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  <front>
    <journal-meta><journal-id journal-id-type="publisher">BG</journal-id><journal-title-group>
    <journal-title>Biogeosciences</journal-title>
    <abbrev-journal-title abbrev-type="publisher">BG</abbrev-journal-title><abbrev-journal-title abbrev-type="nlm-ta">Biogeosciences</abbrev-journal-title>
  </journal-title-group><issn pub-type="epub">1726-4189</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/bg-18-775-2021</article-id><title-group><article-title>Technical note: A universal method for measuring the thickness<?xmltex \hack{\break}?> of
microscopic calcite crystals, based on bidirectional<?xmltex \hack{\break}?> circular polarization</article-title><alt-title>A universal method for measuring the thickness</alt-title>
      </title-group><?xmltex \runningtitle{A universal method for measuring the thickness}?><?xmltex \runningauthor{L.~Beaufort et al.}?>
      <contrib-group>
        <contrib contrib-type="author" corresp="yes" rid="aff1">
          <name><surname>Beaufort</surname><given-names>Luc</given-names></name>
          <email>beaufort@cerege.fr</email>
        <ext-link>https://orcid.org/0000-0001-6055-9373</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Gally</surname><given-names>Yves</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Suchéras-Marx</surname><given-names>Baptiste</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff2">
          <name><surname>Ferrand</surname><given-names>Patrick</given-names></name>
          
        <ext-link>https://orcid.org/0000-0002-7395-5663</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff2">
          <name><surname>Duboisset</surname><given-names>Julien</given-names></name>
          
        </contrib>
        <aff id="aff1"><label>1</label><institution>Aix Marseille Univ, CNRS, IRD, INRAE, Coll. France, CEREGE,
Aix-en-Provence, France</institution>
        </aff>
        <aff id="aff2"><label>2</label><institution>Aix Marseille Univ, CNRS, Centrale Marseille, Institut Fresnel,
Marseille, France</institution>
        </aff>
      </contrib-group>
      <author-notes><corresp id="corr1">Luc Beaufort (beaufort@cerege.fr)</corresp></author-notes><pub-date><day>2</day><month>February</month><year>2021</year></pub-date>
      
      <volume>18</volume>
      <issue>3</issue>
      <fpage>775</fpage><lpage>785</lpage>
      <history>
        <date date-type="received"><day>28</day><month>January</month><year>2020</year></date>
           <date date-type="rev-request"><day>4</day><month>February</month><year>2020</year></date>
           <date date-type="rev-recd"><day>6</day><month>November</month><year>2020</year></date>
           <date date-type="accepted"><day>9</day><month>December</month><year>2020</year></date>
      </history>
      <permissions>
        <copyright-statement>Copyright: © 2021 </copyright-statement>
        <copyright-year>2021</copyright-year>
      <license license-type="open-access"><license-p>This work is licensed under the Creative Commons Attribution 4.0 International License. To view a copy of this licence, visit <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link></license-p></license></permissions><self-uri xlink:href="https://bg.copernicus.org/articles/.html">This article is available from https://bg.copernicus.org/articles/.html</self-uri><self-uri xlink:href="https://bg.copernicus.org/articles/.pdf">The full text article is available as a PDF file from https://bg.copernicus.org/articles/.pdf</self-uri>
      <abstract><title>Abstract</title>
    <p id="d1e127">Coccoliths are major contributors to the particulate inorganic carbon in the
ocean that is a key part of the carbon cycle. The coccoliths are a few micrometres
in length and weigh a few picogrammes. Their birefringence characteristics in
polarized optical microscopy have been used to estimate their mass. This
method is rapid and precise because camera sensors produce excellent
measurements of light. However, the current method is limited because it
requires a precise and replicable set-up and calibration of the light in the
optical equipment. More precisely, the light intensity, the diaphragm
opening, the position of the condenser and the exposure time of the camera
have to be strictly identical during the calibration and the analysis of
calcite crystal. Here we present a new method that is universal in the sense
that the thickness estimations are independent from a calibration but
result from a simple equation. It can be used with different cameras and
microscope brands. Moreover, the light intensity used in the microscope does
not have to be strictly and precisely controlled. This method permits the
measurement of crystal thickness up to 1.7 <inline-formula><mml:math id="M1" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m. It is based on the use of one
left circular polarizer and one right circular polarizer with a
monochromatic light source using the following equation:</p>
    <p id="d1e138"><disp-formula id="Ch1.Ex1"><mml:math id="M2" display="block"><mml:mrow><mml:mi>d</mml:mi><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mi mathvariant="italic">λ</mml:mi><mml:mrow><mml:mi mathvariant="italic">π</mml:mi><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>n</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mi mathvariant="normal">arctan</mml:mi><mml:mfenced close=")" open="("><mml:msqrt><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="normal">LR</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="normal">LL</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:msqrt></mml:mfenced><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula></p>
    <p id="d1e180">where <inline-formula><mml:math id="M3" display="inline"><mml:mi>d</mml:mi></mml:math></inline-formula> is the thickness, <inline-formula><mml:math id="M4" display="inline"><mml:mi mathvariant="italic">λ</mml:mi></mml:math></inline-formula> the wavelength of the light used,
<inline-formula><mml:math id="M5" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>n</mml:mi></mml:mrow></mml:math></inline-formula> the birefringence, and <inline-formula><mml:math id="M6" display="inline"><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="normal">LR</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M7" display="inline"><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="normal">LL</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> the light intensity
measured with a right and a left circular polarizer. Because of the
alternative and rotational motion of the quarter-wave plate of the circular
polarizer, we coined the name of this method “bidirectional circular
polarization” (BCP).</p>
  </abstract>
    </article-meta>
  </front>
<body>
      

<sec id="Ch1.S1" sec-type="intro">
  <label>1</label><title>Introduction</title>
      <p id="d1e238">Coccolithophores are abundant oceanic single-cell algae that produce calcite
plates called coccoliths that are arranged around the cell to form an
exoskeleton. Coccolithophores are extremely abundant in the whole ocean
(Okada and Honjo, 1973), and some species form blooms that are
detected by satellite imagery
(Holligan et al.,
1993). The coccoliths are major contributors to the particulate inorganic
carbon (i.e. PIC) in the pelagic ocean
(Milliman and Droxler,
1996; Suchéras-Marx and Henderiks, 2014), which is a key part of the
carbon cycle. They are important contributors to the carbonate counter pump
(Ridgwell and Zeebe, 2005), and they are considered
climate stabilizers on long timescales (Zeebe and Westbroek,
2003; Höning, 2020). The calcite mass of the coccolith is therefore a
parameter that is important to estimate for example to monitor the effect of
ocean acidification on calcification
(e.g. Beaufort et
al., 2007, 2011) or to calculate their flux to the seafloor
(Beaufort and Heussner, 1999). The coccoliths are so minute (few
micrometres in length) and light (a few picogrammes) that they can be weighed
individually only with extreme labour and expensive equipment
(Hassenkam
et al., 2011; Beuvier et al., 2019). Alternatively, the birefringence
characteristics of coccoliths in polarized optical microscopy have been used
to estimate their<?pagebreak page776?> mass
(Beaufort,
2005; Beaufort et al., 2014; Bollmann, 2014; Fuertes et al., 2014). The
justification for measuring birefringence is that it directly relates the
colour (and brightness) of a crystal observed under cross-polarized light
microscopy to its thickness. The conversion comes without having to
manipulate the particle. Moreover, this method is rapid and precise. The
camera sensor produces excellent measurement of the light that travels
through the polarizers and a calcite crystal which is converted into a
thickness value and mass when it is associated with the surface
measurement. The thickness estimation made by this method has been recently
positively evaluated by the independent measurements made by X-ray
tomography at the European Synchrotron Radiation Facility (ESRF)
(Beuvier et al., 2019). The equipment
needed for the measurements of the thickness is an optical microscope, with
a pair of polarizers, a condenser, a high-resolution lens (X100 in our case)
and a numerical camera. A precise calibration of the brightness of the
microscope is required. The precision and stability of the microscope tuning
constitute a limitation of the method. The light intensity, the diaphragm
opening, the position of the condenser and the exposure time of the camera
have to be strictly identical between the calibration and the analysis of
the calcite crystal. Slight change in one of those parameters has important
consequence for the results. Another limitation is that the measured light
intensity is not linearly proportional to the thickness but follows a sigmoid
(Beaufort et al., 2014; Bollmann, 2014), making it
difficult to estimate the thickness precisely at the two ends of the
calibration. The use of standard polychromatic “white” light induces a
small imprecision, because the temperature of light that depends on the
microscope – some have a bluish light and others have more yellowish light – will
slightly change the result if not calibrated. There is a theoretical limit
of the thickness estimation to about 1.56 <inline-formula><mml:math id="M8" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m when using a black and
white camera. Some species have coccoliths thicker than this limit: in
present ocean and Pleistocene sediments, rare examples are <italic>Coccolithus pelagicus, Ceratolithus cristatus</italic> and <italic>Pontosphaera multipora</italic>, and coccoliths
exceed this threshold only on limited surfaces of the thickest specimens.
This threshold is achieved more commonly in the Paleogene, for
example with <italic>Reticulofenestra bisecta</italic> or <italic>Chiasmolithus grandis</italic>. The estimation of calcite particles thicker than
1.56 <inline-formula><mml:math id="M9" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m needs to be done with a colour camera with several calibration
equations (Beaufort et al.,
2014; González-Lemos et al., 2018). Here we propose a new method that
solves those problems: the estimations are not the results of a calibration;
they can be applied to crystals as thick as 1.7 <inline-formula><mml:math id="M10" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m and are not
dependent on the precise tuning of the light of the microscope.</p>
</sec>
<sec id="Ch1.S2">
  <label>2</label><title>Principles</title>
      <p id="d1e286">The representation of the polarized light is based on Jones's calculus
(Jones, 1941). The microscope is composed of two circular
polarizers – one left oriented and the other right oriented – used
alternatively and one circular analyser.</p>
<sec id="Ch1.S2.SS1">
  <label>2.1</label><title>Jones matrices</title>
      <p id="d1e296">For an anisotropic material having its ordinary neutral axis horizontally, the
Jones matrix is given by
            <disp-formula id="Ch1.Ex2"><mml:math id="M11" display="block"><mml:mrow><mml:msub><mml:mi mathvariant="bold">W</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub><mml:mo>=</mml:mo><mml:mi>T</mml:mi><mml:mfenced open="[" close="]"><mml:mtable class="array" columnalign="left left"><mml:mtr><mml:mtd><mml:mn mathvariant="normal">1</mml:mn></mml:mtd><mml:mtd><mml:mn mathvariant="normal">0</mml:mn></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mn mathvariant="normal">0</mml:mn></mml:mtd><mml:mtd><mml:mrow><mml:mo>(</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:mi>n</mml:mi><mml:mo>)</mml:mo><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi mathvariant="italic">ϕ</mml:mi></mml:mrow></mml:msup></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mfenced><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>
          where <inline-formula><mml:math id="M12" display="inline"><mml:mi>T</mml:mi></mml:math></inline-formula> is the (complex) transmission coefficient, <inline-formula><mml:math id="M13" display="inline"><mml:mi mathvariant="italic">η</mml:mi></mml:math></inline-formula> is the
diattenuation and <inline-formula><mml:math id="M14" display="inline"><mml:mi mathvariant="italic">ϕ</mml:mi></mml:math></inline-formula> is the retardation, with <inline-formula><mml:math id="M15" display="inline"><mml:mrow><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mo>=</mml:mo><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi mathvariant="italic">π</mml:mi></mml:mrow><mml:mi mathvariant="italic">λ</mml:mi></mml:mfrac></mml:mstyle><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>n</mml:mi><mml:mi>d</mml:mi></mml:mrow></mml:math></inline-formula> (where <inline-formula><mml:math id="M16" display="inline"><mml:mi mathvariant="italic">λ</mml:mi></mml:math></inline-formula> is the wavelength, <inline-formula><mml:math id="M17" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>n</mml:mi></mml:mrow></mml:math></inline-formula> is the
birefringence and <inline-formula><mml:math id="M18" display="inline"><mml:mi>d</mml:mi></mml:math></inline-formula> is the thickness).</p>
      <p id="d1e420">If the neutral axis is rotated by an angle <inline-formula><mml:math id="M19" display="inline"><mml:mi mathvariant="italic">θ</mml:mi></mml:math></inline-formula>, the Jones matrix
becomes
            <disp-formula id="Ch1.Ex3"><mml:math id="M20" display="block"><mml:mrow><mml:msub><mml:mi mathvariant="bold">W</mml:mi><mml:mi mathvariant="italic">θ</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mi mathvariant="bold">R</mml:mi><mml:mo>(</mml:mo><mml:mo>-</mml:mo><mml:mi mathvariant="italic">θ</mml:mi><mml:mo>)</mml:mo><mml:msub><mml:mi mathvariant="bold">W</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub><mml:mi mathvariant="bold">R</mml:mi><mml:mo>(</mml:mo><mml:mi mathvariant="italic">θ</mml:mi><mml:mo>)</mml:mo><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>
          where <inline-formula><mml:math id="M21" display="inline"><mml:mrow><mml:mi mathvariant="bold">R</mml:mi><mml:mo>(</mml:mo><mml:mi mathvariant="italic">θ</mml:mi></mml:mrow></mml:math></inline-formula>) is the rotation matrix.
            <disp-formula id="Ch1.Ex4"><mml:math id="M22" display="block"><mml:mrow><mml:mi mathvariant="bold">R</mml:mi><mml:mo>(</mml:mo><mml:mi mathvariant="italic">θ</mml:mi><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mfenced close="]" open="["><mml:mtable class="array" columnalign="left left"><mml:mtr><mml:mtd><mml:mrow><mml:mi>cos⁡</mml:mi><mml:mi mathvariant="italic">θ</mml:mi></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mi>sin⁡</mml:mi><mml:mi mathvariant="italic">θ</mml:mi></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:mo>-</mml:mo><mml:mi>sin⁡</mml:mi><mml:mi mathvariant="italic">θ</mml:mi></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mi>cos⁡</mml:mi><mml:mi mathvariant="italic">θ</mml:mi></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mfenced></mml:mrow></mml:math></disp-formula></p>
</sec>
<sec id="Ch1.S2.SS2">
  <label>2.2</label><title>Proposed measurement scheme</title>
      <p id="d1e534">Assuming that <inline-formula><mml:math id="M23" display="inline"><mml:mrow><mml:mi mathvariant="italic">η</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula> (no diattenuation), the input field is
left-circularly polarized
            <disp-formula id="Ch1.Ex5"><mml:math id="M24" display="block"><mml:mrow><mml:msub><mml:mi mathvariant="bold">P</mml:mi><mml:mi>L</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mn mathvariant="normal">1</mml:mn><mml:msqrt><mml:mn mathvariant="normal">2</mml:mn></mml:msqrt></mml:mfrac></mml:mstyle><mml:mfenced open="[" close="]"><mml:mtable class="array" columnalign="left"><mml:mtr><mml:mtd><mml:mn mathvariant="normal">1</mml:mn></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mi>i</mml:mi></mml:mtd></mml:mtr></mml:mtable></mml:mfenced></mml:mrow></mml:math></disp-formula>
          and the polarization analysis involved either a left circular polarizer made
of a quarter-wave plate at 45<inline-formula><mml:math id="M25" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> followed by a horizontal polarizer
            <disp-formula id="Ch1.Ex6"><mml:math id="M26" display="block"><mml:mrow><mml:msub><mml:mi mathvariant="bold">A</mml:mi><mml:mi>L</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mfenced close="]" open="["><mml:mtable class="array" columnalign="left left"><mml:mtr><mml:mtd><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>+</mml:mo><mml:mi>i</mml:mi></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:mi>i</mml:mi></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mn mathvariant="normal">0</mml:mn></mml:mtd><mml:mtd><mml:mn mathvariant="normal">0</mml:mn></mml:mtd></mml:mtr></mml:mtable></mml:mfenced></mml:mrow></mml:math></disp-formula>
          or a right circular polarizer (made of a quarter-wave plate at
<inline-formula><mml:math id="M27" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>45<inline-formula><mml:math id="M28" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> followed by a
horizontal polarizer)
            <disp-formula id="Ch1.Ex7"><mml:math id="M29" display="block"><mml:mrow><mml:msub><mml:mi mathvariant="bold">A</mml:mi><mml:mi>R</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mfenced close="]" open="["><mml:mtable class="array" columnalign="left left"><mml:mtr><mml:mtd><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>+</mml:mo><mml:mi>i</mml:mi></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>+</mml:mo><mml:mi>i</mml:mi></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mn mathvariant="normal">0</mml:mn></mml:mtd><mml:mtd><mml:mn mathvariant="normal">0</mml:mn></mml:mtd></mml:mtr></mml:mtable></mml:mfenced></mml:mrow></mml:math></disp-formula>
          so that the measured intensities are written
            <disp-formula id="Ch1.Ex8"><mml:math id="M30" display="block"><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mrow><mml:mi>L</mml:mi><mml:mi>L</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mi mathvariant="normal">|</mml:mi><mml:msub><mml:mi mathvariant="bold">A</mml:mi><mml:mi>L</mml:mi></mml:msub><mml:msub><mml:mi mathvariant="bold">W</mml:mi><mml:mi mathvariant="italic">θ</mml:mi></mml:msub><mml:msub><mml:mi mathvariant="bold">P</mml:mi><mml:mi>L</mml:mi></mml:msub><mml:msup><mml:mi mathvariant="normal">|</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mo>=</mml:mo><mml:mi mathvariant="normal">|</mml:mi><mml:mi>T</mml:mi><mml:msup><mml:mi mathvariant="normal">|</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:msup><mml:mi>sin⁡</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mfenced open="(" close=")"><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:mfrac></mml:mstyle></mml:mfenced></mml:mrow></mml:math></disp-formula>
          and
            <disp-formula id="Ch1.Ex9"><mml:math id="M31" display="block"><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mrow><mml:mi>L</mml:mi><mml:mi>R</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mi mathvariant="normal">|</mml:mi><mml:msub><mml:mi mathvariant="bold">A</mml:mi><mml:mi>R</mml:mi></mml:msub><mml:msub><mml:mi mathvariant="bold">W</mml:mi><mml:mi mathvariant="italic">θ</mml:mi></mml:msub><mml:msub><mml:mi mathvariant="bold">P</mml:mi><mml:mi>L</mml:mi></mml:msub><mml:msup><mml:mi mathvariant="normal">|</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mo>=</mml:mo><mml:mi mathvariant="normal">|</mml:mi><mml:mi>T</mml:mi><mml:msup><mml:mi mathvariant="normal">|</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:msup><mml:mi>cos⁡</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mfenced close=")" open="("><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:mfrac></mml:mstyle></mml:mfenced><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula></p>
</sec>
<?pagebreak page777?><sec id="Ch1.S2.SS3">
  <label>2.3</label><title>Retrieving thickness</title>
      <p id="d1e818">One can see that <inline-formula><mml:math id="M32" display="inline"><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="normal">LL</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M33" display="inline"><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="normal">LR</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> do not depend on the orientation
<inline-formula><mml:math id="M34" display="inline"><mml:mi mathvariant="italic">θ</mml:mi></mml:math></inline-formula> of the neutral axes.</p>
      <p id="d1e850">Moreover, the ratio
            <disp-formula id="Ch1.E1" content-type="numbered"><label>1</label><mml:math id="M35" display="block"><mml:mrow><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="normal">LL</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="normal">LR</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>=</mml:mo><mml:msup><mml:mi>tan⁡</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mfenced open="(" close=")"><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:mfrac></mml:mstyle></mml:mfenced><mml:mo>=</mml:mo><mml:msup><mml:mi>tan⁡</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mfenced close=")" open="("><mml:mrow><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mi mathvariant="italic">π</mml:mi><mml:mi mathvariant="italic">λ</mml:mi></mml:mfrac></mml:mstyle><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>n</mml:mi><mml:mi>d</mml:mi></mml:mrow></mml:mfenced></mml:mrow></mml:math></disp-formula>
          does not depend on the transmission coefficient <inline-formula><mml:math id="M36" display="inline"><mml:mi>T</mml:mi></mml:math></inline-formula>.</p>
      <p id="d1e915">In the case that we can assume that <inline-formula><mml:math id="M37" display="inline"><mml:mrow><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mi mathvariant="italic">π</mml:mi><mml:mi mathvariant="italic">λ</mml:mi></mml:mfrac></mml:mstyle><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>n</mml:mi><mml:mi>d</mml:mi><mml:mo>&lt;</mml:mo><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mi mathvariant="italic">π</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:mfrac></mml:mstyle></mml:mrow></mml:math></inline-formula>, implying that <inline-formula><mml:math id="M38" display="inline"><mml:mrow><mml:mi>d</mml:mi><mml:mo>&lt;</mml:mo><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mi mathvariant="italic">λ</mml:mi><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>n</mml:mi></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:math></inline-formula>,
then there is only one solution, <inline-formula><mml:math id="M39" display="inline"><mml:mi>d</mml:mi></mml:math></inline-formula>, to Eq (1):
            <disp-formula id="Ch1.E2" content-type="numbered"><label>2</label><mml:math id="M40" display="block"><mml:mrow><mml:mi>d</mml:mi><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mi mathvariant="italic">λ</mml:mi><mml:mrow><mml:mi mathvariant="italic">π</mml:mi><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>n</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mi mathvariant="normal">arctan</mml:mi><mml:mfenced close=")" open="("><mml:msqrt><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="normal">LR</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="normal">LL</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:msqrt></mml:mfenced><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula>
          Therefore the thickness can be estimated by grabbing two images of a thin
calcite crystal, one taken through a right circular polarizer (<inline-formula><mml:math id="M41" display="inline"><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="normal">LR</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>)
and a second through a left circular polarizer (<inline-formula><mml:math id="M42" display="inline"><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="normal">LL</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>). <inline-formula><mml:math id="M43" display="inline"><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="normal">LL</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> has a
dark background and calcite crystals appear lighter. <inline-formula><mml:math id="M44" display="inline"><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="normal">LR</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> has a light
background and calcite particles appear darker. They are negative images of
each other (Fig. 1a). The ratio <inline-formula><mml:math id="M45" display="inline"><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="normal">LR</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="normal">LL</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:math></inline-formula> increases with
thickness (Fig. 1b). Applying Eq. 2 to those two images gives the
thickness, and this depends on the wavelength (<inline-formula><mml:math id="M46" display="inline"><mml:mi mathvariant="italic">λ</mml:mi></mml:math></inline-formula>) of the light used
and the birefringence of calcite (<inline-formula><mml:math id="M47" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>n</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.172</mml:mn></mml:mrow></mml:math></inline-formula>).</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F1" specific-use="star"><?xmltex \currentcnt{1}?><?xmltex \def\figurename{Figure}?><label>Figure 1</label><caption><p id="d1e1101"><bold>(a)</bold> Light intensity (arbitrary scale from min <inline-formula><mml:math id="M48" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 0
to max <inline-formula><mml:math id="M49" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 1000) going through a left circular polarizer (<inline-formula><mml:math id="M50" display="inline"><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="normal">LL</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) (top scale)
or a right circular polarizer (<inline-formula><mml:math id="M51" display="inline"><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="normal">LR</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) (bottom scale) associated with a
left circular analyser in relation to the thickness of calcite crystals
(birefringence <inline-formula><mml:math id="M52" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>n</mml:mi></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M53" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 0.172), under monochromatic light of
wavelengths of 435 nm (indigo curve), 460 nm (blue curve), 561 nm (green
curve), 665 nm (red curve) and 700 nm (brown curve). <bold>(b)</bold> Light
intensity ratio (<inline-formula><mml:math id="M54" display="inline"><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="normal">LR</mml:mi></mml:msub><mml:mo>/</mml:mo><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="normal">LL</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) under monochromatic light of the same
wavelength as in <bold>(a)</bold> in relation to calcite crystal thickness.</p></caption>
          <?xmltex \igopts{width=398.338583pt}?><graphic xlink:href="https://bg.copernicus.org/articles/18/775/2021/bg-18-775-2021-f01.png"/>

        </fig>

</sec>
</sec>
<sec id="Ch1.S3">
  <label>3</label><title>Material</title>
      <p id="d1e1199">The methodology presented here was developed on a Leica DM6000 microscope,
with a <inline-formula><mml:math id="M55" display="inline"><mml:mrow><mml:mo>×</mml:mo><mml:mn mathvariant="normal">100</mml:mn></mml:mrow></mml:math></inline-formula> objective having a numerical aperture of 1.47 and a condenser
lens having a 1.2 numerical aperture (Table 1). Three circular polarizers
made by Chroma Technology Corp. are integrated in the microscope. (1) One
right circular polarizer is positioned as an analyser. It consists of a linear
polarizer oriented at <inline-formula><mml:math id="M56" display="inline"><mml:mo>+</mml:mo></mml:math></inline-formula>90<inline-formula><mml:math id="M57" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> placed below a quarter-wave plate
oriented at <inline-formula><mml:math id="M58" display="inline"><mml:mo>+</mml:mo></mml:math></inline-formula>45<inline-formula><mml:math id="M59" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> mounted in a Leica cube and placed in the upper
automatic turret of the microscope. This is a convenient place when one
wants to automatically remove this analyser to use other filters.
Alternatively, the analyser can be placed in its regular position.</p>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T1" specific-use="star"><?xmltex \currentcnt{1}?><?xmltex \def\figurename{Table}?><label>Table 1</label><caption><p id="d1e1247">Microscope parameters and inferred precision of the
optics and measurements.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="8">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="right"/>
     <oasis:colspec colnum="3" colname="col3" align="right"/>
     <oasis:colspec colnum="4" colname="col4" align="left"/>
     <oasis:colspec colnum="5" colname="col5" align="left"/>
     <oasis:colspec colnum="6" colname="col6" align="left"/>
     <oasis:colspec colnum="7" colname="col7" align="left"/>
     <oasis:colspec colnum="8" colname="col8" align="left"/>
     <oasis:thead>
       <oasis:row>
         <oasis:entry colname="col1">Wavelength (<inline-formula><mml:math id="M60" display="inline"><mml:mi mathvariant="italic">λ</mml:mi></mml:math></inline-formula>)</oasis:entry>
         <oasis:entry colname="col2">Numerical</oasis:entry>
         <oasis:entry colname="col3">Numerical</oasis:entry>
         <oasis:entry colname="col4">Optical</oasis:entry>
         <oasis:entry colname="col5">Maximum</oasis:entry>
         <oasis:entry colname="col6">Theoretical</oasis:entry>
         <oasis:entry colname="col7">Practical</oasis:entry>
         <oasis:entry colname="col8">Equivalent</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">aperture</oasis:entry>
         <oasis:entry colname="col3">aperture</oasis:entry>
         <oasis:entry colname="col4">resolution</oasis:entry>
         <oasis:entry colname="col5">measurable</oasis:entry>
         <oasis:entry colname="col6">thickness</oasis:entry>
         <oasis:entry colname="col7">thickness</oasis:entry>
         <oasis:entry colname="col8">mass</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">of lens</oasis:entry>
         <oasis:entry colname="col3">condenser</oasis:entry>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5">thickness</oasis:entry>
         <oasis:entry colname="col6">resolution (8 bit)</oasis:entry>
         <oasis:entry colname="col7">reproducibility</oasis:entry>
         <oasis:entry colname="col8">resolution</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Equation/symbol</oasis:entry>
         <oasis:entry colname="col2">LNa</oasis:entry>
         <oasis:entry colname="col3">CNa</oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M61" display="inline"><mml:mi mathvariant="italic">λ</mml:mi></mml:math></inline-formula>/(2 <inline-formula><mml:math id="M62" display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula> LNa)</oasis:entry>
         <oasis:entry colname="col5"><inline-formula><mml:math id="M63" display="inline"><mml:mi mathvariant="italic">λ</mml:mi></mml:math></inline-formula>/(2 <inline-formula><mml:math id="M64" display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula> 172)</oasis:entry>
         <oasis:entry colname="col6"><inline-formula><mml:math id="M65" display="inline"><mml:mi mathvariant="italic">λ</mml:mi></mml:math></inline-formula>/(2 <inline-formula><mml:math id="M66" display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula> 172 <inline-formula><mml:math id="M67" display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula> 256)</oasis:entry>
         <oasis:entry colname="col7">RMCE</oasis:entry>
         <oasis:entry colname="col8">RMCE (<inline-formula><mml:math id="M68" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m) <inline-formula><mml:math id="M69" display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula> 2.71</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">435 nm (blue)</oasis:entry>
         <oasis:entry colname="col2">1.46</oasis:entry>
         <oasis:entry colname="col3">1.2</oasis:entry>
         <oasis:entry colname="col4">0.148 <inline-formula><mml:math id="M70" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m</oasis:entry>
         <oasis:entry colname="col5">1.26 <inline-formula><mml:math id="M71" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m</oasis:entry>
         <oasis:entry colname="col6">4.9 nm</oasis:entry>
         <oasis:entry colname="col7"><inline-formula><mml:math id="M72" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 12 nm</oasis:entry>
         <oasis:entry colname="col8">0.032 pg <inline-formula><mml:math id="M73" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m<inline-formula><mml:math id="M74" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">460 nm (blue)</oasis:entry>
         <oasis:entry colname="col2">1.46</oasis:entry>
         <oasis:entry colname="col3">1.2</oasis:entry>
         <oasis:entry colname="col4">0.156 <inline-formula><mml:math id="M75" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m</oasis:entry>
         <oasis:entry colname="col5">1.34 <inline-formula><mml:math id="M76" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m</oasis:entry>
         <oasis:entry colname="col6">5.2 nm</oasis:entry>
         <oasis:entry colname="col7"><inline-formula><mml:math id="M77" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 12 nm</oasis:entry>
         <oasis:entry colname="col8">0.032 pg <inline-formula><mml:math id="M78" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m<inline-formula><mml:math id="M79" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">561 nm (green)</oasis:entry>
         <oasis:entry colname="col2">1.46</oasis:entry>
         <oasis:entry colname="col3">1.2</oasis:entry>
         <oasis:entry colname="col4">0.191 <inline-formula><mml:math id="M80" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m</oasis:entry>
         <oasis:entry colname="col5">1.63 <inline-formula><mml:math id="M81" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m</oasis:entry>
         <oasis:entry colname="col6">6.4 nm</oasis:entry>
         <oasis:entry colname="col7"><inline-formula><mml:math id="M82" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 12 nm</oasis:entry>
         <oasis:entry colname="col8">0.032 pg <inline-formula><mml:math id="M83" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m<inline-formula><mml:math id="M84" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">635 nm (red)</oasis:entry>
         <oasis:entry colname="col2">1.46</oasis:entry>
         <oasis:entry colname="col3">1.2</oasis:entry>
         <oasis:entry colname="col4">0.223 <inline-formula><mml:math id="M85" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m</oasis:entry>
         <oasis:entry colname="col5">1.85 <inline-formula><mml:math id="M86" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m</oasis:entry>
         <oasis:entry colname="col6">7.2 nm</oasis:entry>
         <oasis:entry colname="col7"><inline-formula><mml:math id="M87" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 32 nm</oasis:entry>
         <oasis:entry colname="col8">0.087 pg <inline-formula><mml:math id="M88" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m<inline-formula><mml:math id="M89" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">700 nm (red)</oasis:entry>
         <oasis:entry colname="col2">1.46</oasis:entry>
         <oasis:entry colname="col3">1.2</oasis:entry>
         <oasis:entry colname="col4">0.238 <inline-formula><mml:math id="M90" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m</oasis:entry>
         <oasis:entry colname="col5">2.03 <inline-formula><mml:math id="M91" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m</oasis:entry>
         <oasis:entry colname="col6">7.9 nm</oasis:entry>
         <oasis:entry colname="col7"><inline-formula><mml:math id="M92" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 32 nm</oasis:entry>
         <oasis:entry colname="col8">0.087 pg <inline-formula><mml:math id="M93" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m<inline-formula><mml:math id="M94" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula></oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>

      <p id="d1e1801">Two polarizers are used alternatively when taking images of the same crystal: (2) a left circular polarizer (LCP) consisting of a quarter-wave plate
oriented at <inline-formula><mml:math id="M95" display="inline"><mml:mo>+</mml:mo></mml:math></inline-formula>45<inline-formula><mml:math id="M96" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> followed by a linear polarizer oriented at 0<inline-formula><mml:math id="M97" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> and
(3) a right circular polarizer (RCP) made of a quarter-wave plate oriented
at <inline-formula><mml:math id="M98" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>45<inline-formula><mml:math id="M99" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> followed by a linear polarizer oriented at 0<inline-formula><mml:math id="M100" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> .</p>
      <p id="d1e1856">If possible, the LCP and RCP are placed in the revolving filter chamber of
the automated condenser block. For manual use, a quarter-wave plate could
be placed under a linear polarizer and rotated manually from <inline-formula><mml:math id="M101" display="inline"><mml:mo>+</mml:mo></mml:math></inline-formula>45<inline-formula><mml:math id="M102" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>
(LCP) to <inline-formula><mml:math id="M103" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>45<inline-formula><mml:math id="M104" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> (RCP).</p>
      <p id="d1e1891">One of five monochromatic bandpass filters centred at 435, 460, 560, 655
and 700 nm (AT435/20X, AT460/50M, ZET561/10X, AT655/30M and ET700/50M; all
from Chroma Technology Corp.) is positioned in the light trajectory after
the light bulb. The 561 nm filter is used in routine work because of its
versatility (see below) and it is the one we recommend for general use.
The other filters have been used in this study to test the method. On
special occasions, we recommend the use of a 700 nm filter to measure
calcite particles with thickness ranging between 1.4–1.9 <inline-formula><mml:math id="M105" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m and a
460 nm filter for detailed measurements of thin particles in the range of
0.2–0.4 nm.</p>
      <p id="d1e1902">Two black and white numerical cameras are set up. A SPOT Flex from Diagnostic
Instruments, with a charge-coupled device (CCD) image sensor of <inline-formula><mml:math id="M106" display="inline"><mml:mrow><mml:mn mathvariant="normal">2048</mml:mn><mml:mo>×</mml:mo><mml:mn mathvariant="normal">2048</mml:mn></mml:mrow></mml:math></inline-formula> pixels that are 7.4 <inline-formula><mml:math id="M107" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m large. It is a 14 bit camera (16 383 grey levels in depth). And we use an ORCA-Flash 4.0 V2 from Hamamatsu, with a CMOS image sensor of <inline-formula><mml:math id="M108" display="inline"><mml:mrow><mml:mn mathvariant="normal">2048</mml:mn><mml:mo>×</mml:mo><mml:mn mathvariant="normal">2048</mml:mn></mml:mrow></mml:math></inline-formula> pixels
that are 6.3 <inline-formula><mml:math id="M109" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m wide. It is a 16 bit camera (65 548 grey levels in
depth). The tests of this method presented in results have been made with
(i) surface sediment retrieved in the southern Pacific and spread onto a
slide and (ii) calcium carbonate crystals precipitated onto a slide.</p>
</sec>
<sec id="Ch1.S4">
  <label>4</label><title>Results</title>
      <p id="d1e1953">To test the quality of the thickness estimations with the BCP method, the
same field of view has been studied in different light conditions
(brightness, opening and wavelength) and with different cameras. In each
condition, the two images <inline-formula><mml:math id="M110" display="inline"><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="normal">LL</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M111" display="inline"><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="normal">LR</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> are captured and used to
compute the thickness <inline-formula><mml:math id="M112" display="inline"><mml:mi>d</mml:mi></mml:math></inline-formula>, with Eq. (2). In some cases, in order to
illustrate <inline-formula><mml:math id="M113" display="inline"><mml:mi>d</mml:mi></mml:math></inline-formula>, an image frame <inline-formula><mml:math id="M114" display="inline"><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> in 8 bit, was computed using the
following equation:
          <disp-formula id="Ch1.E3" content-type="numbered"><label>3</label><mml:math id="M115" display="block"><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">256</mml:mn><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mi>d</mml:mi><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi mathvariant="normal">max</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>
        where <inline-formula><mml:math id="M116" display="inline"><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi mathvariant="normal">max</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> represents the maximum measurable thickness at a given
wavelength. It is calculated using the following equation:
          <disp-formula id="Ch1.E4" content-type="numbered"><label>4</label><mml:math id="M117" display="block"><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi mathvariant="normal">max</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mi mathvariant="italic">λ</mml:mi><mml:mrow><mml:mi mathvariant="italic">π</mml:mi><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>n</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>⋅</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mi mathvariant="italic">π</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:mfrac></mml:mstyle><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula>
        For calcite crystals, <inline-formula><mml:math id="M118" display="inline"><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi mathvariant="normal">max</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> ranges between 1.17 <inline-formula><mml:math id="M119" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m at 405 nm and
2.03 <inline-formula><mml:math id="M120" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m at 700 nm (Table 1).</p>
<sec id="Ch1.S4.SS1">
  <label>4.1</label><title>Brightness</title>
      <?pagebreak page778?><p id="d1e2110">The same field of view was captured at different exposure times with the
SPOT Flex camera. Exposure time is the simplest way to change the brightness
of an image. Figure 2 shows that the fields of view captured at short
exposure time (e.g. 5 ms) are extremely dark, and conversely those captured
at long exposure time (e.g. 320 ms) are light with many saturated areas
(maximum grey level (GL) values). Except for those two extreme expositions
(i.e. 5  and 320 ms), the GL values, in the resulting images in the bottom
row of Fig. 2, are identical. In Fig. 3 the histograms of <inline-formula><mml:math id="M121" display="inline"><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="normal">LL</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M122" display="inline"><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="normal">LR</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>
and <inline-formula><mml:math id="M123" display="inline"><mml:mi>d</mml:mi></mml:math></inline-formula> are shown. At 320 ms the images are too light, and many areas are
saturated in both <inline-formula><mml:math id="M124" display="inline"><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="normal">LL</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M125" display="inline"><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="normal">LR</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and thus have the same GL values.
Knowing that the solution of Eq. (2) is 0.81 <inline-formula><mml:math id="M126" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m when
<inline-formula><mml:math id="M127" display="inline"><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="normal">LL</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="normal">LR</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M128" display="inline"><mml:mrow><mml:mi mathvariant="italic">λ</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">561</mml:mn></mml:mrow></mml:math></inline-formula> nm, a spurious density peak
appears in the histograms at a thickness of 0.81 <inline-formula><mml:math id="M129" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m with an exposure
time longer than 320 ms (Fig. 3). In areas where <inline-formula><mml:math id="M130" display="inline"><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="normal">LL</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is saturated but
not <inline-formula><mml:math id="M131" display="inline"><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="normal">LR</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, the estimations are shifted toward thicker values, explaining
the thicker density pick found at 0.7 <inline-formula><mml:math id="M132" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m in the histogram of 320 ms
(Fig. 3). The image background, materialized in the histograms by the first
peak, is around 0.1 <inline-formula><mml:math id="M133" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m for all exposures but is shifted toward higher
thickness up to 0.2 <inline-formula><mml:math id="M134" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m at 320 ms.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F2" specific-use="star"><?xmltex \currentcnt{2}?><?xmltex \def\figurename{Figure}?><label>Figure 2</label><caption><p id="d1e2260">Crops of images captured at different time exposures (in
columns; 5, 20, 40, 80, 160, 320 ms) in right circular
polarization (first row; <inline-formula><mml:math id="M135" display="inline"><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="normal">LR</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>), left circular polarization (second
row; <inline-formula><mml:math id="M136" display="inline"><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="normal">LL</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) and resulting thickness using Eqs. (2) and (3) with <inline-formula><mml:math id="M137" display="inline"><mml:mrow><mml:mi mathvariant="italic">λ</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">561</mml:mn></mml:mrow></mml:math></inline-formula> nm (third row; <inline-formula><mml:math id="M138" display="inline"><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>). The resulting thickness images are very
similar in the range of time exposure.</p></caption>
          <?xmltex \igopts{width=369.885827pt}?><graphic xlink:href="https://bg.copernicus.org/articles/18/775/2021/bg-18-775-2021-f02.png"/>

        </fig>

      <?xmltex \floatpos{t}?><fig id="Ch1.F3"><?xmltex \currentcnt{3}?><?xmltex \def\figurename{Figure}?><label>Figure 3</label><caption><p id="d1e2316">Histograms (bins of 64 grey levels (top) and 6 nm
(bottom)) of the same field of view as in Fig. 2, captured with green
monochromatic light <inline-formula><mml:math id="M139" display="inline"><mml:mrow><mml:mi mathvariant="italic">λ</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">561</mml:mn></mml:mrow></mml:math></inline-formula> nm in right circular polarization
<bold>(a)</bold>, left circular polarization <bold>(b)</bold> and the
resulting thickness using Eq. (2) <bold>(c)</bold> at different exposure
times (black with plus signs: 5 ms, purple: 20 ms, light blue: 40 ms, blue:
80 ms, green: 160 ms, and black with crosses: 320 ms).</p></caption>
          <?xmltex \igopts{width=227.622047pt}?><graphic xlink:href="https://bg.copernicus.org/articles/18/775/2021/bg-18-775-2021-f03.png"/>

        </fig>

      <p id="d1e2347">At 5 ms, the images are too dark to provide correct estimation of the
background level (Fig. 3) which, in turn, increases noise in the results.
Therefore, in order to get correct thickness values, it is important to
avoid too low or too high brightness. Between those extremes light
conditions, the estimates of thicknesses are independent of brightness. To
get the maximum depth details, it is suggested to use the maximum light
before saturation in <inline-formula><mml:math id="M140" display="inline"><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="normal">LL</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, providing the largest range of grey levels in
both images and therefore a larger signal-to-noise ratio in the thickness
estimates. In the example given in Fig. 2, this maximum detail would be
achieved between 80  and 160 ms.</p>
      <?pagebreak page779?><p id="d1e2361">The optical setting used in this experiment was not able to produce the
darkest values (close to 1) and lightest value (equivalent to 255 in 8 bit).
The reason why those extreme values are not reached is largely due to the
imperfections of the circular polarizers that are composed of two layers.
Those imperfections are amplified at the extremes of the light ranges
because of the sigmoid shape of the thickness function (Fig. 1). In
practice, the ratio <inline-formula><mml:math id="M141" display="inline"><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="normal">LR</mml:mi></mml:msub><mml:mo>/</mml:mo><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="normal">LL</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is reached in the flattest part of
the sigmoids (Fig. 1b), for example between 0.10  and 1.41 <inline-formula><mml:math id="M142" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m with a 561 nm light wavelength. As a consequence, the thickness measured in an
empty part of the field of view was 0.10 <inline-formula><mml:math id="M143" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m at 561 nm when it should
be 0. Also, the maximum measurable thickness is lower than the maximum
theoretical thickness: using a wavelength of 561 nm, we obtain a maximum of
1.45 <inline-formula><mml:math id="M144" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m of thickness instead of 1.62 <inline-formula><mml:math id="M145" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m (Fig. 3).</p>
</sec>
<sec id="Ch1.S4.SS2">
  <label>4.2</label><title>Aperture</title>
      <p id="d1e2422">The illumination tuning of the microscope is also important. The range of
measurable thickness is largest when the condenser is focused and centred
following the Köhler illumination (Köhler, 1894). The more
closed the field diaphragm, the wider the range of measurable
thickness (Fig. 4). Hence, both diaphragms (i.e. field and aperture) should
be closed at their maximum in order to maximize the range of measurable
thickness.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F4"><?xmltex \currentcnt{4}?><?xmltex \def\figurename{Figure}?><label>Figure 4</label><caption><p id="d1e2427">Histograms (bins of 64 grey levels (top) and 6 nm
(bottom)) of the same field of view as in Fig. 2, captured with green
monochromatic light <inline-formula><mml:math id="M146" display="inline"><mml:mrow><mml:mi mathvariant="italic">λ</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">561</mml:mn></mml:mrow></mml:math></inline-formula> nm in right circular polarization
<bold>(a)</bold>, left circular polarization <bold>(b)</bold> and the
resulting thickness using Eq. (2) <bold>(c)</bold> at different openings
(Leica DM6000B scale ranging from 1 (closed) to 20 (open)) of the field
diaphragm (black with stars: 20; black with circles: 15; black with squares:
10; green: 8; blue: 5; and purple: 4).</p></caption>
          <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://bg.copernicus.org/articles/18/775/2021/bg-18-775-2021-f04.png"/>

        </fig>

<?xmltex \hack{\newpage}?>
</sec>
<?pagebreak page780?><sec id="Ch1.S4.SS3">
  <label>4.3</label><title>Camera type</title>
      <p id="d1e2467">The two tested camera types (CMOS vs CCD; 14 bit vs. 16 bit; different brand)
produced the same results. The same view field was captured with two
different camera types without measurable difference between the two
resulting thickness images (Fig. 5).</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F5" specific-use="star"><?xmltex \currentcnt{5}?><?xmltex \def\figurename{Figure}?><label>Figure 5</label><caption><p id="d1e2472"><bold>(a)</bold> Thickness along a transect (yellow line in the inset)
measured with the SPOT flex (red line with crosses) and the ORCA-Flash
cameras (blue line with plus signs). <bold>(b)</bold> Relation between <inline-formula><mml:math id="M147" display="inline"><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="normal">LL</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> (red),
<inline-formula><mml:math id="M148" display="inline"><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="normal">LR</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> (blue) and thickness (black) measurements made by the two cameras
along the same transect.</p></caption>
          <?xmltex \igopts{width=426.791339pt}?><graphic xlink:href="https://bg.copernicus.org/articles/18/775/2021/bg-18-775-2021-f05.png"/>

        </fig>

      <p id="d1e2508">The theoretical maximum measurable thickness (<inline-formula><mml:math id="M149" display="inline"><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi mathvariant="normal">cmax</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) depends on the
number of grey levels (<inline-formula><mml:math id="M150" display="inline"><mml:mi>n</mml:mi></mml:math></inline-formula>GL) achieved by the camera:
            <disp-formula id="Ch1.E5" content-type="numbered"><label>5</label><mml:math id="M151" display="block"><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi mathvariant="normal">cmax</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mi mathvariant="italic">λ</mml:mi><mml:mrow><mml:mi mathvariant="italic">π</mml:mi><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>n</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mi mathvariant="normal">arctan</mml:mi><mml:mfenced close=")" open="("><mml:msqrt><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mi>n</mml:mi><mml:mi mathvariant="normal">GL</mml:mi></mml:mrow><mml:mn mathvariant="normal">1</mml:mn></mml:mfrac></mml:mstyle></mml:msqrt></mml:mfenced><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula>
          At <inline-formula><mml:math id="M152" display="inline"><mml:mrow><mml:mi mathvariant="italic">λ</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">561</mml:mn></mml:mrow></mml:math></inline-formula> nm, <inline-formula><mml:math id="M153" display="inline"><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi mathvariant="normal">cmax</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is 1.565 <inline-formula><mml:math id="M154" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m with an 8 bit camera,
1.622 <inline-formula><mml:math id="M155" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m with a 14 bit camera and 1.626 <inline-formula><mml:math id="M156" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m with a 16 bit
camera. These <inline-formula><mml:math id="M157" display="inline"><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi mathvariant="normal">cmax</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> values are far above the maximum measurable thickness of
1.45 <inline-formula><mml:math id="M158" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m described in Sect. 5.1. However, the low depth resolution
of an 8 bit camera should further limit the range of measurable thickness,
although this was not tested here. Hence, both 14 and 16 bit can be used
but we do not recommend using 8 bit camera.</p>
</sec>
<sec id="Ch1.S4.SS4">
  <label>4.4</label><title>Accuracy and precision</title>
      <p id="d1e2644">It is extremely difficult to estimate the measurement error in the present
case because there is no standard material for thickness comparison in the
range of a few nanometres. The thickness of the wedge used to estimate the
accuracy in González-Lemos et al. (2018) is measured at 250 nm intervals,
which is not enough in our case. Also, its measurements are based on a
birefringence principle that is not strictly independent from our
methodology. However, González-Lemos et al. (2018) clearly validate the
accuracy of birefringence method at 250 nm. The measurement of coccoliths
made by coherent X-ray diffraction (CXDI) at ESRF (Beuvier et al., 2019)
requires the use of silicon nitride (Si<inline-formula><mml:math id="M159" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:math></inline-formula>N<inline-formula><mml:math id="M160" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">4</mml:mn></mml:msub></mml:math></inline-formula>) TEM windows
influencing birefringence. Hence, those coccoliths cannot be used later as a
standard. However, in this study, coccolith mass and size measurements from
the same culture using both birefringence and CXDI provide a comparison on
statistically similar results. The validity of the birefringence method is
also demonstrated, although without giving a value to the accuracy. The use
of cylindric rods such as rhabdoliths
(Beaufort et al.,
2014; Fuertes et al., 2014) is limited by the precision of the microscope
used to produce the measurement of their diameter, around 0.2 <inline-formula><mml:math id="M161" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m in
our microscope, and likely due to issues with natural variations in
rhabdoliths (parts of which may be hollow). The BCP method does not use any
calibration; it is therefore theoretically absolute. It is accurate in the
range given by the inflection points in Fig. 1.</p>
      <p id="d1e2673">We determine the precision of the BCP method at the five different
wavelengths by using the two cameras on the same 7.74 <inline-formula><mml:math id="M162" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m transect of
a <italic>Pontosphaera japonica</italic> (Fig. 6), producing 10 series of measurements. At the difference with
Fig. 5, and to produce feasible “user noise”, we have slightly shifted the
focus and use different wavelengths. The root-mean-square error (RMSE)
between two series is used to determine the precision of the method. The
RMSE ranges between 14  and 47 nm. The largest RMSE values result from
the largest focus differences and/or red colours (635  and 700 nm). The best
results were obtained at 561  and 435 nm with similar focus. When one
series of measurements was compared to the average of all the other series,
the RMSE <inline-formula><mml:math id="M163" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 32 nm. When it is limited to 435  to 561 nm, the RMSE <inline-formula><mml:math id="M164" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 12 nm. As we explain in detail in the next section, longer wavelengths in
red lower the precision. This is an order of magnitude smaller than the
spatial optical resolution which ranges between 150  and 240 nm in the
present microscopic setting at the five different wavelengths. The precision of
the BCP method is expected to be smaller in many cases. For example, the
RMSE in the transect of Fig. 5 is 5 nm. The difference of RMSE between
Figs. 5 and 6 is essentially related to the focus that was well reproduced
in Fig. 5. The measurable masses of <italic>P. japonica</italic> in Fig. 6 range from 65.3  to
69.9 pg with a standard deviation of 1.28 pg (<inline-formula><mml:math id="M165" display="inline"><mml:mrow><mml:mi>N</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">10</mml:mn></mml:mrow></mml:math></inline-formula>) and depend again on
the wavelength and the focus.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F6" specific-use="star"><?xmltex \currentcnt{6}?><?xmltex \def\figurename{Figure}?><label>Figure 6</label><caption><p id="d1e2719">Precision of measurements made on the same 7.74 <inline-formula><mml:math id="M166" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m
transect (yellow line in the inset) across a <italic>Pontosphaera japonica</italic> (inset) with two cameras and at
five or three wavelengths, producing respectively 10 or six series of 129 points.
Red: all wavelengths (<inline-formula><mml:math id="M167" display="inline"><mml:mrow><mml:msup><mml:mi>r</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.996</mml:mn></mml:mrow></mml:math></inline-formula>; RMSE <inline-formula><mml:math id="M168" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 0.032 <inline-formula><mml:math id="M169" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m); blue:
435, 460 and 561 nm (<inline-formula><mml:math id="M170" display="inline"><mml:mrow><mml:msup><mml:mi>r</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.994</mml:mn></mml:mrow></mml:math></inline-formula>; RMSE <inline-formula><mml:math id="M171" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 0.012 <inline-formula><mml:math id="M172" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m). <bold>(a)</bold>
Relation between measure of a thickness series compared with the average of
all the others. The average thickness of nine (or five) series along a transect
and the thickness in the independent (not included in the average) series.
The coloured area represents the 80 % prediction bounds. <bold>(b)</bold> Whisker plots
of the residual; bars represent the interquartile range, and the box represents the
range between the first and third quartiles. Standard deviation <inline-formula><mml:math id="M173" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 0.032 (left in red) and <inline-formula><mml:math id="M174" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 0.019 (right in blue).</p></caption>
          <?xmltex \igopts{width=398.338583pt}?><graphic xlink:href="https://bg.copernicus.org/articles/18/775/2021/bg-18-775-2021-f06.png"/>

        </fig>

</sec>
<sec id="Ch1.S4.SS5">
  <label>4.5</label><title>Wavelength and range of measurable thickness</title>
      <p id="d1e2829">The comparisons of the same transects captured at different wavelengths
along an image frame containing thick CaCO<inline-formula><mml:math id="M175" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:math></inline-formula> particles emphasize the
advantages and limits of each light wavelength. The range of thickness
measurable at a given wavelength is presented in Fig. 7. In the transects, a
plateau is reached at the maximum practical thickness (MPT); when the
particle thickness is about 0.5 <inline-formula><mml:math id="M176" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m above the MPT, the thickness
values decrease. It is not entirely clear why MPT is about 84 % lower than
the maximum measurable thickness (<inline-formula><mml:math id="M177" display="inline"><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi mathvariant="normal">max</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>). This difference has been
described earlier (Bollmann, 2014). This discrepancy could
be resulting from the quality of circular polarizers used. The circular
polarizers are made with polaroid filters that are not perfect and are
composed of two filters – a quarter-wave plate and a polarizer – creating
some imperfections. As an example, linear polarizers exhibit a generally
larger range of grey levels with darker background than circular polarizers.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F7"><?xmltex \currentcnt{7}?><?xmltex \def\figurename{Figure}?><label>Figure 7</label><caption><p id="d1e2862">Thickness measurements made along two transects (T.1 in
red and T.2 in white lines in the left inset) of CaCO<inline-formula><mml:math id="M178" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:math></inline-formula> crystals at five
wavelengths (brown lines: 700 nm; red lines: 635 nm; green lines: 561 nm;
blue lines: 460 nm; indigo lines: 435 nm) and with polychromatic light
grabbed by a colour camera (black lines; using the hue values transfer
function for thickness from Beaufort et al., 2014 – this latter method
allows measurement up to a thickness of 4.5 <inline-formula><mml:math id="M179" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m after a complex
calibration; dotted black line is the thickness measured with the logit
function in Beaufort et al., 2014, that transfers GL in thickness values:
note that for this image the white balance is not perfect). The three insets
represent the images taken with a colour camera (SPOT Flex) (left), a black
and white camera (SPOT Flex) at 700 nm (centre), and the same camera at 435 nm
(right). The maximum and minimum measurements for each wavelength are
indicated with an arrow.</p></caption>
          <?xmltex \igopts{width=227.622047pt}?><graphic xlink:href="https://bg.copernicus.org/articles/18/775/2021/bg-18-775-2021-f07.png"/>

        </fig>

      <p id="d1e2888">For the study coccoliths thicker than 1 <inline-formula><mml:math id="M180" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m like those of the Eocene,
we recommend using a light with long wavelengths (e.g. red at 700 nm). On
the contrary, for the study of thin coccoliths such as the most extant and
Pleistocene species, we recommend using shorter wavelengths (e.g. green or
blue). Short wavelengths reached a MPT at a lower thickness but offer higher
precision in the measurement of the thickness and higher optical resolution,
permitting higher precision in the measurement of the area. Plate 1a shows
an <italic>Emiliania huxleyi</italic> coccolith, in which the slits, which are present in the distal shield,
appear only in blue light. This illustrates an extreme case, for which the
low wavelength has to be used to get a most precise thickness and mass
measurements. The distal shield of <italic>E. huxleyi</italic> is constructed with thin –
<inline-formula><mml:math id="M181" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 100 nm<?pagebreak page781?> – elements that do not touch each other (Plate 1a).
The detection of those elements above the background is extremely difficult
using wavelengths at 700 nm but is possible using wavelengths at 435 nm. As a
consequence, mass measurements are underestimated at 700 nm because the
distal shield is not completely detected and producing a total area smaller
than it is really (Table 2). Finally, this new method cannot give accurate
results for calcareous nannofossils with a thickness above 1.7 <inline-formula><mml:math id="M182" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m like
Cretaceous <italic>Nannoconus</italic> species. For such material, we recommend being critical with
results close to MPT and using a colour camera (Beaufort et al., 2014;
González-Lemos et al., 2018) as in Fig. 7, although less precise than
the BCP method related to colour calibration issues (González-Lemos et
al., 2018).</p>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T2"><?xmltex \currentcnt{2}?><?xmltex \def\figurename{Table}?><label>Table 2</label><caption><p id="d1e2928">Measurements at different wavelengths of the coccoliths of
<italic>Emiliania huxleyi</italic> presented in Plate 1.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="3">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="right"/>
     <oasis:colspec colnum="3" colname="col3" align="right"/>
     <oasis:thead>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Lambda (nm)</oasis:entry>
         <oasis:entry colname="col2">Mass (pg)</oasis:entry>
         <oasis:entry colname="col3">Area (<inline-formula><mml:math id="M183" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m<inline-formula><mml:math id="M184" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>)</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">435</oasis:entry>
         <oasis:entry colname="col2">4.43</oasis:entry>
         <oasis:entry colname="col3">7.97</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">460</oasis:entry>
         <oasis:entry colname="col2">4.23</oasis:entry>
         <oasis:entry colname="col3">7.94</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">561</oasis:entry>
         <oasis:entry colname="col2">4.30</oasis:entry>
         <oasis:entry colname="col3">7.94</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">635</oasis:entry>
         <oasis:entry colname="col2">3.97</oasis:entry>
         <oasis:entry colname="col3">7.12</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">700</oasis:entry>
         <oasis:entry colname="col2">3.96</oasis:entry>
         <oasis:entry colname="col3">6.53</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T3" specific-use="star"><?xmltex \currentcnt{3}?><?xmltex \def\figurename{Table}?><label>Table 3</label><caption><p id="d1e3046">Average morphology results of population of <italic>Emiliania huxleyi </italic> coccoliths
measured on three different supports.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="4">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="left"/>
     <oasis:colspec colnum="3" colname="col3" align="left"/>
     <oasis:colspec colnum="4" colname="col4" align="left"/>
     <oasis:thead>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">MD97-2125 (5 cm)</oasis:entry>
         <oasis:entry colname="col2">Nucleopore</oasis:entry>
         <oasis:entry colname="col3">Acetate cellulose</oasis:entry>
         <oasis:entry colname="col4">Glass</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">Mass (pg)</oasis:entry>
         <oasis:entry colname="col2">1.66 pg (0.94 SD)</oasis:entry>
         <oasis:entry colname="col3">1.78 pg (0.93 SD)</oasis:entry>
         <oasis:entry colname="col4">1.79 pg (0.70 SD)</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Thickness (<inline-formula><mml:math id="M185" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m)</oasis:entry>
         <oasis:entry colname="col2">0.24 <inline-formula><mml:math id="M186" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m (0.05 SD)</oasis:entry>
         <oasis:entry colname="col3">0.25 <inline-formula><mml:math id="M187" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m (0.09 SD)</oasis:entry>
         <oasis:entry colname="col4">0.23 <inline-formula><mml:math id="M188" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m (0.04 SD)</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Number of <italic>E. huxleyi</italic></oasis:entry>
         <oasis:entry colname="col2">90</oasis:entry>
         <oasis:entry colname="col3">168</oasis:entry>
         <oasis:entry colname="col4">1285</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>

</sec>
</sec>
<?pagebreak page782?><sec id="Ch1.S5">
  <label>5</label><title>Protocol</title>
      <p id="d1e3176"><list list-type="order">
          <list-item>

      <p id="d1e3181">The microscope setting is as follows: Köhler illumination done, diaphragms as closed
as possible, circular polarizers (with a rotating quarter-wave plate or two
circular polarizers: one left oriented and one right oriented), circular
analyser, monochromatic filter.</p>
          </list-item>
          <list-item>

      <p id="d1e3187">Grab one image of a field of view with the circular polarizer oriented to
the left (image ILL).</p>
          </list-item>
          <list-item>

      <p id="d1e3193">Grab one image of the same field of view with the circular polarizer
oriented to the right (image ILR).</p>
          </list-item>
          <list-item>

      <p id="d1e3199">Compute the image <inline-formula><mml:math id="M189" display="inline"><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> with Eq. (3): <inline-formula><mml:math id="M190" display="inline"><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">256</mml:mn><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mi>d</mml:mi><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi mathvariant="normal">max</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:math></inline-formula>,
with <inline-formula><mml:math id="M191" display="inline"><mml:mi>d</mml:mi></mml:math></inline-formula> from Eq. (2): <inline-formula><mml:math id="M192" display="inline"><mml:mrow><mml:mi>d</mml:mi><mml:mo>=</mml:mo><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mi mathvariant="italic">λ</mml:mi><mml:mrow><mml:mi mathvariant="italic">π</mml:mi><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>n</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mi mathvariant="normal">arctan</mml:mi><mml:mo>(</mml:mo><mml:msqrt><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="normal">LR</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="normal">LL</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:msqrt><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>, and <inline-formula><mml:math id="M193" display="inline"><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi mathvariant="normal">max</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> from Eq. (4).
                <disp-formula id="Ch1.Ex10"><mml:math id="M194" display="block"><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi mathvariant="normal">max</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mi mathvariant="italic">λ</mml:mi><mml:mrow><mml:mi mathvariant="italic">π</mml:mi><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>n</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>⋅</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mi mathvariant="italic">π</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:mfrac></mml:mstyle><mml:msub><mml:mi>d</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></disp-formula>
              can be simplified into
                <disp-formula id="Ch1.E6" content-type="numbered"><label>6</label><mml:math id="M195" display="block"><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">163</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi mathvariant="normal">arctan</mml:mi><mml:mfenced open="(" close=")"><mml:msqrt><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="normal">LR</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mi mathvariant="normal">LL</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:msqrt></mml:mfenced><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula>
              An example of a Python routine that calculates the output image <inline-formula><mml:math id="M196" display="inline"><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is given
here.
<preformat><![CDATA[# Import.Lib.
import sys
from PIL import Image
import math
from math import pi
# open Image file
img_ILL = Image.open("/Path/image
                      ILL.tif")
img_ILR = Image.open("/Path/image
                      ILR.tif")
# Create output image
img_d = Image.new(img_ILL.mode,
img_ILL.size)
# Get image size
column,line = img_ILL.size
# Compute d for every pixel
for i in range(line):
   for j in range(column):
    ILL_val = img_ILL.getpixel((j,i))
              + 1
    ILR_val = img_ILR.getpixel((j,i))
    # Compute thickness values
    d = 163 * math.atan(math.sqrt
              (ILR_val / ILL_val))
    # Output image
    img_d.putpixel((j,i), (int(d),))
# Show thickness image
img_d.show]]></preformat></p>
          </list-item>
          <list-item>

      <p id="d1e3388">The point measurement is as follows: <inline-formula><mml:math id="M197" display="inline"><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is an image that is scaled in grey levels and not
in micrometres. In order to get the thickness at one point (pixel) of an
image, get the grey level value, GL, at this position.</p>

      <?pagebreak page783?><p id="d1e3402">From Eq. (3) we obtain
                <disp-formula id="Ch1.E7" content-type="numbered"><label>7</label><mml:math id="M198" display="block"><mml:mrow><mml:mi>d</mml:mi><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:msub><mml:mi>d</mml:mi><mml:mi mathvariant="normal">max</mml:mi></mml:msub></mml:mrow><mml:mn mathvariant="normal">256</mml:mn></mml:mfrac></mml:mstyle><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula>
              <inline-formula><mml:math id="M199" display="inline"><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi mathvariant="normal">max</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is given in Eq. (4). For example for a calcite crystal
(<inline-formula><mml:math id="M200" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>n</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.172</mml:mn></mml:mrow></mml:math></inline-formula>) and using a green monochromatic light of <inline-formula><mml:math id="M201" display="inline"><mml:mrow><mml:mi mathvariant="italic">λ</mml:mi><mml:mo>=</mml:mo></mml:mrow></mml:math></inline-formula> 0.561 <inline-formula><mml:math id="M202" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m, <inline-formula><mml:math id="M203" display="inline"><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi mathvariant="normal">max</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is 1.63 <inline-formula><mml:math id="M204" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m. In that case GL must be
divided by 160 in order to get the thickness at that point.</p>

      <p id="d1e3495">When one wants to measure a particle (instead of a point) it may continue as
follows.</p>
          </list-item>
          <list-item>

      <p id="d1e3502"><italic>Threshold</italic>. One must withdraw the background of the image without changing the GL values of the particle. An easy way to do that is explained
in the following ImageJ plugin. In this example the maximum background GL
value is 19.
<preformat><![CDATA[run("Duplicate...", " ");
setThreshold(19, 255);
setOption("BlackBackground", false);
run("Convert to Mask");
run("Divide...", "value=255.000");
imageCalculator("Multiply create",
     "image.tif","image-copy.tif");
selectWindow("Result of image.tif");]]></preformat></p>
          </list-item>
          <list-item>

      <p id="d1e3512"><italic>Average thickness</italic> (<inline-formula><mml:math id="M205" display="inline"><mml:mover accent="true"><mml:mi>d</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover></mml:math></inline-formula>). To measure the lightness of the
particle, select the region of interest (ROI) containing an isolated
particle. Measure the mean GL value of the ROI. Use Eq. (6) to
calculate the average thickness in micrometres of the particle.</p>
          </list-item>
          <list-item>

      <p id="d1e3530"><italic>Mass of the particle</italic>. Mass <inline-formula><mml:math id="M206" display="inline"><mml:mrow><mml:mo>=</mml:mo><mml:mover accent="true"><mml:mi>d</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mi>a</mml:mi><mml:mi mathvariant="italic">ρ</mml:mi></mml:mrow></mml:math></inline-formula>, where <inline-formula><mml:math id="M207" display="inline"><mml:mi>a</mml:mi></mml:math></inline-formula> is the area in
micrometres and <inline-formula><mml:math id="M208" display="inline"><mml:mi mathvariant="italic">ρ</mml:mi></mml:math></inline-formula> is density of calcite in picogrammes per cubic micrometre  (<inline-formula><mml:math id="M209" display="inline"><mml:mo lspace="0mm">=</mml:mo></mml:math></inline-formula> 2.71).
The mass is in picogrammes.</p>
          </list-item>
        </list></p><?xmltex \setfigures?><?xmltex \setplates?><?xmltex \floatpos{t}?><fig id="Ch1.F8"><?xmltex \currentcnt{1}?><?xmltex \def\figurename{Plate}?><label>Plate 1</label><caption><p id="d1e3578">Images of a coccolith of <italic>Emiliania huxleyi</italic> captured at wavelengths 435
<bold>(a)</bold> and 700 nm <bold>(b)</bold>. White bars are 1 <inline-formula><mml:math id="M210" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m long. Brightness has been
adapted to enhance the contrast between background and elements from the
distal shield.</p></caption>
        <?xmltex \igopts{width=227.622047pt}?><graphic xlink:href="https://bg.copernicus.org/articles/18/775/2021/bg-18-775-2021-p01.png"/>

      </fig>

</sec>
<sec id="Ch1.S6">
  <label>6</label><title>Limits of protocol</title>
      <p id="d1e3612"><list list-type="order">
          <list-item>

      <p id="d1e3617"><italic>Thickness</italic>. As it was said earlier, this method is not applicable for
particles thicker than the practical <inline-formula><mml:math id="M211" display="inline"><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi mathvariant="normal">max</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, which is 2 <inline-formula><mml:math id="M212" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m using red
light. This is not a strong limitation for coccoliths since most of them are
not thicker than 1.5 <inline-formula><mml:math id="M213" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m. In quaternary sediments, where the
coccoliths are as a majority <inline-formula><mml:math id="M214" display="inline"><mml:mrow><mml:mi mathvariant="italic">&lt;</mml:mi><mml:mn mathvariant="normal">1.2</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M215" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m thick, we prefer to use a
blue colour that gives the most precise results. When working with
Miocene–Pliocene sediments, a green light is recommended because of large
<italic>Reticulofenestra</italic>. In Paleogene sediments it may be interesting to work with a red light.</p>
          </list-item>
          <list-item>

      <p id="d1e3674"><inline-formula><mml:math id="M216" display="inline"><mml:mi>v</mml:mi></mml:math></inline-formula> <italic>units</italic>. The BCP method is perfect for calcite crystals having their
optical axis oriented perpendicular to the light trajectory. During the
crystallization of coccoliths, many crystals have their optical axis radially
oriented, the so-called <inline-formula><mml:math id="M217" display="inline"><mml:mi>r</mml:mi></mml:math></inline-formula> units described by Young et al. (1992). Those
coccoliths (e.g Noelaerhabdaceae) are well measured by any polarization
method including BCP. In some species, the coccoliths have two types of
crystals: those with the optical axis oriented radially (<inline-formula><mml:math id="M218" display="inline"><mml:mi>r</mml:mi></mml:math></inline-formula> units), and those
with a vertical optical axis (<inline-formula><mml:math id="M219" display="inline"><mml:mi>v</mml:mi></mml:math></inline-formula> units) (Young et al., 1992). The thickness
of crystals having a <inline-formula><mml:math id="M220" display="inline"><mml:mi>v</mml:mi></mml:math></inline-formula> unit cannot be measured by birefringence methods. In
some genera such as <italic>Pontosphaera</italic> it does not impact significantly because the proportion
of <inline-formula><mml:math id="M221" display="inline"><mml:mi>v</mml:mi></mml:math></inline-formula> unit is limited. In some genera such as <italic>Coccolithus</italic>, a larger proportion of the
coccoliths are composed of <inline-formula><mml:math id="M222" display="inline"><mml:mi>v</mml:mi></mml:math></inline-formula> units (the distal shield), and it is possible to use
a correction factor as proposed by Cubillos et al. (2012). For coccoliths
composed exclusively of <inline-formula><mml:math id="M223" display="inline"><mml:mi>v</mml:mi></mml:math></inline-formula> units such as the discoasters, BCP and other
birefringent methods are not applicable.</p>
          </list-item>
          <list-item>

      <p id="d1e3745"><italic>Sample preparation</italic>. Most of the preparation methods used in the study of
fossil samples use glass as a support, whereas some methods use
membrane with a small porosity (e.g. 0.45 <inline-formula><mml:math id="M224" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m) in order to retain the
coccolith on it (see Giraudeau and Beaufort, 2007, for a review). Such
methods are classically used when studying living coccolithophore assemblages.
The collected seawater is filtered on a membrane that is subsequently
mounted between slide and coverslips with a mounting media that is
sufficiently liquid to make the membrane almost<?pagebreak page784?> transparent. Three types of
membranes are used: acetate cellulose, nitrate cellulose and polycarbonate.
The membranes are not completely transparent and this affects the measure of
thickness. To quantify this effect, we mounted the same sample on glass only
(GO), with membrane on acetate cellulose (AC) and with polycarbonate
membrane (PC). The background level measured in blue (560 nm) was 14, 16 and 19 GL with GO, AC and PC respectively. The “opacity” of the membranes add
two GLs for AC and five GLs for PC, corresponding respectively to the thickness of
11  and 26 nm or to mass per square metre of 0.03 and 0.07 pg. These values are
in the same order of precision as expected with the BCP method. Because it
is not possible to measure the same object on the three types of support, we
measure the average mass and thickness of coccoliths from a large population
belonging to the same species (<italic>E. huxleyi</italic>) in the same sample replicates (MD97-2125;
5 cm). We did not find any significant difference between the population
measured on the different supports (Table 3). There is no apparent
limitation to measure calcite thickness on membranes of that type. The small
holes in the polycarbonate membranes are not filled by the medium. They
appear opaque when observed in the microscope in both natural and circular
polarized light (right and left). These holes can be seen by transparency
through calcite particles. In the BCP image projections, the holes do not
appear prominently, and they are half darker and half lighter than
the background, inducing a small but significant noise in the resulting
thickness. Although this effect is not large, the use of this membrane is
not recommended when it is possible to use acetate cellulose membranes.</p>
          </list-item>
        </list></p>
</sec>
<sec id="Ch1.S7" sec-type="conclusions">
  <label>7</label><title>Conclusions</title>
      <p id="d1e3771">The alternative use of left and right circular polarization permits the
measurement of the thickness of calcite crystals in a universal manner without
precise calibration of light. The BCP method has a great advantage over
previous methods for which it is difficult to maintain stable light (i) in
time (i.e. bulb ageing, condenser vertical position) and (ii) in space since the field of view may not be uniformly illuminated (i.e. low-quality lens, uncentred condenser). In all these situations, the
previously published linear or circular polarizer methods will provide
different thickness measurements whereas the BCP method described here
will provide the same values. The choice of the wavelength of the light used
for the measurements is specific to a targeted thickness. Thicker crystals
will require longer wavelengths. Shorter wavelengths are recommended for
precise measurement of thin crystals. In practice, upper and lower limits of
measurements depend on the quality of polarizers and on the tuning of the
microscope (Kohler illumination and narrow diaphragms). With our microscope,
the practical range of measurements is 84 % of the theoretical range. For
example, at 561 nm, the lower measurable thickness is 0.10 <inline-formula><mml:math id="M225" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m and
the largest is 1.45 <inline-formula><mml:math id="M226" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m when theoretically the range should be 0 to
1.61 <inline-formula><mml:math id="M227" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m. It could be interesting to test whether other types of circular
polarizers such as mineral ones could provide larger practical ranges. The
precision of the thickness measurements are an order of magnitude smaller –
0.012  to 0.030 <inline-formula><mml:math id="M228" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m – than measurements of the length
related to the resolution of an optical microscope that is approximatively
0.20 <inline-formula><mml:math id="M229" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m using natural light.</p>
</sec>

      
      </body>
    <back><notes notes-type="dataavailability"><title>Data availability</title>

      <p id="d1e3818">The BCP method described here is not based on data. This paper provides some examples. Those example images can be provided by the corresponding author upon request at beaufort@cerege.fr.</p>
  </notes><notes notes-type="authorcontribution"><title>Author contributions</title>

      <p id="d1e3824">LB wrote the paper with important contributions from  BSM, PF and JD. PF and JD are the originators of the concept of the BCP method and wrote the “Principles” section. LB  and YG applied the BCP methods to microscopy and did the images and data collection.</p>
  </notes><notes notes-type="competinginterests"><title>Competing interests</title>

      <p id="d1e3830">The authors declare that they have no conflict of interest.</p>
  </notes><ack><title>Acknowledgements</title><p id="d1e3836">The two anonymous reviewers are thanked for their comments on an
earlier version of the paper.</p></ack><notes notes-type="financialsupport"><title>Financial support</title>

      <p id="d1e3841">This research has been supported by the Fondation pour la Recherche sur la Biodiversité (grant no. COCCACE) and the Ministère de la Transition écologique et Solidaire (grant no. COCCACE) within the programme “Ocean Acidification”.</p>
  </notes><notes notes-type="reviewstatement"><title>Review statement</title>

      <p id="d1e3848">This paper was edited by Lennart de Nooijer and reviewed by two anonymous referees.</p>
  </notes><ref-list>
    <title>References</title>

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    <!--<article-title-html>Technical note: A universal method for measuring the thickness of microscopic calcite crystals, based on bidirectional circular polarization</article-title-html>
<abstract-html><p>Coccoliths are major contributors to the particulate inorganic carbon in the
ocean that is a key part of the carbon cycle. The coccoliths are a few micrometres
in length and weigh a few picogrammes. Their birefringence characteristics in
polarized optical microscopy have been used to estimate their mass. This
method is rapid and precise because camera sensors produce excellent
measurements of light. However, the current method is limited because it
requires a precise and replicable set-up and calibration of the light in the
optical equipment. More precisely, the light intensity, the diaphragm
opening, the position of the condenser and the exposure time of the camera
have to be strictly identical during the calibration and the analysis of
calcite crystal. Here we present a new method that is universal in the sense
that the thickness estimations are independent from a calibration but
result from a simple equation. It can be used with different cameras and
microscope brands. Moreover, the light intensity used in the microscope does
not have to be strictly and precisely controlled. This method permits the
measurement of crystal thickness up to 1.7&thinsp;µm. It is based on the use of one
left circular polarizer and one right circular polarizer with a
monochromatic light source using the following equation:</p><table class="equation">
      
      <tr valign="baseline" class="equation"><td class="eqpad"/><td nowrap="yes" align="center" colspan="1"><i>d</i> = <mstyle displaystyle="true"><mfrac style="display"><i>λ</i><i>π</i>Δ<i>n</i></mfrac></mstyle>arctan<mfenced open="(" close=")"><msqrt><mstyle displaystyle="true"><mfrac style="display"><i>I</i><sub>LR</sub><i>I</i><sub>LL</sub></mfrac></mstyle></msqrt></mfenced>, </td><td class="eqpad"/></tr>
      </table><p>where <i>d</i> is the thickness, <i>λ</i> the wavelength of the light used,
Δ<i>n</i> the birefringence, and <i>I</i><sub>LR</sub> and <i>I</i><sub>LL</sub> the light intensity
measured with a right and a left circular polarizer. Because of the
alternative and rotational motion of the quarter-wave plate of the circular
polarizer, we coined the name of this method <q>bidirectional circular
polarization</q> (BCP).</p></abstract-html>
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<a href="https://doi.org/10.1016/j.marmicro.2014.08.007" target="_blank">https://doi.org/10.1016/j.marmicro.2014.08.007</a>, 2014.
</mixed-citation></ref-html>
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Giraudeau, J. and Beaufort, L.: Coccolithophores From Extant Population to
Fossil Assemblages, in: Developments in Marine Geology, Proxies in late
Cenozoic Paleoceanography, edited by: Hilaire-Marcel, C. and de Vernal, A.,
Elsevier, Amsterdam, 409–439, 2007.
</mixed-citation></ref-html>
<ref-html id="bib1.bib11"><label>11</label><mixed-citation>
González-Lemos, S., Guitián, J., Fuertes, M.-Á., Flores, J.-A., and Stoll, H. M.: Technical note: An empirical method for absolute calibration of coccolith thickness, Biogeosciences, 15, 1079–1091, <a href="https://doi.org/10.5194/bg-15-1079-2018" target="_blank">https://doi.org/10.5194/bg-15-1079-2018</a>, 2018.
</mixed-citation></ref-html>
<ref-html id="bib1.bib12"><label>12</label><mixed-citation>
Hassenkam, T., Johnsson, A., Bechgaard, K., and Stipp, S. L. S.: Tracking
single coccolith dissolution with picogram resolution and implications for
CO<sub>2</sub> sequestration and ocean acidification, P. Natl. Acad. Sci. USA, 108, 8571–8576, <a href="https://doi.org/10.1073/pnas.1009447108" target="_blank">https://doi.org/10.1073/pnas.1009447108</a>, 2011.

</mixed-citation></ref-html>
<ref-html id="bib1.bib13"><label>13</label><mixed-citation>
Holligan, P. M., Fernandez, E., Aiken, J., Balch, W. M., Boyd, P., Burkill,
P. H., Finch, M., Groom, S. B., Malin, G., Muller, K., Purdie, D. A.,
Robinson, C., Trees, C. C., Turner, S. M., and van der Wal, P.: A
biogeochemical study of the coccolithophore, Emiliania huxleyi, in the North
Atlantic, Glob. Biogeochem. Cy., 7, 879–900, 1993.
</mixed-citation></ref-html>
<ref-html id="bib1.bib14"><label>14</label><mixed-citation>
Höning, D.: The impact of life on climate stabilisation over different
timescales, Geochem., Geophys., Geosys., 21, e2020GC009105, <a href="https://doi.org/10.1029/2020GC009105" target="_blank">https://doi.org/10.1029/2020GC009105</a>, 2020.
</mixed-citation></ref-html>
<ref-html id="bib1.bib15"><label>15</label><mixed-citation>
Jones, R. C.: A new calculus for the treatment of optical systems, I.
Description and Discussion of the Calculus, J. Opt. Soc. Am., 31, 488–493, <a href="https://doi.org/10.1364/JOSA.31.000488" target="_blank">https://doi.org/10.1364/JOSA.31.000488</a>, 1941.
</mixed-citation></ref-html>
<ref-html id="bib1.bib16"><label>16</label><mixed-citation>
Köhler, A.: New method of illumination for photomicrographical purposes,
J. Roy. Microscopic. Soc., 14, 261–262, 1894.
</mixed-citation></ref-html>
<ref-html id="bib1.bib17"><label>17</label><mixed-citation>
Milliman, J. D. and Droxler, A. W.: Neritic and pelagic carbonate
sedimentation in the marine environment: ignorance is not bliss, Geol.
Rundsch., 85, 496–504, 1996.
</mixed-citation></ref-html>
<ref-html id="bib1.bib18"><label>18</label><mixed-citation>
Okada, H. and Honjo, S.: The distribution of oceanic coccolithophorids in
the Pacific, Deep Sea Res., 20, 355–374, 1973.
</mixed-citation></ref-html>
<ref-html id="bib1.bib19"><label>19</label><mixed-citation>
Ridgwell, A. and Zeebe, R. E.: The role of the global carbonate cycle in
the regulation and evolution of the Earth system, Earth Planet.
Sc. Lett., 234, 299–315, <a href="https://doi.org/10.1016/j.epsl.2005.03.006" target="_blank">https://doi.org/10.1016/j.epsl.2005.03.006</a>, 2005.
</mixed-citation></ref-html>
<ref-html id="bib1.bib20"><label>20</label><mixed-citation>
Suchéras-Marx, B. and Henderiks, J.: Downsizing the pelagic carbonate
factory: Impacts of calcareous nannoplankton evolution on carbonate burial
over the past 17 million years, Glob. Planet. Change, 123, 97–109,
<a href="https://doi.org/10.1016/j.gloplacha.2014.10.015" target="_blank">https://doi.org/10.1016/j.gloplacha.2014.10.015</a>, 2014.
</mixed-citation></ref-html>
<ref-html id="bib1.bib21"><label>21</label><mixed-citation>
Young, J., Didymus, J. M., Bown, P. R., Prins, B., and Mann, S.: Crystal
assembly and phylogenetic evolution in heterococcoliths, Nature, 356,
516–518, 1992.
</mixed-citation></ref-html>
<ref-html id="bib1.bib22"><label>22</label><mixed-citation>
Zeebe, R. E. and Westbroek, P.: A simple model for the CaCO<sub>3</sub> saturation
state of the ocean: The “Strangelove,” the “Neritan,” and the “Cretan”
Ocean, Geochem., Geophys., Geosys., 4, 1104, <a href="https://doi.org/10.1029/2003GC000538" target="_blank">https://doi.org/10.1029/2003GC000538</a>, 2003.
</mixed-citation></ref-html>--></article>
