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            <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/dataset/856942.rdf" xlink:actuate="onRequest">Global reconstructions of particle biovolume, size distribution, and carbon export flux from the seasonal euphotic zone and maximum winter time mixed layer from particle profiles conducted during cruises from 2008 to 2020</gmx:Anchor>
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            <gco:CharacterString>Cite this dataset as: Bianchi, D., Clements, D. (2023) Global reconstructions of particle biovolume, size distribution, and carbon export flux from the seasonal euphotic zone and maximum winter time mixed layer from particle profiles conducted during cruises from 2008 to 2020. Biological and Chemical Oceanography Data Management Office (BCO-DMO). (Version 2) Version Date 2023-02-02 [if applicable, indicate subset used]. doi:10.26008/1912/bco-dmo.856942.2 [access date]</gco:CharacterString>
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        <gco:CharacterString>Methods and Sampling: &amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;Methodology:&amp;lt;/strong&amp;gt;&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;This work is based on the compilation of over 6800 profiles of particulate matter observations from Underwater Vision Profilers (UVP5) (Rainer, 2021).&amp;amp;nbsp;The biovolume of the particle size distribution is calculated as the equivalent spherical volume of the particle size distribution &amp;amp;nbsp;(PSD), by summing the product of particle counts time particle volume in each size class. The slope of the PSD is calculated assuming a power law distribution for the particle abundance, by linear least square fit of the log of particle counts vs. the log of particle size. These quantities are estimated from two different depth horizons, the mixed layer depth (MLD_Export.nc) and the euphotic zone depth (Euphotic_Export.nc). To convert sparse observations to a global climatology, we trained 100 ensembles of regressions trees (Random Forests, RF) to predict biovolume and slope based on their relationship to well-sampled physical and biogeochemical predictors.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;We calculate the particle sinking speed and carbon content by combining PSD reconstruction (biovolume and slope) with an empirical relationship between particle size, carbon content and sinking speed, the parameters of which are optimized to match in situ particle flux observations (Bisson et al. 2018). The flux values are calculated as the sum of the PSD time the sinking carbon parameters, for each grid cell. The error for reconstructed quantities is given by the standard deviation of 100 independent realizations of the RF reconstructions.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;Sampling and analytical procedures:&amp;amp;nbsp;&amp;lt;/strong&amp;gt;&amp;lt;br /&amp;gt;
&amp;lt;br /&amp;gt;
This dataset contains a compilation of data from multiple sources. &amp;amp;nbsp;A list of all datasets and the associated information, including cruise name, is included.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Observations of Particle size and biovolume are made via the UVP5 camera, which is lowered in the water column on a CTD rosette. Images are captured at up to 30 images per second while the instrument is lowered at 1m/s. Images are analyzed and the pixel size of each particle is translated into a particle size, and the abundance calculated, following the method described by Picheral et al. (2010).  &amp;lt;br /&amp;gt;
&amp;lt;br /&amp;gt;
The data is compiled from multiple sources published and unpublished, and was accessed from EcoPart, the particle module of EcoTaxa&amp;amp;nbsp;https://ecotaxa.obs-vlfr.fr/part/ (Picheral et al., 2017).&amp;lt;br /&amp;gt;
&amp;lt;br /&amp;gt;
&amp;lt;strong&amp;gt;Instruments&amp;lt;/strong&amp;gt;:&amp;amp;nbsp;&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Observations of particle abundance and biovolume were made with the Underwater Vision Profiler, version 5 (UVP5).&amp;lt;/p&amp;gt;</gco:CharacterString>
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        <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/award/846644.rdf" xlink:title="OCE-1635632" xlink:actuate="onRequest">Funding provided by NSF Division of Ocean Sciences (NSF OCE) Award Number: OCE-1635632 Award URL: https://www.nsf.gov/awardsearch/show-award?AWD_ID=1635632</gmx:Anchor>
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Until recently, organic matter decomposition (respiration) was thought to occur primarily in oxygenated seawater; however, evidence has surfaced that respiration can occur under low oxygen conditions (anaerobic) similar to those found within microenvironments of suspended particles. As such, the possibility exists that these anaerobic reactions are more widespread than previously thought and could play a significant role in the cycling of sulfur, nitrogen, and some trace metals. Researchers from the University of California-Los Angeles and the University of Washington plan to study these reactions by developing a particle-redox model to simulate the biogeochemistry of anaerobic microenvironments and make predictions which can be tested against available ocean data (GEOTRACES program). The study is intended to understand the conditions needed to cycle nitrogen and sulfur in these particle microenvironments, the scavenging of trace metals during sulfide precipitations, and develop a tracer for particle bound denitrification (removal of nitrogen by microbes). This project will be the first funding support for two tenure-track faculty who are dedicated to education and public outreach to help broaden involvement in ocean sciences. One of the investigators will be involved as a youth educator in the &quot;Students on Ice&quot; program which conducts workshops that allows youth to gain experience at sea learning about oceanography, whereas the other would organize a series of workshops to engage students from the Rochester City School District in science.&lt;/p&gt;
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&amp;lt;p&amp;gt;This work is based on the compilation of over 6800 profiles of particulate matter observations from Underwater Vision Profilers (UVP5) (Rainer, 2021).&amp;amp;nbsp;The biovolume of the particle size distribution is calculated as the equivalent spherical volume of the particle size distribution &amp;amp;nbsp;(PSD), by summing the product of particle counts time particle volume in each size class. The slope of the PSD is calculated assuming a power law distribution for the particle abundance, by linear least square fit of the log of particle counts vs. the log of particle size. These quantities are estimated from two different depth horizons, the mixed layer depth (MLD_Export.nc) and the euphotic zone depth (Euphotic_Export.nc). To convert sparse observations to a global climatology, we trained 100 ensembles of regressions trees (Random Forests, RF) to predict biovolume and slope based on their relationship to well-sampled physical and biogeochemical predictors.&amp;lt;/p&amp;gt;

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&amp;lt;p&amp;gt;Observations of Particle size and biovolume are made via the UVP5 camera, which is lowered in the water column on a CTD rosette. Images are captured at up to 30 images per second while the instrument is lowered at 1m/s. Images are analyzed and the pixel size of each particle is translated into a particle size, and the abundance calculated, following the method described by Picheral et al. (2010).  &amp;lt;br /&amp;gt;
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&amp;lt;strong&amp;gt;Instruments&amp;lt;/strong&amp;gt;:&amp;amp;nbsp;&amp;lt;/p&amp;gt;

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    <gmi:MI_AcquisitionInformation>
    <gmi:instrument>
        <gmi:MI_Instrument>
          <gmi:identifier>
            <gmd:MD_Identifier>
              <gmd:code>
                <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/instrument/605.rdf" xlink:title="Underwater Vision Profiler 5" xlink:actuate="onRequest">nderwater Vision Profiler, version 5 (UVP5)</gmx:Anchor>
              </gmd:code>
            </gmd:MD_Identifier>
          </gmi:identifier>
          <gmi:type>
            <gco:CharacterString>nderwater Vision Profiler, version 5 (UVP5)</gco:CharacterString>
          </gmi:type>
          <gmi:description>
            <gco:CharacterString>PI Supplied Instrument Name: nderwater Vision Profiler, version 5 (UVP5) PI Supplied Instrument Description:Observations of particle abundance and biovolume were made with the Underwater Vision Profiler, version 5 (UVP5). Instrument Name: Underwater Vision Profiler 5 Instrument Short Name:UVP5   Instrument Description: A description of the UVP5 instrument can be found in the following publication: Picheral, M., L. Guidi, L. Stemmann, D. M. Karl, G. Iddaoud, and G. Gorsky. 2010. The Underwater Vision Profiler 5: An advanced instrument for high spatial resolution studies of particle size spectra and zooplankton. Limnol. Oceanogr. Meth. 8: 462-473. (doi: 10.4319/lom.2010.8.462)</gco:CharacterString>
          </gmi:description>
        </gmi:MI_Instrument>
      </gmi:instrument>
      </gmi:MI_AcquisitionInformation>
  </gmi:acquisitionInformation>
</gmi:MI_Metadata>
