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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-9-477-2013</article-id>
<title-group>
<article-title>MERIS-based ocean colour classification with the discrete Forel–Ule scale</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Wernand</surname>
<given-names>M. 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>Hommersom</surname>
<given-names>A.</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>van der Woerd</surname>
<given-names>H. J.</given-names>
<ext-link>https://orcid.org/0000-0002-8901-7567</ext-link>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>Royal Netherlands Institute for Sea Research, Physical Oceanography, Marine Optics and Remote Sensing, P.O. Box 59, 1790AB Den Burg, Texel, the Netherlands</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Institute for Environmental Studies (IVM), VU University Amsterdam, De Boelelaan 1087, 1081 HV Amsterdam, the Netherlands</addr-line>
</aff>
<pub-date pub-type="epub">
<day>02</day>
<month>05</month>
<year>2013</year>
</pub-date>
<volume>9</volume>
<issue>3</issue>
<fpage>477</fpage>
<lpage>487</lpage>
<permissions>
<copyright-statement>Copyright: &#x000a9; 2013 M. R. Wernand 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/9/477/2013/os-9-477-2013.html">This article is available from https://os.copernicus.org/articles/9/477/2013/os-9-477-2013.html</self-uri>
<self-uri xlink:href="https://os.copernicus.org/articles/9/477/2013/os-9-477-2013.pdf">The full text article is available as a PDF file from https://os.copernicus.org/articles/9/477/2013/os-9-477-2013.pdf</self-uri>
<abstract>
<p>Multispectral information from satellite borne ocean colour sensors is at
present used to characterize natural waters via the retrieval of
concentrations of the three dominant optical constituents; pigments of
phytoplankton, non-algal particles and coloured dissolved organic matter. A
limitation of this approach is that accurate retrieval of these constituents
requires detailed local knowledge of the specific absorption and scattering
properties. In addition, the retrieval algorithms generally use only a
limited part of the collected spectral information. In this paper we present
an additional new algorithm that has the merit of using the full spectral
information in the visible domain to characterize natural waters in a simple
and globally valid way. This Forel–Ule MERIS (FUME) algorithm converts the
normalized multiband reflectance information into a discrete set of numbers
using uniform colourimetric functions. The Forel–Ule (&lt;i&gt;FU&lt;/i&gt;) scale is a sea colour
comparator scale that has been developed to cover all possible natural sea
colours, ranging from indigo blue (the open ocean) to brownish-green (coastal
water) and even brown (humic-acid dominated) waters. Data using this scale
have been collected since the late nineteenth century, and therefore, this
algorithm creates the possibility to compare historic ocean colour data with
present-day satellite ocean colour observations. The FUME algorithm was
tested by transforming a number of MERIS satellite images into Forel–Ule
colour index images and comparing in situ observed &lt;i&gt;FU&lt;/i&gt; numbers with
&lt;i&gt;FU&lt;/i&gt; numbers modelled from in situ radiometer measurements. Similar
patterns and &lt;i&gt;FU&lt;/i&gt; numbers were observed when comparing MERIS ocean colour
distribution maps with ground truth Forel–Ule observations. The &lt;i&gt;FU&lt;/i&gt;
numbers modelled from in situ radiometer measurements showed a good
correlation with observed &lt;i&gt;FU&lt;/i&gt; numbers (&lt;i&gt;R&lt;/i&gt;&lt;sup&gt;2&lt;/sup&gt; = 0.81 when full
spectra are used and &lt;i&gt;R&lt;/i&gt;&lt;sup&gt;2&lt;/sup&gt; = 0.71 when MERIS bands are used).</p>
</abstract>
<counts><page-count count="11"/></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">Antoine, D., Morel, A., Gordon, H. R., Banzon, V. F., and Evans, R. H.: Bridging ocean colour observations of the 1980s and 2000s in search of long-term trends, J. Geophys. Res. 110, C06009, &lt;a href=&quot;http://dx.doi.org/10.1029/2004JC002620&quot;&gt;https://doi.org/10.1029/2004JC002620&lt;/a&gt;, 2005.</mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple">Behrenfeld, M. J., O&apos;Malley, R. T., Siegel, D. A., McClain, C. R., Sarmiento, J. L., Feldman, G. C., Milligan, A. J., Falkowski, P. G., Letelier, R. M., and Boss, E. S.: Climate-driven trends in contemporary ocean productivity, Nature, 444, 752–755, 2006.</mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple">Boyer, T. P., Antonov, J. I., Garcia, H. E., Johnson, D. R., Locarnini, R. A., Mishonov, A. V., Pitcher, M. T., Baranova, O. K., and Smolyar, I. V.:  World Ocean Database 2005,  edited by:  Levitus, S., NOAA Atlas NESDIS 60, US Government Printing Office, Washington, DC, 190 pp., 2006.</mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple">Brockmann, C., Block, T., Faber, O., Fokken, L., and Kock, O.: MERCI – MERIS Catalogue and Inventory, MERIS-ATSR workshop, ESA, ESRIN, 2005.</mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple">Chen, C.-T. A.: The Three Gorges dam: Reducing the upwelling and thus productivity in the East China Sea, Geophys. Res. Lett., 27,&amp;nbsp;381–383, 2000.</mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple">CIE: Commission Internationale de l&apos;Éclairage proceedings, 1931, Cambridge University Press, Cambridge,  1932.</mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple">ESA: MERIS Algorithm Theoretical Basis Documents, &lt;a href=&quot;http://envisat.esa.int/instruments/ meris/pdf/&quot;&gt;http://envisat.esa.int/instruments/ meris/pdf/&lt;/a&gt; (last access: 7&amp;nbsp;January&amp;nbsp;2012), 2012.</mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple">Forel, F. A.: Une nouvelle forme de la gamme de couleur pour l&apos;étude de l&apos;eau des lacs, Archives des Sciences Physiques et Naturelles/Société de Physique et d&apos;Histoire Naturelle de Genève, VI, 25 pp., 1890.</mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple">Gong, G.-C., Chang, J., Chiang, K.-P., Hsiung, T.-M., Hung, C.-C., Duan, S.-W., and Codispoti, L. A.: Reduction of primary production and changing of nutrient ratio in the East China Sea: Effect of the Three Gorges Dam? Geophys. Res. Lett., 33, L14609, &lt;a href=&quot;http://dx.doi.org/10.1029/2006GL025800&quot;&gt;https://doi.org/10.1029/2006GL025800&lt;/a&gt;, 2006.</mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple">Gordon, H. R. and Voss, K. J.: MODIS Normalized Water-leaving Radiance Algorithm Theoretical Basis Document, Vol. MOD 18, Version 4, 1999.</mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple">Heuermann, R., Reuter, R., and Willkomm, R.: RAMSES, A modular multispectral radiometer for light measurements in the UV and VIS, in: SPIE Proc. Series, 3821, 279–285, 1999.</mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple">Hommersom, A., Peters, S., Wernand, M. R., and De Boer, J.: Spatial and temporal variability in bio-optical properties of the Wadden Sea, Estuarine, Coastal and Shelf Sci., 83, 360–370, 2009.</mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple">Hommersom, A., Wernand, M. R., Peters, S., Eleveld, M. A., van der woerd Woerd, H. J., and de Boer, J.: Spectra of a shallow sea – unmixing for class identification and monitoring of coastal waters. Ocean Dynamics, 61, 463–480, &lt;a href=&quot;http://dx.doi.org/10.1007/s10236-010-0373-4&quot;&gt;https://doi.org/10.1007/s10236-010-0373-4&lt;/a&gt;, 2011.</mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple">IOCCG: Minimum Requirement for an Operational Ocean-Colour Sensor for the Open Ocean, Report Number 1, &lt;a href=&quot;http://www.ioccg.org/reports_ioccg.html&quot;&gt;http://www.ioccg.org/reports_ioccg.html&lt;/a&gt; (last access: 7&amp;nbsp;January&amp;nbsp;2012), 1998.</mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple">Lee, Z. P., Carder, K. L., Hawes, S. K., Steward, R. G., Peacock, T. G., and Davis, C. O.: Model for the interpretation of hyperspectral remote-sensing reflectance, Appl. Opt., 33, 5721–5732, 1994.</mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple">Mobley, C. D.:  Light and Water: Radiative Transfer in Natural Waters, Academic Press, San Diego, 1994.</mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple">Moore, T. S., Campbell, J. W., and Dowell, M. D.: A class-based approach to characterizing and mapping the uncertainty of the MODIS ocean chlorophyll product, Remote Sens. Environ., 113, 2424–2430, 2009.</mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple">Morel, A. and Prieur, L.: Analysis of variations in ocean color, Limnol. Oceanogr., 22, 709–722, 1977.</mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple">Mueller, J. L., Davis, C., Arnone, R., Frouin, R., Carder, K., Lee, Z. P., Steward, R. G., Hooker, S., Mobley, C. D., and McLean, S.: Above-Water Radiance and Remote Sensing Reflectance Measurement and Analysis Protocols. Ocean Optics Protocols for Satellite Ocean Colour Sensor Validation, Revision 4, Volume III: Radiometric Measurements and Data Analysis Protocols, NASA/TM-2003-21621/Rev4 III, 21–31, 2003.</mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple">Odermat, D., Gitelson, A., Brando, V. E., and Schaepman, M.: Review of constituent retrieval in optically deep and complex waters from satellite imagery, Remote Sens. Environ., 118, 116–126, 2012.</mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple">Polovina J. J., Howell, E. A., and Abecassis, M.: Ocean&apos;s least productive waters are expanding, Geophys Res. Let., 35, L03618, &lt;a href=&quot;http://dx.doi.org/10.1029/2007GL031745&quot;&gt;https://doi.org/10.1029/2007GL031745&lt;/a&gt;, 2008.</mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple">Rast, M., Bezy, J. L., and Bruzzi, S.: The ESA Medium Resolution Imaging Spectrometer MERIS: a review of the instrument and its mission, Int. J. Remote Sens., 20, 1681–1702, 1999.</mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple">Tilstone, G., Peters, S. W. M., Van der Woerd, H., Eleveld, M., Ruddick, K, Schoenfeld, W., Krasemann, H., Martinez-Vicente, V., Blondeau-Patissier, D., Röttgers, R., Sørensen, K., Jorgensen, P., and Shutler, J.: Variability in specific-absorption properties and their use in a semi-analytical Ocean Colour algorithm for MERIS in North Sea and Western English Channel Coastal Waters, Remote Sens. Environ., 118, 320–338, 2012.</mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple">Ule, W.: Die bestimmung der Wasserfarbe in den Seen, Kleinere Mittheilungen, A. Petermanns Mittheilungen aus Justus Perthes geographischer Anstalt, Gotha, Justus Perthes, 70–71, 1892.</mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple">Van der Woerd, H. J. and Pasterkamp, R.: HYDROPT: A fast and flexible method to retrieve chlorophyll-a from multispectral satellite observations of optically complex coastal waters, Remote Sens. Environ., 112, 1795–1807, 2008.</mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple">Watson, D. F. and Philip, G. M.: A Refinement of Inverse Distance Weighted Interpolation, Geoprocessing, 2, 315–327, 1985.</mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple">Wernand, M. R. and Gieskes, W. W. W.: Ocean optics from 1600 (Hudson) to 1930 (Raman); Shift in interpretation of natural water colouring, Union des océanographes de France, 2011.</mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple">Wernand, M. R. and Van der Woerd, H. J.: Spectral analysis of the Forel-Ule Ocean colour comparator scale, J. Europ. Opt. Soc. Rap. Public., 5, 10014s, &lt;a href=&quot;http://dx.doi.org/10.2971/jeos.2010.10014s&quot;&gt;https://doi.org/10.2971/jeos.2010.10014s&lt;/a&gt;, 2010a.</mixed-citation>
</ref>
<ref id="ref29">
<label>29</label><mixed-citation publication-type="other" xlink:type="simple">Wernand, M. R. and Van der Woerd, H. J.: Ocean colour changes in the North Pacific since 1930, J. Europ. Opt. Soc. Rap. Public., 5, 10015s, &lt;a href=&quot;http://dx.doi.org/10.2971/jeos.2010.10015s&quot;&gt;https://doi.org/10.2971/jeos.2010.10015s&lt;/a&gt;, 2010b.</mixed-citation>
</ref>
<ref id="ref30">
<label>30</label><mixed-citation publication-type="other" xlink:type="simple">Wernand, M. R., van der Woerd, H. J., and Gieskes, W. W. W.: Trends in ocean colour and chlorophyll concentration from 1889 to 2000, worldwide, PLOS ONE, accepted, 2013.</mixed-citation>
</ref>
<ref id="ref31">
<label>31</label><mixed-citation publication-type="other" xlink:type="simple">Wyszecki, G. G. and Stilles, W. S.: Colour science; concepts and methods, quantitative data and formulae. Second edition, Wiley classics Library edition, Wiley &amp; Sons, INC, 127–129, 2000.</mixed-citation>
</ref>
</ref-list>
</back>
</article>