan-Cox-Semtner ocean model, J. Phys. Oceangr., 21, 1333&amp;ndash;1348, 1991. </mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple"> Levermann, A., Griesel, A., Hofmann, M., Montoya, M., and Rahmstorf, S.: Dynamic sea level changes following changes in the thermohaline circulation, Clim. Dyn., 24, 347&amp;ndash;354, 2005. </mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple"> McDougall, T. J., Greatbatch, R. J., and Lu, Y.: On conservation Equations in Oceanography: How Accurate are Boussinesq Ocean Models?, J. Phys. Oceangr., 32, 1574&amp;ndash;1584, 2002. </mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple"> Marsh, R., de Cuevas, B. A., Coward, A. C., Bryden, H. L., and Alvarez, M.: Thermohaline circulation at three key sections in the North Atlantic over 1985-2002, Geophys. Res. Lett., 32, L10604, https://doi.org/10.1029/2004GL022281, 2005. </mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple"> Matano, R. P., Beier, E. J., Strub, P. T., and Tokmakian, R.: Large-scale forcing of the Agulhas variability: The seasonal cycle, J. Phys. Oceangr., 32, 1228&amp;ndash;1241, 2002. </mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple"> R Development Core Team: R: A language and environment for statistical computing, R Foundation for Statistical Computing, Vienna, Austria, http://www.R-project.org, 2004. </mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple"> Rahmstorf, S.: Thermohaline Ocean Circulation, in Encyclopedia of Quaternary Sciences, edited by: Elias, S. A., Amsterdam, Elsevier, 2006. </mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple"> Rahmstorf, S. and Ganopolski, A.: Long-term global warming scenarios computed with an efficient coupled climate model, Clim. Change, 43, 353&amp;ndash;367, 1999. </mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple"> Semtner, A. J. and Chervin, R. M.: Ocean general circulation from a global eddy-resolving model, J. Geophys. Res., 97, 5493&amp;ndash;5550, 1992. </mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple"> Stammer D., Tokmakian, R., Semtner, A., and Wunsch, C.: How well does a 1/4&amp;deg; global circulation model simulate large-scale oceanic observations? J. Geophys. Res., 101(C10), 25 779&amp;ndash;25 811, 1996. </mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple"> Stocker, T. F., Knutti, R., and Plattner, G.-K.: The Future of the Thermohaline Circulation &amp;ndash; A Perspective in The Oceans and Rapid Climate Change: Past, Present and Future, edited by: Barron, E. J. and Seidov, D., American Geophysical Union. Geophysical Monograph., 126, 277&amp;ndash;293, 2001. </mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple"> Tapley, B. D., Chambers, D. P., Bettadpur, S., and Ries, J. C.: Large scale ocean circulation from the GRACE GGM01 Geoid, Geophys. Res. Lett., 30(22), 2163, https://doi.org/10.1029/2003GL018622, 2003. </mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple"> Tapley B. D., Bettadpur, S., Watkins, M., and Reigber, C.: The gravity recovery and climate experiment: Mission overview and early results, Geophys. Res. Lett. 31, L09607, https://doi.org/10.1029/2004GL019920, 2004a. </mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple"> Tapley, B. D., Bettadpur, S., Ries, J. C., Thompson, P. F., and Watkins, M. M.: GRACE Measurements of Mass Variability in the Earth System, Science, 305, 503&amp;ndash;505, 2004b. </mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple"> Tokmakian, R.: Comparisons of time series from two global models with tide-gauge data, Geophys. Res. Lett., 23(25), 3759&amp;ndash;3762, 1996. </mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple"> Tokmakian, R. and Challenor, P. G.: On the joint estimation of model and satellite sea surface height anomaly errors, Ocean Modell., 1, 39&amp;ndash;52, 1999. </mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple"> Venables, W. N. and Ripley, B. D.: Modern Applied Statistics with S, Springer, New York, 2002. </mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple"> Wahr, J. and Molenaar, M.: Time variability of the Earth&apos;s gravity field: Hydrological and oceanic effects and their possible detection using GRACE, J. Geophys. Res., 103(B12), 30 205&amp;ndash;30 229, 1998. </mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple"> Webb, D. J.: An ocean model code for array processor computers, Comput. Geosci., 22, 569&amp;ndash;578, 1996. </mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple"> Wilkinson, G. N. and Rogers, C. E.: Symbolic description of factorial models for analysis of variance, Appl. Statist., 22, 392&amp;ndash;399, 1973. </mixed-citation>
</ref>
<ref id="ref29">
<label>29</label><mixed-citation publication-type="other" xlink:type="simple"> Wood, R. A., Keen, A. B., Mitchell, J. F. B., and Gregory, J. M.: Changing spatial structure of the thermohaline circulation in response to atmospheric CO&lt;sub&gt;2&lt;/sub&gt; forcing in a climate model, Nature, 399, 572&amp;ndash;575, 1999. </mixed-citation>
</ref>
</ref-list>
</back>
</article>