<?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">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-9-57-2013</article-id>
<title-group>
<article-title>Evaluation of global monitoring and forecasting systems at Mercator Océan</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Lellouche</surname>
<given-names>J.-M.</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>Le Galloudec</surname>
<given-names>O.</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>Drévillon</surname>
<given-names>M.</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>Régnier</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>Greiner</surname>
<given-names>E.</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>Garric</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>Ferry</surname>
<given-names>N.</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>Desportes</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>Testut</surname>
<given-names>C.-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>Bricaud</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>Bourdallé-Badie</surname>
<given-names>R.</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>Tranchant</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>Benkiran</surname>
<given-names>M.</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>Drillet</surname>
<given-names>Y.</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>Daudin</surname>
<given-names>A.</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>De Nicola</surname>
<given-names>C.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>Mercator Océan, Ramonville Saint Agne, France</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>CLS, Ramonville Saint Agne, France</addr-line>
</aff>
<pub-date pub-type="epub">
<day>17</day>
<month>01</month>
<year>2013</year>
</pub-date>
<volume>9</volume>
<issue>1</issue>
<fpage>57</fpage>
<lpage>81</lpage>
<permissions>
<copyright-statement>Copyright: &#x000a9; 2013 J.-M. Lellouche et al.</copyright-statement>
<copyright-year>2013</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://os.copernicus.org/articles/9/57/2013/os-9-57-2013.html">This article is available from https://os.copernicus.org/articles/9/57/2013/os-9-57-2013.html</self-uri>
<self-uri xlink:href="https://os.copernicus.org/articles/9/57/2013/os-9-57-2013.pdf">The full text article is available as a PDF file from https://os.copernicus.org/articles/9/57/2013/os-9-57-2013.pdf</self-uri>
<abstract>
<p>Since  December 2010, the MyOcean global analysis and forecasting system
has consisted of the Mercator Océan NEMO global 1/4° configuration
with a 1/12° nested model over the Atlantic and the Mediterranean.
The open boundary data for the nested configuration come from the global
1/4° configuration at 20° S and 80° N.
&lt;br&gt;&lt;br&gt;
The data are assimilated by means of a reduced-order Kalman filter with a
3-D multivariate modal decomposition of the forecast error. It includes an
adaptive-error estimate and a localization algorithm. A 3-D-Var scheme
provides a correction for the slowly evolving large-scale biases in
temperature and salinity. Altimeter data, satellite sea surface temperature
and in situ temperature and salinity vertical profiles are jointly
assimilated to estimate the initial conditions for numerical ocean
forecasting. In addition to the quality control performed by data producers,
the system carries out a proper quality control on temperature and salinity
vertical profiles in order to minimise the risk of erroneous observed
profiles being assimilated in the model.
&lt;br&gt;&lt;br&gt;
This paper describes the recent systems used by Mercator Océan and the
validation procedure applied to current MyOcean systems as well as systems
under development. The paper shows how refinements or adjustments to the
system during the validation procedure affect its quality. Additionally, we
show that quality checks (in situ, drifters) and data sources (satellite sea
surface temperature) have as great an impact as the system design (model
physics and assimilation parameters). The results of the scientific
assessment are illustrated with diagnostics over the year 2010 mainly,
assorted with time series over the 2007–2011 period. The validation
procedure demonstrates the accuracy of MyOcean global products, whose
quality is stable over time. All monitoring systems are close to altimetric
observations with a forecast RMS difference of 7 cm. The update of the mean
dynamic topography corrects local biases in the Indonesian Throughflow and
in the western tropical Pacific. This improves also the subsurface currents
at the Equator. The global systems give an accurate description of water
masses almost everywhere. Between 0 and 500 m, departures from in situ
observations rarely exceed 1 °C and 0.2 psu. The assimilation of
an improved sea surface temperature product aims to better represent the
sea ice concentration and the sea ice edge. The systems under development
are still suffering from a drift which can only be detected by means of a 5-yr hindcast, preventing us from upgrading them in real time. This emphasizes
the need to pursue research while building future systems for MyOcean2
forecasting.</p>
</abstract>
<counts><page-count count="25"/></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">Amante C. and Eakins, B. W.: ETOPO1 1 Arc-minute global relief model: procedures, data sources and analysis, NOAA Technical Memorandum NESDIS NGDC-24, 25 pp., 2009.</mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple">Antonov, J. I., Locarnini, R. A., Boyer, T. P., Mishonov, A. V., and Garcia, H. E.: World Ocean Atlas 2005, Vol. 2: Salinity, in: NOAA Atlas NESDIS 62, edited by: Levitus, S., US Government Printing Office, Washington, DC, 182 pp., 2006.</mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple">Arakawa, A. and Lamb, V. R.: A potential enstrophy and energy conserving scheme for the shallow water equations, Mon. Weather. Rev., 109, 18–36, 1981.</mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple">Barnier, B., Madec, G., Penduff, T., Molines, J. M., Treguier, A. M., Le Sommer, J., Beckmann, A., Biastoch, A., Böning, C., Dengg, J., Derval, C., Durand, E., Gulev, S., Remy, E., Talandier, C., Theetten, S., Maltrud, M., McClean, J., and De Cuevas, B.: Impact of partial steps and momentum advection schemes in a global circulation model at eddy permitting resolution, Ocean Dynam., 56, 543–567, 2006.</mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple">Becker, J. J., Sandwell, D. T., Smith, W. H. F., Braud, J., Binder, B., Depner, J., Fabre, D., Factor, J., Ingalls, S., Kim, S.H., Ladner, R., Marks, K., Nelson, S., Pharaoh, A., Trimmer, R., Von Rosenberg, J., Wallace, G., and Weatherall, P.: Global Bathymetry and Elevation Data at 30 Arc Seconds Resolution: SRTM30_PLUS, Mar. Geod., 32, 355–371, &lt;a href=&quot;http://dx.doi.org/10.1080/01490410903297766&quot;&gt;https://doi.org/10.1080/01490410903297766&lt;/a&gt;, 2009.</mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple">Benkiran, M. and Greiner, E.: Impact of the Incremental Analysis Updates on a Real-Time System of the North Atlantic Ocean, J. Atmos. Ocean. Tech., 25, 2055–2073, 2008.</mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple">Bernie, D. J., Woolnough, S. J., Slingo, J. M., and Guilyardi, E.: Modeling diurnal and intraseasonal variability of the ocean mixed layer, J. Climate, 18, 1190–1202, 2005.</mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple">Blanke, B. and Delecluse, P.: Variability of the tropical Atlantic-Ocean simulated by a general-circulation model with 2 different mixed-layer physics, J. Phys. Oceanogr., 23, 1363–1388, 1993.</mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple">Bloom, S. C., Takas, L. L., Da Silva, A. M., and Ledvina, D.: Data assimilation using incremental analysis updates. Mon. Weather Rev., 124, 1256–1271, 1996.</mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple">Cabanes, C., Grouazel, A., Von Schuckmann, K., Hamon, M., Turpin, V., Coatanoan, C., Guinehut, S., Boone, C., Ferry, N., Reverdin, G., Pouliquen, S., and Le Traon, P. Y.: The CORA dataset: Validation and Diagnostics of ocean temperature and salinity in situ measurement, Ocean Sci., in press, 2013.</mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple">Chelton, D. B., Wentz, F. J., Gentemann, C. L., De Szoeke, R. A., and Schlax, M. G.: Satellite microwave SST observations of transequatorial tropical instability waves, Geophys. Res. Lett., 27, 1239–1242, 2000.</mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple">Chen, J. L., Wilson, C. R., Tapley, B. D., Famiglietti, J. S., and Rodell, M.: Seasonal global mean sea level change from satellite altimeter, GRACE, and geophysical models, J. Geodesy, 79, 532–539, &lt;a href=&quot;http://dx.doi.org/10.1007/s00190-005-0005-9&quot;&gt;https://doi.org/10.1007/s00190-005-0005-9&lt;/a&gt;, 2005.</mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple">Cravatte, S., Madec, G., Izumo, T., Menkes, C., and Bozec, A.: Progress in the 3-D circulation of the eastern equatorial Pacific in a climate, Ocean Model., 17, 28–48, 2007.</mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple">Crosnier, L. and Le Provost, C.: Inter-comparing five forecast operational systems in the North Atlantic and Mediterranean basins: the MERSEA-strand1 methodology, J. Mar. Syst., 65, 354–375, 2007.</mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple">Cummings, J., Bertino, L., Brasseur, P., Fukumori, I., Kamachi, M., Martin, M. J., Mogensen, K., Oke, P., Testut, C. E., Verron, J., and Weaver, A.: Ocean Data Assimilation Systems for GODAE, Oceanography, 22, 96–109, 2009.</mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple">Dai, A. and Trenberth, K. E.: Estimates of freshwater discharge from continents: latitudinal and seasonal variations, J. Hydrometeorol., 3, 660–687, 2002.</mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple">Delcroix, T., Picaut, J., and Eldin, G.: Equatorial Kelvin and Rossby waves evidenced in the Pacific Ocean through Geosat Sea Level and Surface Current Anomalies, J. Geophys. Res., 96, 3249–3262, 1991.</mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple">Dombrowsky, E., Bertino, L., Brassington, G. B., Chassignet, E. P., Davidson, F., Hurlburt, H. E., Kamachi, M., Lee, T., Martin, M. J., Mei, S., and Tonani, M.: GODAE systems in operation, Oceanography, 22, 80–95, &lt;a href=&quot;http://dx.doi.org/10.5670/oceanog.2009.68&quot;&gt;https://doi.org/10.5670/oceanog.2009.68&lt;/a&gt;, 2009.</mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple">Donlon, C. J., Martin, M., Stark, J. D., Roberts-Jones, J., Fiedler, E., and Wimmer, W.: The Operational Sea Surface Temperature and Sea Ice Analysis (OSTIA) system, Remote Sens. Environ., 116, 140–158, 2012.</mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple">Elmoussaoui, A., Perruche, C., Greiner, E., Ethé, C., and Gehlen, M.: Integration of biogeochemistry into Mercaor Océan systems, Mercator Océan Newsletter 40: MyOcean Ecosystem Models, 3–14, 2011.</mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple">Ezraty, R., Girard-Ardhuin, F., Piolle, J. F., Kaleschke, L., and Heygster, G.: Arctic and Antarctic sea ice concentration and Arctic sea ice drift estimated from Special Sensor Microwave data, User&apos;s Manuel Version 2.1, CERSAT, 2007.</mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple">Ferry, N., Parent, L., Garric, G., Bricaud, C., Testut, C. E., Le Galloudec, O., Lellouche, J. M., Drevillon, M., Greiner, E., Barnier, B., Molines, J. M., Jourdain, N. C., Guinehut, S., Cabanes, C., and Zawadzki, L.: GLORYS2V1 global ocean reanalysis of the altimetric era (1992–2009) at meso scale, Mercator Newsletter 44, 29–39, 2012.</mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple">Fichefet, T. and Maqueda, M. A.: Sensitivity of a global sea ice model to the treatment of ice thermodynamics and dynamics, J. Geophys. Res., 102, 12609–12646, 1997.</mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple">Garric, G., Verbrugge, N., Bouillon, S., and Vancoppenolle, M.: Preliminary assessment of sea ice in the global 1/4° Mercator Ocean forecasting system, Mercator Océan Newsletter 28, 2008.</mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple">Gemmill, W., Bert K., and Xu L.: Daily Real-Time Global Sea Surface Temperature - High Resolution Analysis at NOAA/NCEP, NOAA/NWS/NCEP/MMAB Office Note Nr. 260, 39 pp., 2007.</mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple">Goosse, H., Campin, J. M., Deleersnijder, E., Fichefet, T., Mathieu, P. P., Maqueda, M. A. M., and Tartinville, B: Description of the CLIO model version 3.0, Institut d&apos;Astronomie et de Geophysique Georges Lemaitre, Catholic University of Louvain (Belgium), 2001.</mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple">Grasso, L. D.: The differentiation between grid spacing and resolution and their application to numerical modelling, B. Am. Meteor. Soc., 81, 579–580, 2000.</mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple">Grodsky, S. A., Lumpkin, R., and Carton, J. A.: Spurious trends in global surface drifter currents, Geophys. Res. Lett., 38, L10606, &lt;a href=&quot;http://dx.doi.org/10.1029/2011GL047393&quot;&gt;https://doi.org/10.1029/2011GL047393&lt;/a&gt;, 2011.</mixed-citation>
</ref>
<ref id="ref29">
<label>29</label><mixed-citation publication-type="other" xlink:type="simple">Guinehut, S.: Validation of different SST products using Argo dataset, CLS, Toulouse, Report CLS-DOS-NT-10-264, 42 pp., 2010.</mixed-citation>
</ref>
<ref id="ref30">
<label>30</label><mixed-citation publication-type="other" xlink:type="simple">Hernandez, F., Bertino, L., Brassington, G. B., Chassignet, E. P., Cummings, J., Davidson, F., Drévillon, M., Garric, G., Kamachi, M., Lellouche, J. M., Mahdon, R., Martin, M. J., Ratsimandresy, A., and Régnier, C.: Validation and intercomparison studies within GODAE, Oceanography, 22, 128–143, 2009.</mixed-citation>
</ref>
<ref id="ref31">
<label>31</label><mixed-citation publication-type="other" xlink:type="simple">Huang, X. Y., Mogensen, K. S., and Yang, X.: First-guess at appropriate time: the HIRLAM implementation and experiments, Proc. HIRLAM Workshop on Variational Data Assimilation and Remote Sensing, Helsinki, Finland, Finnish Meteorological Institute, 28–43, 2002.</mixed-citation>
</ref>
<ref id="ref32">
<label>32</label><mixed-citation publication-type="other" xlink:type="simple">Huffman, G. J., Adler, R. F., Bolvin, D. T., and Gu, G.: Improving the Global Precipitation Record: GPCP Version 2.1, Geophys. Res. Lett., 36, L17808, &lt;a href=&quot;http://dx.doi.org/10.1029/2009GL040000&quot;&gt;https://doi.org/10.1029/2009GL040000&lt;/a&gt;, 2009.</mixed-citation>
</ref>
<ref id="ref33">
<label>33</label><mixed-citation publication-type="other" xlink:type="simple">Hunke, E. C. and Dukowicz J. K.: An elastic-viscous-plastic model for sea ice dynamics, J. Phys. Oceanogr., 27, 1849–1867, 1997.</mixed-citation>
</ref>
<ref id="ref34">
<label>34</label><mixed-citation publication-type="other" xlink:type="simple">Jacobs, S., Hellmer, H., Doake, C. S. M., Jenkins, A., and Frolich, R. M.: Melting of ice shelves and the mass balance of Antarctica, J. Glaciol., 38: 375–387, 1992.</mixed-citation>
</ref>
<ref id="ref35">
<label>35</label><mixed-citation publication-type="other" xlink:type="simple">Johnson, G. C., Sloyan, B. M., Kessler, W. S., and McTaggart K. E.: Direct measurements of upper ocean currents and water properties across the tropical Pacific Ocean during the 1990&apos;s, Prog. Oceanogr., 52, 31–61, &lt;a href=&quot;http://dx.doi.org/10.1016/S0079-6611(02)00021-6&quot;&gt;https://doi.org/10.1016/S0079-6611(02)00021-6&lt;/a&gt;, 2002.</mixed-citation>
</ref>
<ref id="ref36">
<label>36</label><mixed-citation publication-type="other" xlink:type="simple">Koch-Larrouy, A., Madec, G., Blanke, B., and Molcard, R.: Water mass transformation along the Indonesian throughflow in an OGCM, Ocean Dynam., 58, 289–309, &lt;a href=&quot;http://dx.doi.org/10.1007/s10236-008-0155-4&quot;&gt;https://doi.org/10.1007/s10236-008-0155-4&lt;/a&gt;, 2008.</mixed-citation>
</ref>
<ref id="ref37">
<label>37</label><mixed-citation publication-type="other" xlink:type="simple">Large, W. G. and Yeager, S. G.: The global climatology of an interannually varying air–sea flux data set, Clim. Dynam., 33, 341–364, &lt;a href=&quot;http://dx.doi.org/10.1007/s00382-008-0441-3&quot;&gt;https://doi.org/10.1007/s00382-008-0441-3&lt;/a&gt;, 2009.</mixed-citation>
</ref>
<ref id="ref38">
<label>38</label><mixed-citation publication-type="other" xlink:type="simple">Le Traon, P. Y., Dibarboure, G., and Ducet, N.: Use of a High Resolution Model to Analyse the Mapping Capabilities of Multiple-Altimeter Missions, J. Atmos. Ocean. Tech., 18, 1277–1288, 2001.</mixed-citation>
</ref>
<ref id="ref39">
<label>39</label><mixed-citation publication-type="other" xlink:type="simple">Lévy, M., Estublier, A., and Madec, G.: Choice of an advection scheme for biogeochemical models, Geophys. Res. Lett., 28, 3725–3728, &lt;a href=&quot;http://dx.doi.org/10.1029/2001GL012947&quot;&gt;https://doi.org/10.1029/2001GL012947&lt;/a&gt;, 2001.</mixed-citation>
</ref>
<ref id="ref40">
<label>40</label><mixed-citation publication-type="other" xlink:type="simple">Lherminier, P., Mercier, H., Gourcuff, C., Alvarez, M., Bacon, S., and Kermabon, C.: Transports across the 2002 Greenland–Portugal OVIDE section and comparison with 1997, J. Geophys. Res., 112, C07003, &lt;a href=&quot;http://dx.doi.org/10.1029/2006JC003716&quot;&gt;https://doi.org/10.1029/2006JC003716&lt;/a&gt;, 2007.</mixed-citation>
</ref>
<ref id="ref41">
<label>41</label><mixed-citation publication-type="other" xlink:type="simple">Lique, C., Garric, G., Treguier, A. M., Barnier, B., Ferry, N., Testut, C. E., and Girard-Ardhuin, F.: Evolution of the Arctic Ocean salinity, 2007–2008: contrast between the Canadian and the Eurasian basins, J. Climate, 24, 1705–1717, 2011.</mixed-citation>
</ref>
<ref id="ref42">
<label>42</label><mixed-citation publication-type="other" xlink:type="simple">Locarnini, R. A., Mishonov, A. V., Antonov, J. I., Boyer, T. P., and Garcia, H. E.: World Ocean Atlas 2005, Volume 1: Temperature, in: NOAA Atlas NESDIS 61, edited by: Levitus, S., US Government Printing Office, Washington, DC, 182 pp., 2006.</mixed-citation>
</ref>
<ref id="ref43">
<label>43</label><mixed-citation publication-type="other" xlink:type="simple">Lombard, A., Garric, G., and Penduff, T.: Regional patterns of observed sea level change: insights from a 1/4° global ocean/sea-ice hindcast, Ocean Dynam., 59, 433–449, 2009.</mixed-citation>
</ref>
<ref id="ref44">
<label>44</label><mixed-citation publication-type="other" xlink:type="simple">Madec, G. and Imbard M.: A global ocean mesh to overcome the North Pole singularity, Clim. Dynam., 12, 381–388, 1996.</mixed-citation>
</ref>
<ref id="ref45">
<label>45</label><mixed-citation publication-type="other" xlink:type="simple">Madec, G. and the NEMO team: NEMO ocean engine, Note du Pôle de modélisation, Institut Pierre-Simon Laplace (IPSL), France, No. 27 ISSN, 1288–1619, 2008.</mixed-citation>
</ref>
<ref id="ref46">
<label>46</label><mixed-citation publication-type="other" xlink:type="simple">Maraldi, C., Chanut, J., Levier, B., Reffray, G., Ayoub, N., De Mey, P., Lyard, F., Cailleau, S., Drévillon, M., Fanjul, E. A., Sotillo, M. G., Marsaleix, P., and the Mercator team: NEMO on the shelf: assessment of the Iberia-Biscay-Ireland configuration, Ocean Sci., in press, 2013.</mixed-citation>
</ref>
<ref id="ref47">
<label>47</label><mixed-citation publication-type="other" xlink:type="simple">Marin, F., Kestenare, E., Delcroix, T., Durand, F., Cravatte, S., Eldin, G., and Bourdallé-Badie, R.: Annual reversal of the equatorial intermediate current in the Pacific: observations and model diagnostics, J. Phys. Oceanogr., 40, 915–933, 2010.</mixed-citation>
</ref>
<ref id="ref48">
<label>48</label><mixed-citation publication-type="other" xlink:type="simple">Murphy, A. H.: Skill scores based on the mean square error and their relationships to the correlation coefficient, Mon. Weather Rev., 116, 2417–2424, 1988.</mixed-citation>
</ref>
<ref id="ref49">
<label>49</label><mixed-citation publication-type="other" xlink:type="simple">O&apos;Dea, E. J., While, J., Furner, R., Hyder, P., Arnold, A., Storkey, D., John R., Siddorn, J. R., Martin, M., Liu, H., and Holt, J. T.: NEMO-Shelf, towards operational oceanography with SST data assimilation on the North West European Shelf, Mercator Océan Newsletter 39, 25–28, 2010.</mixed-citation>
</ref>
<ref id="ref50">
<label>50</label><mixed-citation publication-type="other" xlink:type="simple">Oke, P. R., Brassington, G. B., Griffin, D. A., and Schiller, A.: The Bluelink Ocean Data Assimilation System (BODAS), Ocean Model., 21, 46–70, 2008.</mixed-citation>
</ref>
<ref id="ref51">
<label>51</label><mixed-citation publication-type="other" xlink:type="simple">Ollivier, A. and Faugere, Y.: Envisat RA-2/MWR ocean data validation and cross-calibration Activities, Yearly report, Technical Note CLS.DOS/NT/10.018, Contract N SALP-RP-MA EA-21920-CLS, 2010.</mixed-citation>
</ref>
<ref id="ref52">
<label>52</label><mixed-citation publication-type="other" xlink:type="simple">Penduff, T., Le Sommer, J., Barnier, B., Treguier, A. M., Molines, J. M., and Madec, G.: Influence of numerical schemes on current-topography interactions in 1/4° global ocean simulations, Ocean Sci., 3, 509–524, &lt;a href=&quot;http://dx.doi.org/10.5194/os-3-509-2007&quot;&gt;https://doi.org/10.5194/os-3-509-2007&lt;/a&gt;, 2007.</mixed-citation>
</ref>
<ref id="ref53">
<label>53</label><mixed-citation publication-type="other" xlink:type="simple">Penduff, T., Juza, M., Brodeau, L., Smith, G. C., Barnier, B., Molines, J. M., Treguier, A. M., and Madec, G.: Impact of global ocean model resolution on sea-level variability with emphasis on interannual time scales, Ocean Sci., 6, 269–284, &lt;a href=&quot;http://dx.doi.org/10.5194/os-6-269-2010&quot;&gt;https://doi.org/10.5194/os-6-269-2010&lt;/a&gt;, 2010.</mixed-citation>
</ref>
<ref id="ref54">
<label>54</label><mixed-citation publication-type="other" xlink:type="simple">Pham, D. T., Verron, J., and Roubaud, M. C.: A singular evolutive extended Kalman filter for data assimilation in oceanography, J. Mar. Syst., 16, 323–340, 1998.</mixed-citation>
</ref>
<ref id="ref55">
<label>55</label><mixed-citation publication-type="other" xlink:type="simple">Redelsperger, J. L., Thorncroft, C., Diedhiou, A., Lebel, T., Parker, D. J., and Polcher, J.: African Monsoon Multidisciplinary Analysis (AMMA): an international research project and field campaign, B. Am. Meteorol. Soc., 87, 1739–1746, 2006.</mixed-citation>
</ref>
<ref id="ref56">
<label>56</label><mixed-citation publication-type="other" xlink:type="simple">Reynolds, R. W. and Chelton, D. B.: Comparisons of Daily Sea Surface Temperature Analyses for 2007–08, J. Climate, 23, 3545–3562, &lt;a href=&quot;http://dx.doi.org/10.1175/2010JCLI3294.1&quot;&gt;https://doi.org/10.1175/2010JCLI3294.1&lt;/a&gt;, 2010.</mixed-citation>
</ref>
<ref id="ref57">
<label>57</label><mixed-citation publication-type="other" xlink:type="simple">Reynolds, R. W., Smith, T. M., Liu, C., Chelton, D. B., Casey, K. S., and Schlax, M. G.: Daily high-resolution blended analyses for sea surface temperature, J. Climate, 20, 5473–5496, 2007.</mixed-citation>
</ref>
<ref id="ref58">
<label>58</label><mixed-citation publication-type="other" xlink:type="simple">Rio, M. H., Guinehut, S., and Larnicol, G.: New CNES-CLS09 global mean dynamic topography computed from the combination of GRACE data, altimetry, and in situ measurements, J. Geophys. Res., 116, C07018, &lt;a href=&quot;http://dx.doi.org/10.1029/2010JC006505&quot;&gt;https://doi.org/10.1029/2010JC006505&lt;/a&gt;, 2011.</mixed-citation>
</ref>
<ref id="ref59">
<label>59</label><mixed-citation publication-type="other" xlink:type="simple">Roemmich, D., Belbeoch, M., Belchi, P. J. V., Freeland, H., Gould, W. J., Grant, F., Ignaszewski, M., Klein, B., Mork, K.A., Owens, W.B., Pouliquen, S., Ravichandran, M., Riser, S., Sterl, A., Suga, T., Suk, M. S., Sutton, P., Thierry, V., Le Traon, P. Y., Wijffels, S., and Xu, J.: Argo: the challenge of continuing 10 years of progress, Oceanography, 22, 46–55, 2008.</mixed-citation>
</ref>
<ref id="ref60">
<label>60</label><mixed-citation publication-type="other" xlink:type="simple">Roquet, F., Charrassin, J. B., Marchand, S., Boehme, L., Fedak, M., Reverdin, G., and Guinet, C.: Delayed-mode calibration of hydrographic data obtained from animal-borne satellite relay data loggers, J. Atmos. Ocean. Tech., 28, 787–801, 2011.</mixed-citation>
</ref>
<ref id="ref61">
<label>61</label><mixed-citation publication-type="other" xlink:type="simple">Roullet, G. and Madec, G.: Salt conservation, free surface, and varying levels: a new formulation for ocean general circulation models, J. Geophys. Res., 105, 23927–23942, 2000.</mixed-citation>
</ref>
<ref id="ref62">
<label>62</label><mixed-citation publication-type="other" xlink:type="simple">Silva, T. A. M., Bigg, G. R., and Nicholls, K. W.: Contribution of giant icebergs to the Southern Ocean freshwater flux, J. Geophys. Res., 111, C03004, &lt;a href=&quot;http://dx.doi.org/10.1029/2004JC002843&quot;&gt;https://doi.org/10.1029/2004JC002843&lt;/a&gt;, 2006.</mixed-citation>
</ref>
<ref id="ref63">
<label>63</label><mixed-citation publication-type="other" xlink:type="simple">Talagrand, O.: A posteriori evaluation and verification of analysis and assimilation algorithms, Proc. of ECMWF Workshop on Diagnosis of Data Assimilation System (Reading), 17–28, 1998.</mixed-citation>
</ref>
<ref id="ref64">
<label>64</label><mixed-citation publication-type="other" xlink:type="simple">Tranchant, B., Testut, C. E., Renault, L., Ferry, N., Birol, F., and Brasseur, P.: Expected impact of the future SMOS and Aquarius Ocean surface salinity missions in the Mercator Océan operational systems: New perspectives to monitor ocean circulation, Remote Sens. Environ., 112, 1476–1487, 2008.</mixed-citation>
</ref>
</ref-list>
</back>
</article>