<?xml version="1.0" encoding="UTF-8"?>
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<article xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:oasis="http://docs.oasis-open.org/ns/oasis-exchange/table" xml:lang="en" dtd-version="3.0">
  <front>
    <journal-meta><journal-id journal-id-type="publisher">ARS</journal-id><journal-title-group>
    <journal-title>Advances in Radio Science</journal-title>
    <abbrev-journal-title abbrev-type="publisher">ARS</abbrev-journal-title><abbrev-journal-title abbrev-type="nlm-ta">Adv. Radio Sci.</abbrev-journal-title>
  </journal-title-group><issn pub-type="epub">1684-9973</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/ars-17-51-2019</article-id><title-group><article-title>High-Frequency Modeling of Coplanar Waveguides<?xmltex \hack{\break}?> Including Surface Roughness</article-title><alt-title>High-Frequency Modeling of Coplanar Waveguides Including Surface Roughness</alt-title>
      </title-group><?xmltex \runningtitle{High-Frequency Modeling of Coplanar Waveguides Including Surface Roughness}?><?xmltex \runningauthor{G. Gold et al.}?>
      <contrib-group>
        <contrib contrib-type="author" corresp="yes" rid="aff1">
          <name><surname>Gold</surname><given-names>Gerald</given-names></name>
          <email>gerald.gold@fau.de</email>
        <ext-link>https://orcid.org/0000-0002-3862-368X</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Lomakin</surname><given-names>Konstantin</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Helmreich</surname><given-names>Klaus</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff2">
          <name><surname>Arz</surname><given-names>Uwe</given-names></name>
          
        </contrib>
        <aff id="aff1"><label>1</label><institution>Institute of Microwaves and Photonics, Friedrich-Alexander University<?xmltex \hack{\break}?> Erlangen-Nuremberg (FAU), 91058 Erlangen, Germany</institution>
        </aff>
        <aff id="aff2"><label>2</label><institution>Physikalisch-Technische Bundesanstalt (PTB), Bundesallee 100, 38116 Braunschweig, Germany</institution>
        </aff>
      </contrib-group>
      <author-notes><corresp id="corr1">Gerald Gold (gerald.gold@fau.de)</corresp></author-notes><pub-date><day>19</day><month>September</month><year>2019</year></pub-date>
      
      <volume>17</volume>
      <fpage>51</fpage><lpage>57</lpage>
      <history>
        <date date-type="received"><day>19</day><month>December</month><year>2018</year></date>
           <date date-type="accepted"><day>7</day><month>March</month><year>2019</year></date>
      </history>
      <permissions>
        <copyright-statement>Copyright: © 2019 Gerald Gold et al.</copyright-statement>
        <copyright-year>2019</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://ars.copernicus.org/articles/17/51/2019/ars-17-51-2019.html">This article is available from https://ars.copernicus.org/articles/17/51/2019/ars-17-51-2019.html</self-uri><self-uri xlink:href="https://ars.copernicus.org/articles/17/51/2019/ars-17-51-2019.pdf">The full text article is available as a PDF file from https://ars.copernicus.org/articles/17/51/2019/ars-17-51-2019.pdf</self-uri>
      <abstract><title>Abstract</title>
    <p id="d1e109">An existing analytical transmission line model to describe propagation
properties of coplanar waveguides including dispersion and radiation effects
was extended to take into account surface roughness of conductor traces. The
influence of parasitics is successively included in the simulation and
compared to measurements. The device under test (DUT) was fabricated on an
<inline-formula><mml:math id="M1" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">Al</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:msub><mml:mi mathvariant="normal">O</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> wafer. A metal and ceramic chuck was utilized during
measurements up to 120 GHz. The extended model is then capable of precisely
predicting propagation properties in a wide frequency range and can now be
used for calibration purposes like the development of uncertainty budgets.</p>
  </abstract>
    </article-meta>
  </front>
<body>
      

      <?xmltex \hack{\allowdisplaybreaks}?>
<sec id="Ch1.S1" sec-type="intro">
  <label>1</label><title>Introduction</title>
      <p id="d1e139">Coplanar waveguides (CPWs) are frequently used in all different kinds of
planar circuits like (printed circuit boards) PCBs and on-wafer applications.
Especially the latter – ubiquitous nano- and microelectronics – utilize
this transmission line type particularly. The exact knowledge of its
high-frequency properties thus is essential for modern electronics with
increasing data-rates and consequently increasing application frequencies.</p>
      <p id="d1e142">Nowadays numerical full-wave electro-magnetic simulators are available that
are capable of accounting for parasitic effects like dispersion, radiation
and conductor loss effects <xref ref-type="bibr" rid="bib1.bibx11" id="paren.1"/>. Nevertheless analytical
transmission line models are required for developing reliable uncertainty
budgets for calibration purposes <xref ref-type="bibr" rid="bib1.bibx2" id="paren.2"/> and moreover have fundamental
importance to microwave design.</p>
      <p id="d1e151">Such an analytical model was presented in the early nineties <xref ref-type="bibr" rid="bib1.bibx5" id="paren.3"/>.
This quasi-TEM approach describes the electrical behavior of a CPW from DC to
a certain frequency – depending on CPW dimensions – from where on radiation
and additional dispersion, due to coupling to higher order modes, take place.
These effects were added to the CPW model in <xref ref-type="bibr" rid="bib1.bibx12" id="paren.4"/>, so that modeling
of CPW properties at high frequencies is possible now. But at high
frequencies the skin depth decreases to the order of surface roughness, so
that the assumption of ideal smooth conductor walls does not hold anymore and
roughness strongly impacts on transmission properties of any kind of
waveguide.</p>
      <p id="d1e160">This paper shows the application of a roughness model <xref ref-type="bibr" rid="bib1.bibx3" id="paren.5"/> that is
capable of accounting for impact on loss and delay of transmission lines to
the contemplated CPW model. This new extension finally allows for precisely
describing properties of CPWs including all known parasitic effects. The
model predictions are compared to measurements of CPWs on <inline-formula><mml:math id="M2" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">Al</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:msub><mml:mi mathvariant="normal">O</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> with
both metal and ceramic chuck and show a very good agreement in both
scenarios.</p>
</sec>
<sec id="Ch1.S2">
  <label>2</label><title>Measurement Assembly</title>
      <p id="d1e190">In the following the geometrical parameters <inline-formula><mml:math id="M3" display="inline"><mml:mrow><mml:msub><mml:mi>w</mml:mi><mml:mi mathvariant="normal">g</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M4" display="inline"><mml:mi>w</mml:mi></mml:math></inline-formula>, <inline-formula><mml:math id="M5" display="inline"><mml:mi>t</mml:mi></mml:math></inline-formula>, <inline-formula><mml:math id="M6" display="inline"><mml:mi>s</mml:mi></mml:math></inline-formula> and <inline-formula><mml:math id="M7" display="inline"><mml:mi>h</mml:mi></mml:math></inline-formula> are
utilized as shown in the sketched cross-section of a CPW in
Fig. <xref ref-type="fig" rid="Ch1.F1"/>. Additionally the material parameters relative
permittivity <inline-formula><mml:math id="M8" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ε</mml:mi><mml:mi mathvariant="normal">r</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> of the substrate, dielectric loss tangent
<inline-formula><mml:math id="M9" display="inline"><mml:mrow><mml:mi>tan⁡</mml:mi><mml:mi mathvariant="italic">δ</mml:mi></mml:mrow></mml:math></inline-formula> and conductivity <inline-formula><mml:math id="M10" display="inline"><mml:mi mathvariant="italic">σ</mml:mi></mml:math></inline-formula> of the traces are necessary.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F1"><?xmltex \currentcnt{1}?><label>Figure 1</label><caption><p id="d1e265">CPW cross-section with geometrical and material parameters.</p></caption>
        <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://ars.copernicus.org/articles/17/51/2019/ars-17-51-2019-f01.png"/>

      </fig>

      <p id="d1e274">The regarded transmission lines are purely coplanar, i.e. there is no
additional ground plane beneath the dielectric. However, to rest the DUT
during measurement, a so called <italic>chuck</italic> is used. Depending on its
material, metal or ceramic,<?pagebreak page52?> there is an impact on the measurement and
consequently has to be considered during simulation, which is done by
assuming an infinite substrate in the case of the ceramic chuck. This
assumption is justified, since the height of the chuck is very large compared
to the substrate, so that the electromagnetic field does not penetrate
through it. Additionally, the relative permittivity of the chuck and
substrate are assumed to be equal. The metal chuck results in a boundary
condition respectively after the specified substrate height. A more detailed
insight of the impact from different chuck permittivities is given in
<xref ref-type="bibr" rid="bib1.bibx9 bib1.bibx10" id="text.6"/>.</p>
      <p id="d1e284">The CPW was fabricated on an <inline-formula><mml:math id="M11" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">Al</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:msub><mml:mi mathvariant="normal">O</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> substrate, which was
characterized separately with a split cylinder resonator <xref ref-type="bibr" rid="bib1.bibx7" id="paren.7"/>. The
relative permittivity in the frequency range from 8 to 22 <inline-formula><mml:math id="M12" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">GHz</mml:mi></mml:mrow></mml:math></inline-formula> was
measured as 9.7, the loss tangent about <inline-formula><mml:math id="M13" display="inline"><mml:mrow><mml:mn mathvariant="normal">1.25</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">4</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> to
<inline-formula><mml:math id="M14" display="inline"><mml:mrow><mml:mn mathvariant="normal">1.5</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">4</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>. The nominal dimensions of the lines are <inline-formula><mml:math id="M15" display="inline"><mml:mrow><mml:mi>w</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">50</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M16" display="inline"><mml:mrow><mml:mi>s</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">25</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M17" display="inline"><mml:mrow><mml:msub><mml:mi>w</mml:mi><mml:mi mathvariant="normal">g</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">270</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:mrow></mml:math></inline-formula>. Due to the electroplating
process the conductive traces are subject to a variation of their thickness
across the wafer. A figure of 6.5 <inline-formula><mml:math id="M18" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> therefore is used in the
following investigations. Likewise the conductivity <inline-formula><mml:math id="M19" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mtext>DC</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> is
affected by the electroplating process, since it is always lower compared to
bulk metal. Because of that we use a conductivity value of 36 MS m<inline-formula><mml:math id="M20" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>.</p>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T1"><?xmltex \currentcnt{1}?><label>Table 1</label><caption><p id="d1e444">CPW Parameter.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="2">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="left"/>
     <oasis:thead>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Parameter</oasis:entry>
         <oasis:entry colname="col2">Value</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1"><inline-formula><mml:math id="M21" display="inline"><mml:mi>w</mml:mi></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2">50 <inline-formula><mml:math id="M22" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><inline-formula><mml:math id="M23" display="inline"><mml:mi>s</mml:mi></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2">25 <inline-formula><mml:math id="M24" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><inline-formula><mml:math id="M25" display="inline"><mml:mrow><mml:msub><mml:mi>w</mml:mi><mml:mi mathvariant="normal">g</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2">270 <inline-formula><mml:math id="M26" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><inline-formula><mml:math id="M27" display="inline"><mml:mi>t</mml:mi></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2">6.5 <inline-formula><mml:math id="M28" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><inline-formula><mml:math id="M29" display="inline"><mml:mi>h</mml:mi></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2">500 <inline-formula><mml:math id="M30" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><inline-formula><mml:math id="M31" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ε</mml:mi><mml:mi mathvariant="normal">r</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2">9.7</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><inline-formula><mml:math id="M32" display="inline"><mml:mrow><mml:mi>tan⁡</mml:mi><mml:mi mathvariant="italic">δ</mml:mi></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M33" display="inline"><mml:mrow><mml:mn mathvariant="normal">1.25</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">4</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><inline-formula><mml:math id="M34" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mtext>DC</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M35" display="inline"><mml:mrow><mml:mn mathvariant="normal">36</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mrow class="unit"><mml:mi mathvariant="normal">MS</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">m</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>

      <p id="d1e679">Thus, measurements were performed whereby the complex propagation coefficient
<inline-formula><mml:math id="M36" display="inline"><mml:mi mathvariant="italic">γ</mml:mi></mml:math></inline-formula> of the CPW is obtained by a multiline calibration method
<xref ref-type="bibr" rid="bib1.bibx8" id="paren.8"/>. The measured responses are presented as attenuation <inline-formula><mml:math id="M37" display="inline"><mml:mrow><mml:mi mathvariant="italic">α</mml:mi><mml:mo>=</mml:mo><mml:mtext>Re</mml:mtext><mml:mo>(</mml:mo><mml:mi mathvariant="italic">γ</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> and effective permittivity <inline-formula><mml:math id="M38" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ε</mml:mi><mml:mrow><mml:mi mathvariant="normal">r</mml:mi><mml:mo>,</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mtext>eff</mml:mtext></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msup><mml:mfenced close=")" open="("><mml:mrow><mml:msub><mml:mi>c</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub><mml:mo>/</mml:mo><mml:msub><mml:mi>v</mml:mi><mml:mi mathvariant="normal">p</mml:mi></mml:msub></mml:mrow></mml:mfenced><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula>, in which <inline-formula><mml:math id="M39" display="inline"><mml:mrow><mml:msub><mml:mi>v</mml:mi><mml:mi mathvariant="normal">p</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> in turn is the phase
velocity <inline-formula><mml:math id="M40" display="inline"><mml:mrow><mml:msub><mml:mi>v</mml:mi><mml:mi mathvariant="normal">p</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mi mathvariant="italic">ω</mml:mi><mml:mo>/</mml:mo><mml:mtext>Im</mml:mtext><mml:mo>(</mml:mo><mml:mi mathvariant="italic">γ</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>.</p>
</sec>
<sec id="Ch1.S3">
  <label>3</label><title>Modeling</title>
      <p id="d1e791">In the next sections, the CPW model with and without radiation and dispersion
effects is compared to the measured propagation properties. Then the
application of the surface roughness model is explained. For this purpose the
relationship between independently measured surface profile data, magnetic
field and resulting effective, frequency dependent material parameters and
necessary adaptions in the CPW model are shown.</p>
<sec id="Ch1.S3.SS1">
  <label>3.1</label><title>CPW Model without dispersion and radiation</title>
      <p id="d1e801">In analytical transmission line models, the electromagnetic properties are
described with per unit length (pul) parameters <inline-formula><mml:math id="M41" display="inline"><mml:mrow><mml:msup><mml:mi>L</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M42" display="inline"><mml:mrow><mml:msup><mml:mi>C</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula>, the loss
mechanisms with <inline-formula><mml:math id="M43" display="inline"><mml:mrow><mml:msup><mml:mi>R</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M44" display="inline"><mml:mrow><mml:msup><mml:mi>G</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> for an infinitesimal short transmission line
segment <inline-formula><mml:math id="M45" display="inline"><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi>z</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>. From those parameters, the complex propagation coefficient can
be calculated:</p>
      <p id="d1e859"><disp-formula id="Ch1.E1" content-type="numbered"><label>1</label><mml:math id="M46" display="block"><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:mi mathvariant="italic">γ</mml:mi><mml:mo>=</mml:mo><mml:msqrt><mml:mrow><mml:mfenced open="(" close=")"><mml:mrow><mml:msup><mml:mi>R</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>+</mml:mo><mml:mi>j</mml:mi><mml:mi mathvariant="italic">ω</mml:mi><mml:msup><mml:mi>L</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:mfenced><mml:mfenced close=")" open="("><mml:mrow><mml:msup><mml:mi>G</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>+</mml:mo><mml:mi>j</mml:mi><mml:mi mathvariant="italic">ω</mml:mi><mml:msup><mml:mi>C</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:mfenced></mml:mrow></mml:msqrt></mml:mrow></mml:math></disp-formula></p>
      <p id="d1e909">It's worth to note, that both outer and inner inductance contribute to the
total pul inductance <inline-formula><mml:math id="M47" display="inline"><mml:mrow><mml:msup><mml:mi>L</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>=</mml:mo><mml:msubsup><mml:mi>L</mml:mi><mml:mi mathvariant="normal">o</mml:mi><mml:mo>′</mml:mo></mml:msubsup><mml:mo>+</mml:mo><mml:msubsup><mml:mi>L</mml:mi><mml:mi mathvariant="normal">i</mml:mi><mml:mo>′</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula>. The inner inductance represents the
magnetic field penetrating the conductor due to its finite conductivity, i.e.
the skin effect.</p>
      <p id="d1e941">The quasi-TEM model approach <xref ref-type="bibr" rid="bib1.bibx5" id="paren.9"/> includes conductor loss, substrate
loss and finite metallization thickness. With the geometrical and material
properties from section II, attenuation <inline-formula><mml:math id="M48" display="inline"><mml:mi mathvariant="italic">α</mml:mi></mml:math></inline-formula> and effective, relative
permittivity <inline-formula><mml:math id="M49" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ε</mml:mi><mml:mrow><mml:mi mathvariant="normal">r</mml:mi><mml:mo>,</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mtext>eff</mml:mtext></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> can be calculated analytically.
These responses are compared to the measurement in Figs. <xref ref-type="fig" rid="Ch1.F2"/>
and <xref ref-type="fig" rid="Ch1.F3"/>. To illustrate the stepwise improvements in the
following, the deviation of simulation and measurement is plotted as relative
error (gray filled).</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F2"><?xmltex \currentcnt{2}?><label>Figure 2</label><caption><p id="d1e978">Measured and simulated attenuation on metal chuck. The simulation does neither include radiation and dispersion nor surface roughness.</p></caption>
          <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://ars.copernicus.org/articles/17/51/2019/ars-17-51-2019-f02.png"/>

        </fig>

      <p id="d1e987">The simulation is in good agreement with the measured responses at lower
frequencies. The deviation of simulated and measured attenuation gets
significant above 40 <inline-formula><mml:math id="M50" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">GHz</mml:mi></mml:mrow></mml:math></inline-formula>. The effective rel. permittivities in Fig. <xref ref-type="fig" rid="Ch1.F3"/> mainly show an offset, which could be explained by
uncertainties in <inline-formula><mml:math id="M51" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ε</mml:mi><mml:mi mathvariant="normal">r</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> of substrate, metallization thickness <inline-formula><mml:math id="M52" display="inline"><mml:mi>t</mml:mi></mml:math></inline-formula> or
surface roughness impact. Besides this, the shape of the response clearly
drift apart above 40 <inline-formula><mml:math id="M53" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">GHz</mml:mi></mml:mrow></mml:math></inline-formula>.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F3"><?xmltex \currentcnt{3}?><label>Figure 3</label><caption><p id="d1e1028">Measured and simulated effective rel. permittivity on metal chuck.
The simulation does neither include radiation and dispersion nor surface
roughness.</p></caption>
          <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://ars.copernicus.org/articles/17/51/2019/ars-17-51-2019-f03.png"/>

        </fig>

</sec>
<sec id="Ch1.S3.SS2">
  <label>3.2</label><title>CPW Model with radiation and dispersion</title>
      <p id="d1e1045">The CPW model <xref ref-type="bibr" rid="bib1.bibx12" id="paren.10"/> is an extension to the quasi-TEM model
<xref ref-type="bibr" rid="bib1.bibx5" id="paren.11"/> now considering radiation and dispersion effects. As a result,
it delivers an attenuation response (Fig. <xref ref-type="fig" rid="Ch1.F4"/>), that
adapts the measured response much better.</p>
      <?pagebreak page53?><p id="d1e1056">Particularly, with regard to the bend towards higher attenuation that is
observed above 60 <inline-formula><mml:math id="M54" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">GHz</mml:mi></mml:mrow></mml:math></inline-formula>. This response strongly differs from the one
calculated with the quasi-TEM model having only a <inline-formula><mml:math id="M55" display="inline"><mml:msqrt><mml:mi>f</mml:mi></mml:msqrt></mml:math></inline-formula>- and
<inline-formula><mml:math id="M56" display="inline"><mml:mi>f</mml:mi></mml:math></inline-formula>-dependency and the relative error decreases below 10 <inline-formula><mml:math id="M57" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">%</mml:mi></mml:mrow></mml:math></inline-formula>. Including
dispersion effects in the model also leads to a simulated effective
permittivity (Fig. <xref ref-type="fig" rid="Ch1.F5"/>) which shows a similar response as
the measured one. Especially, the increase of phase delay above 60 <inline-formula><mml:math id="M58" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">GHz</mml:mi></mml:mrow></mml:math></inline-formula>
is now depicted. The relative error stays below 3 <inline-formula><mml:math id="M59" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">%</mml:mi></mml:mrow></mml:math></inline-formula> and indicates a
merely constant offset over the entire frequency range.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F4"><?xmltex \currentcnt{4}?><label>Figure 4</label><caption><p id="d1e1111">Measured and simulated attenuation on metal chuck. The simulation
includes radiation and dispersion.</p></caption>
          <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://ars.copernicus.org/articles/17/51/2019/ars-17-51-2019-f04.png"/>

        </fig>

      <?xmltex \floatpos{t}?><fig id="Ch1.F5"><?xmltex \currentcnt{5}?><label>Figure 5</label><caption><p id="d1e1123">Measured and simulated effective rel. permittivity on metal chuck.
The simulation includes radiation and dispersion.</p></caption>
          <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://ars.copernicus.org/articles/17/51/2019/ars-17-51-2019-f05.png"/>

        </fig>

</sec>
<sec id="Ch1.S3.SS3">
  <label>3.3</label><title>Surface Roughness</title>
      <p id="d1e1140">Generally a model should have an underlying physical notion, a minimum number
of parameters and of course it must predict measurement results with
reasonable accuracy. Especially a model for the interaction of
electromagnetic fields with rough surfaces should utilize input parameters
for surface properties, that are well known and specified in surface
metrology. For example the RMS<fn id="Ch1.Footn1"><p id="d1e1143">root mean
square.</p></fn>-roughness <inline-formula><mml:math id="M60" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mi>q</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is an estimate for the
standard deviation of the surface profile from the mean surface. It is
defined in <xref ref-type="bibr" rid="bib1.bibx6" id="text.12"/> among other surface texture parameters.</p>
      <?pagebreak page54?><p id="d1e1161">The Gradient Model presented by <xref ref-type="bibr" rid="bib1.bibx3" id="text.13"/> fulfills the stated requirements
and is capable of predicting roughness impact on both loss and delay.
Therefore the rough surface is modeled by a continuous conductivity
transition from the dielectric to the bulk conductivity <inline-formula><mml:math id="M61" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mtext>DC</mml:mtext></mml:msub><mml:mo>.</mml:mo></mml:mrow></mml:math></inline-formula>
In the following the parameter <inline-formula><mml:math id="M62" display="inline"><mml:mi>x</mml:mi></mml:math></inline-formula> describes the depth counting positively
into the material. For surface profiles that are distributed normally, it
only requires one additional parameter, the RMS-roughness <inline-formula><mml:math id="M63" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mi>q</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> to calculate the conductivity profile:
<?xmltex \hack{\newpage}?>

                <disp-formula specific-use="align" content-type="numbered"><mml:math id="M64" display="block"><mml:mtable displaystyle="true"><mml:mtr><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:mi mathvariant="italic">σ</mml:mi><mml:mo>(</mml:mo><mml:mi>x</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:mo>=</mml:mo><mml:mtext>CDF</mml:mtext><mml:mo>(</mml:mo><mml:mi>x</mml:mi><mml:mo>)</mml:mo><mml:mo>⋅</mml:mo><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mtext>DC</mml:mtext></mml:msub></mml:mrow></mml:mtd></mml:mtr><mml:mlabeledtr id="Ch1.E2"><mml:mtd><mml:mtext>2</mml:mtext></mml:mtd><mml:mtd><mml:mstyle displaystyle="true" class="stylechange"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mo>=</mml:mo><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mtext>DC</mml:mtext></mml:msub><mml:mo>⋅</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mn mathvariant="normal">1</mml:mn><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mi>q</mml:mi></mml:msub><mml:msqrt><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi mathvariant="italic">π</mml:mi></mml:mrow></mml:msqrt></mml:mrow></mml:mfrac></mml:mstyle><mml:munderover><mml:mo movablelimits="false">∫</mml:mo><mml:mrow><mml:mo>-</mml:mo><mml:mi mathvariant="normal">∞</mml:mi></mml:mrow><mml:mi>x</mml:mi></mml:munderover><mml:mi>exp⁡</mml:mi><mml:mfenced open="(" close=")"><mml:mrow><mml:mo>-</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msup><mml:mi>u</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:mrow><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:msubsup><mml:mi>R</mml:mi><mml:mi>q</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:mfenced><mml:mi mathvariant="normal">d</mml:mi><mml:mi>u</mml:mi></mml:mrow></mml:mtd></mml:mlabeledtr></mml:mtable></mml:math></disp-formula></p>
      <p id="d1e1310">Many surface profile measurement systems like tactile or optical ones not
only deliver statistical parameters, but also the bearing area curve (BAC) or
Abott-Firestone curve <xref ref-type="bibr" rid="bib1.bibx1" id="paren.14"/>, which corresponds to a cumulative
probability density function. In cases of not very random surface profiles,
such as with chatter marks for example, the Gradient Model is also capable of
dealing with the measured BAC directly.</p>
<sec id="Ch1.S3.SS3.SSS1">
  <label>3.3.1</label><title>Surface Profile Measurements</title>
      <p id="d1e1323">The mean response from four BAC measurements at the top of the <inline-formula><mml:math id="M65" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">Al</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:msub><mml:mi mathvariant="normal">O</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>
wafer metallization is shown in Fig. <xref ref-type="fig" rid="Ch1.F6"/>. The standard deviation is
marked gray in the background. From the mean BAC, <inline-formula><mml:math id="M66" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mi>q</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> was estimated to be
<inline-formula><mml:math id="M67" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mi>q</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">63.5</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mrow class="unit"><mml:mi mathvariant="normal">nm</mml:mi></mml:mrow></mml:mrow></mml:math></inline-formula>. Then again a CDF can be calculated with Eq. (<xref ref-type="disp-formula" rid="Ch1.E2"/>),
which is also shown in Fig. <xref ref-type="fig" rid="Ch1.F6"/> and multiplied with
<inline-formula><mml:math id="M68" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mtext>DC</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> used as conductivity profile to calculate the magnetic
field in the rough surface. It can be clearly seen, that the magnitude of the
magnetic field differs from an exponential function, which is the solution of
classical skin effect for ideally smooth surfaces.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F6"><?xmltex \currentcnt{6}?><label>Figure 6</label><caption><p id="d1e1392">Measured BAC, CDF from Eq. (<xref ref-type="disp-formula" rid="Ch1.E2"/>) with <inline-formula><mml:math id="M69" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mi>q</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">63.5</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M70" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">nm</mml:mi></mml:mrow></mml:math></inline-formula> and
simulated magnetic field at 100 <inline-formula><mml:math id="M71" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">GHz</mml:mi></mml:mrow></mml:math></inline-formula> for the rough surface.</p></caption>
            <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://ars.copernicus.org/articles/17/51/2019/ars-17-51-2019-f06.png"/>

          </fig>

</sec>
<sec id="Ch1.S3.SS3.SSS2">
  <label>3.3.2</label><title>Application using effective material parameters</title>
      <p id="d1e1443">From the magnetic field all other relevant quantities, e.g. loss power
density, magnetic field energy, etc. can be calculated. Since most analytical
transmission line models assume ideally smooth surfaces, the application of
the Gradient Model utilizing effective, frequency dependent material
parameter was shown in <xref ref-type="bibr" rid="bib1.bibx4" id="text.15"/>. The effective conductivity
<inline-formula><mml:math id="M72" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mtext>eff</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> represents roughness impact on loss (<inline-formula><mml:math id="M73" display="inline"><mml:mrow><mml:msup><mml:mi>R</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula>) and the
effective permeability <inline-formula><mml:math id="M74" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">μ</mml:mi><mml:mrow><mml:mi mathvariant="normal">r</mml:mi><mml:mo>,</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mtext>eff</mml:mtext></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> the impact on inner inductance
(<inline-formula><mml:math id="M75" display="inline"><mml:mrow><mml:msubsup><mml:mi>L</mml:mi><mml:mi mathvariant="normal">i</mml:mi><mml:mo>′</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula>). They are determined by comparing loss power density or magnetic
field energy of the rough and smooth surface respectively. The responses for
<inline-formula><mml:math id="M76" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mi>q</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">63.5</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mrow class="unit"><mml:mi mathvariant="normal">nm</mml:mi></mml:mrow></mml:mrow></mml:math></inline-formula> are shown in Fig. <xref ref-type="fig" rid="Ch1.F7"/>. In this case, the
effective material values are different from the ideal case, i.e.
<inline-formula><mml:math id="M77" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mtext>eff</mml:mtext></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mtext>DC</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M78" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">μ</mml:mi><mml:mrow><mml:mi mathvariant="normal">r</mml:mi><mml:mo>,</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mtext>eff</mml:mtext></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:math></inline-formula> but
relatively close to it. That is because even for 100 <inline-formula><mml:math id="M79" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">GHz</mml:mi></mml:mrow></mml:math></inline-formula> the skin
depth is roughly four times larger than <inline-formula><mml:math id="M80" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mi>q</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>. Or in other words the
conductors are very smooth – but not ideally smooth – in the regarded
frequency range.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F7"><?xmltex \currentcnt{7}?><label>Figure 7</label><caption><p id="d1e1583">Decreasing effective conductivity <inline-formula><mml:math id="M81" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mtext>eff</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> and increasing
effective permeability <inline-formula><mml:math id="M82" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">μ</mml:mi><mml:mrow><mml:mi mathvariant="normal">r</mml:mi><mml:mo>,</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mtext>eff</mml:mtext></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> for <inline-formula><mml:math id="M83" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mi>q</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">63.5</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mrow class="unit"><mml:mi mathvariant="normal">nm</mml:mi></mml:mrow></mml:mrow></mml:math></inline-formula>.</p></caption>
            <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://ars.copernicus.org/articles/17/51/2019/ars-17-51-2019-f07.png"/>

          </fig>

</sec>
</sec>
<sec id="Ch1.S3.SS4">
  <label>3.4</label><title>CPW Model with radiation, dispersion and roughness</title>
      <p id="d1e1649">The advantage of using effective material parameters to depict roughness
impact is, that they can be utilized in any model assuming ideally smooth
surfaces. This is done by simply replacing material with effective material
parameters, one only has to take care of their frequency dependence.</p>
      <p id="d1e1652">The CPW model distinguishes three frequency sections: The quasi-static case,
a transition region and the skin effect region. Since the Gradient Model
assumes the skin effect, only skin effect and transition region has to be
adapted. In the latter, the conductivity <inline-formula><mml:math id="M84" display="inline"><mml:mi mathvariant="italic">σ</mml:mi></mml:math></inline-formula> is replaced by
<inline-formula><mml:math id="M85" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mtext>eff</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> in the pul parameter <inline-formula><mml:math id="M86" display="inline"><mml:mrow><mml:msup><mml:mi>R</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula>:</p>
      <?pagebreak page55?><p id="d1e1684"><disp-formula specific-use="align" content-type="numbered"><mml:math id="M87" display="block"><mml:mtable displaystyle="true"><mml:mlabeledtr id="Ch1.E3"><mml:mtd><mml:mtext>3</mml:mtext></mml:mtd><mml:mtd><mml:mstyle displaystyle="true" class="stylechange"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:msubsup><mml:mi>R</mml:mi><mml:mrow><mml:mi>c</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mo>′</mml:mo></mml:msubsup><mml:mo>=</mml:mo><mml:msqrt><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ω</mml:mi><mml:mrow><mml:mi>c</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msub><mml:msub><mml:mi mathvariant="italic">μ</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mtext>eff</mml:mtext></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:msqrt><mml:mo>⋅</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msubsup><mml:mi>F</mml:mi><mml:mi>L</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi>c</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:msubsup></mml:mrow><mml:mrow><mml:mn mathvariant="normal">4</mml:mn><mml:msubsup><mml:mi>F</mml:mi><mml:mn mathvariant="normal">0</mml:mn><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:mtd></mml:mlabeledtr><mml:mlabeledtr id="Ch1.E4"><mml:mtd><mml:mtext>4</mml:mtext></mml:mtd><mml:mtd><mml:mstyle displaystyle="true" class="stylechange"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:msubsup><mml:mi>R</mml:mi><mml:mrow><mml:mi mathvariant="normal">g</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mo>′</mml:mo></mml:msubsup><mml:mo>=</mml:mo><mml:msqrt><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ω</mml:mi><mml:mrow><mml:mi mathvariant="normal">g</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msub><mml:msub><mml:mi mathvariant="italic">μ</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mtext>eff</mml:mtext></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:msqrt><mml:mo>⋅</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msubsup><mml:mi>F</mml:mi><mml:mi>L</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi mathvariant="normal">g</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:msubsup></mml:mrow><mml:mrow><mml:mn mathvariant="normal">4</mml:mn><mml:msubsup><mml:mi>F</mml:mi><mml:mn mathvariant="normal">0</mml:mn><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mlabeledtr></mml:mtable></mml:math></disp-formula>

            where index “<inline-formula><mml:math id="M88" display="inline"><mml:mi>c</mml:mi></mml:math></inline-formula>” denotes the signal and “g” the ground conductor traces
respectively. The effective permeability <inline-formula><mml:math id="M89" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">μ</mml:mi><mml:mrow><mml:mi mathvariant="normal">r</mml:mi><mml:mo>,</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mtext>eff</mml:mtext></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> is added to pul
inductance <inline-formula><mml:math id="M90" display="inline"><mml:mrow><mml:msup><mml:mi>L</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> in this region denoted as <inline-formula><mml:math id="M91" display="inline"><mml:mrow><mml:msub><mml:mi>L</mml:mi><mml:mrow><mml:mi>z</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>:</p>
      <p id="d1e1889"><disp-formula id="Ch1.E5" content-type="numbered"><label>5</label><mml:math id="M92" display="block"><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:msubsup><mml:mi>L</mml:mi><mml:mrow><mml:mi>z</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:mrow><mml:mo>′</mml:mo></mml:msubsup><mml:mo>=</mml:mo><mml:msqrt><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mi mathvariant="italic">μ</mml:mi><mml:mtext>r, eff</mml:mtext></mml:msub><mml:msub><mml:mi mathvariant="italic">μ</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:msub><mml:mi mathvariant="italic">ω</mml:mi><mml:mrow><mml:mi>L</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msub><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mtext>DC</mml:mtext></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:msqrt><mml:mo>⋅</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msubsup><mml:mi>F</mml:mi><mml:mi>L</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi>c</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:msubsup><mml:mo>+</mml:mo><mml:msubsup><mml:mi>F</mml:mi><mml:mi>L</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi mathvariant="normal">g</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:msubsup></mml:mrow><mml:mrow><mml:mn mathvariant="normal">4</mml:mn><mml:msubsup><mml:mi>F</mml:mi><mml:mn mathvariant="normal">0</mml:mn><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:math></disp-formula></p>
      <p id="d1e1981">In the skin effect region the modifications of the pul resistances <inline-formula><mml:math id="M93" display="inline"><mml:mrow><mml:msubsup><mml:mi>R</mml:mi><mml:mi>c</mml:mi><mml:mo>′</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M94" display="inline"><mml:mrow><mml:msubsup><mml:mi>R</mml:mi><mml:mi mathvariant="normal">g</mml:mi><mml:mo>′</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula> are as follows:</p>
      <p id="d1e2010"><disp-formula specific-use="align" content-type="numbered"><mml:math id="M95" display="block"><mml:mtable displaystyle="true"><mml:mlabeledtr id="Ch1.E6"><mml:mtd><mml:mtext>6</mml:mtext></mml:mtd><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:msubsup><mml:mi>R</mml:mi><mml:mi>c</mml:mi><mml:mo>′</mml:mo></mml:msubsup><mml:mo>=</mml:mo><mml:msqrt><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mi mathvariant="italic">ω</mml:mi><mml:msub><mml:mi mathvariant="italic">μ</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mtext>eff</mml:mtext></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:msqrt><mml:mo>⋅</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msubsup><mml:mi>F</mml:mi><mml:mi>L</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi>c</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:msubsup></mml:mrow><mml:mrow><mml:mn mathvariant="normal">4</mml:mn><mml:msubsup><mml:mi>F</mml:mi><mml:mn mathvariant="normal">0</mml:mn><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>⋅</mml:mo><mml:mfenced close="]" open="["><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>+</mml:mo><mml:msubsup><mml:mi>a</mml:mi><mml:mn mathvariant="normal">4</mml:mn><mml:mrow><mml:mo>(</mml:mo><mml:mi>c</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:msubsup><mml:msup><mml:mfenced open="(" close=")"><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ω</mml:mi><mml:mrow><mml:mi>c</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msub></mml:mrow><mml:mi mathvariant="italic">ω</mml:mi></mml:mfrac></mml:mstyle></mml:mfenced><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:mrow></mml:mfenced></mml:mrow></mml:mtd></mml:mlabeledtr><mml:mlabeledtr id="Ch1.E7"><mml:mtd><mml:mtext>7</mml:mtext></mml:mtd><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:msubsup><mml:mi>R</mml:mi><mml:mi mathvariant="normal">g</mml:mi><mml:mo>′</mml:mo></mml:msubsup><mml:mo>=</mml:mo><mml:msqrt><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mi mathvariant="italic">ω</mml:mi><mml:msub><mml:mi mathvariant="italic">μ</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mtext>eff</mml:mtext></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:msqrt><mml:mo>⋅</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msubsup><mml:mi>F</mml:mi><mml:mi>L</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi mathvariant="normal">g</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:msubsup></mml:mrow><mml:mrow><mml:mn mathvariant="normal">4</mml:mn><mml:msubsup><mml:mi>F</mml:mi><mml:mn mathvariant="normal">0</mml:mn><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>⋅</mml:mo><mml:mfenced close="]" open="["><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>+</mml:mo><mml:msubsup><mml:mi>a</mml:mi><mml:mn mathvariant="normal">4</mml:mn><mml:mrow><mml:mo>(</mml:mo><mml:mi mathvariant="normal">g</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:msubsup><mml:msup><mml:mfenced close=")" open="("><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ω</mml:mi><mml:mrow><mml:mi mathvariant="normal">g</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msub></mml:mrow><mml:mi mathvariant="italic">ω</mml:mi></mml:mfrac></mml:mstyle></mml:mfenced><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:mrow></mml:mfenced></mml:mrow></mml:mtd></mml:mlabeledtr></mml:mtable></mml:math></disp-formula></p>
      <p id="d1e2219">The pul inductance <inline-formula><mml:math id="M96" display="inline"><mml:mrow><mml:msup><mml:mi>L</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> in the skin effect region becomes:</p>
      <p id="d1e2233"><disp-formula specific-use="align" content-type="numbered"><mml:math id="M97" display="block"><mml:mtable displaystyle="true"><mml:mtr><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:msup><mml:mi>L</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mo>=</mml:mo><mml:msub><mml:mi>L</mml:mi><mml:mrow><mml:mi>e</mml:mi><mml:mo>,</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="normal">∞</mml:mi></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msqrt><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mi mathvariant="italic">μ</mml:mi><mml:mtext>r, eff</mml:mtext></mml:msub><mml:msub><mml:mi mathvariant="italic">μ</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi mathvariant="italic">ω</mml:mi><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mtext>DC</mml:mtext></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:msqrt><mml:mo>⋅</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msubsup><mml:mi>F</mml:mi><mml:mi>L</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi>c</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:msubsup><mml:mo>+</mml:mo><mml:msubsup><mml:mi>F</mml:mi><mml:mi>L</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi mathvariant="normal">g</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:msubsup></mml:mrow><mml:mrow><mml:mn mathvariant="normal">4</mml:mn><mml:msubsup><mml:mi>F</mml:mi><mml:mn mathvariant="normal">0</mml:mn><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:mtd></mml:mtr><mml:mlabeledtr id="Ch1.E8"><mml:mtd><mml:mtext>8</mml:mtext></mml:mtd><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mo>⋅</mml:mo><mml:mfenced open="[" close="]"><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>+</mml:mo><mml:msubsup><mml:mi>a</mml:mi><mml:mn mathvariant="normal">5</mml:mn><mml:mrow><mml:mo>(</mml:mo><mml:mi>c</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:msubsup><mml:msup><mml:mfenced open="(" close=")"><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ω</mml:mi><mml:mrow><mml:mi>L</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msub></mml:mrow><mml:mi mathvariant="italic">ω</mml:mi></mml:mfrac></mml:mstyle></mml:mfenced><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:mrow></mml:mfenced></mml:mrow></mml:mtd></mml:mlabeledtr></mml:mtable></mml:math></disp-formula></p>
      <p id="d1e2378">From the original document <xref ref-type="bibr" rid="bib1.bibx5" id="paren.16"/> only Eqs. (6),
(7), (9) and expressions for <inline-formula><mml:math id="M98" display="inline"><mml:mrow><mml:msubsup><mml:mi>R</mml:mi><mml:mrow><mml:mi>c</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mo>′</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M99" display="inline"><mml:mrow><mml:msubsup><mml:mi>R</mml:mi><mml:mrow><mml:mi mathvariant="normal">g</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mo>′</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M100" display="inline"><mml:mrow><mml:msubsup><mml:mi>L</mml:mi><mml:mrow><mml:mi>z</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:mrow><mml:mo>′</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula> were
modified. The variables <inline-formula><mml:math id="M101" display="inline"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mi>L</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M102" display="inline"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> are geometry factors and are also
derived in <xref ref-type="bibr" rid="bib1.bibx5" id="paren.17"/>. All other equations can be left untouched.</p>
</sec>
</sec>
<sec id="Ch1.S4">
  <label>4</label><title>Results</title>
      <p id="d1e2468">As a result we obtain a model including most known parasitics, that can
precisely predict propagation properties of CPWs. The additional
consideration of surface roughness impact leads to an improvement in the
frequency range from 50 to 100 <inline-formula><mml:math id="M103" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">GHz</mml:mi></mml:mrow></mml:math></inline-formula> regarding the
attenuation in Fig. <xref ref-type="fig" rid="Ch1.F8"/> utilizing a metal chuck. The
relative error stays below 5 <inline-formula><mml:math id="M104" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">%</mml:mi></mml:mrow></mml:math></inline-formula> up to 100 <inline-formula><mml:math id="M105" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">GHz</mml:mi></mml:mrow></mml:math></inline-formula>. Above 100 <inline-formula><mml:math id="M106" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">GHz</mml:mi></mml:mrow></mml:math></inline-formula> measurement uncertainties become larger due to influences from
parasitic modes such as e.g. substrate modes.</p>
      <p id="d1e2505">The surface roughness impact on phase delay and effective rel. permittivity
respectively is typically nearly constant over the regarded frequency range
(Fig. <xref ref-type="fig" rid="Ch1.F9"/>), so that the simulated and measured
responses only lead to an effective error below 0.5 <inline-formula><mml:math id="M107" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">%</mml:mi></mml:mrow></mml:math></inline-formula>.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F8"><?xmltex \currentcnt{8}?><label>Figure 8</label><caption><p id="d1e2520">Measured and simulated attenuation on metal chuck. The simulation
includes radiation, dispersion and roughness.</p></caption>
        <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://ars.copernicus.org/articles/17/51/2019/ars-17-51-2019-f08.png"/>

      </fig>

      <?xmltex \floatpos{t}?><fig id="Ch1.F9"><?xmltex \currentcnt{9}?><label>Figure 9</label><caption><p id="d1e2532">Measured and simulated effective rel. permittivity on metal chuck. The simulation includes radiation, dispersion and roughness.</p></caption>
        <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://ars.copernicus.org/articles/17/51/2019/ars-17-51-2019-f09.png"/>

      </fig>

      <p id="d1e2541">Measurements of the same wafer on a ceramic chuck lead to slightly different
results. Especially, the attenuation does not show a distinctive bend above
60 <inline-formula><mml:math id="M108" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">GHz</mml:mi></mml:mrow></mml:math></inline-formula>. Figure <xref ref-type="fig" rid="Ch1.F10"/> shows, that it is much
closer to a <inline-formula><mml:math id="M109" display="inline"><mml:msqrt><mml:mi>f</mml:mi></mml:msqrt></mml:math></inline-formula>- and <inline-formula><mml:math id="M110" display="inline"><mml:mi>f</mml:mi></mml:math></inline-formula>-dependency than the responses obtained from
measurements utilizing a metal chuck.</p>
      <p id="d1e2569">In the simulation the ceramic chuck was considered by assuming an infinite
substrate height, since it consists of a similar material.</p>
      <p id="d1e2572">Like in the case with metal chuck, the relative error only raises to noteworthy figures above 100 <inline-formula><mml:math id="M111" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">GHz</mml:mi></mml:mrow></mml:math></inline-formula>.</p>
      <p id="d1e2583">Also the effective relative permittivity in case of a ceramic chuck is
predicted very well, as can be seen in Fig. <xref ref-type="fig" rid="Ch1.F11"/> with
a similar relative error as for the measurements on a metal chuck.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F10"><?xmltex \currentcnt{10}?><label>Figure 10</label><caption><p id="d1e2591">Measured and simulated attenuation on ceramic chuck. The simulation
includes radiation, dispersion and roughness.</p></caption>
        <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://ars.copernicus.org/articles/17/51/2019/ars-17-51-2019-f10.png"/>

      </fig>

      <?xmltex \floatpos{t}?><fig id="Ch1.F11"><?xmltex \currentcnt{11}?><label>Figure 11</label><caption><p id="d1e2602">Measured and simulated effective rel. permittivity on ceramic chuck. The simulation includes radiation, dispersion and roughness.</p></caption>
        <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://ars.copernicus.org/articles/17/51/2019/ars-17-51-2019-f11.png"/>

      </fig>

</sec>
<sec id="Ch1.S5" sec-type="conclusions">
  <label>5</label><title>Conclusions</title>
      <p id="d1e2619">An existing CPW model was expanded utilizing frequency dependent, effective
material parameters. The necessary modifications were explained in detail.
Those effective parameters are calculated with a surface roughness model<?pagebreak page56?> that
considers roughness impact on both phase and delay. Its input parameter, the
RMS-roughness <inline-formula><mml:math id="M112" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mi>q</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, was estimated from measured bearing area curves. The
obtained model now includes parasitics like dispersion, radiation and
conductor surface roughness.</p>
      <p id="d1e2633">The DUT was fabricated on an <inline-formula><mml:math id="M113" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">Al</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:msub><mml:mi mathvariant="normal">O</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> substrate and was measured
utilizing a ceramic and a metal chuck. The simulations with the extended
model precisely predict the measured responses, i.e. attenuation and phase
delay in both cases up to 100 <inline-formula><mml:math id="M114" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">GHz</mml:mi></mml:mrow></mml:math></inline-formula>. The impact from dispersion and
surface roughness on attenuation and effective relative permittivity was
shown by successively including those parasitics in simulations.</p>
      <p id="d1e2660">Precise analytical transmission line models including parasitics are
fundamental for developing reliable uncertainty budgets for calibration
purposes and also have their importance in design.</p>
</sec>

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

      <p id="d1e2667">The data are available from the authors upon request.</p>
  </notes><notes notes-type="competinginterests"><title>Competing interests</title>

      <p id="d1e2673">The authors declare that they have no conflict of
interest.</p>
  </notes><ack><title>Acknowledgements</title><p id="d1e2679">The authors are grateful to Rohde &amp; Schwarz for manufacturing the
calibration substrate, to Thorsten Probst from PTB for performing the
on-wafer measurements, and to Dylan Williams from NIST for providing the
initial layout of the substrate.</p><p id="d1e2681">Furthermore, the authors would like to thank Franz-Josef Schmückle from
Ferdinand-Braun-Institute for supplying program code on radiation and
dispersion effects of a CPW.</p><p id="d1e2683">The authors acknowledge support by the European Metrology Programme for
Innovation and Research (EMPIR) Project 14IND02 “Microwave measurements for
planar circuits and components”. The EMPIR program is co-financed by the
participating countries and from the European Union's Horizon 2020 research
and innovation program.</p></ack><notes notes-type="reviewstatement"><title>Review statement</title>

      <p id="d1e2688">This paper was edited by Thorsten Schrader and reviewed by
two anonymous referees.</p>
  </notes><ref-list>
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  </ref-list></back>
    <!--<article-title-html>High-Frequency Modeling of Coplanar Waveguides Including Surface Roughness</article-title-html>
<abstract-html><p>An existing analytical transmission line model to describe propagation
properties of coplanar waveguides including dispersion and radiation effects
was extended to take into account surface roughness of conductor traces. The
influence of parasitics is successively included in the simulation and
compared to measurements. The device under test (DUT) was fabricated on an
Al<sub>2</sub>O<sub>3</sub> wafer. A metal and ceramic chuck was utilized during
measurements up to 120&thinsp;GHz. The extended model is then capable of precisely
predicting propagation properties in a wide frequency range and can now be
used for calibration purposes like the development of uncertainty budgets.</p></abstract-html>
<ref-html id="bib1.bib1"><label>Abbott and Firestone(1933)</label><mixed-citation>
Abbott, E. and Firestone, F.: Specifying surface quality: a method based on
accurate measurement and comparison, Mech. Eng., 55, 569–572,
1933.
</mixed-citation></ref-html>
<ref-html id="bib1.bib2"><label>Arz et al.(2017)Arz, Zinal, Probst, Hechtfischer, Schmückle, and
Heinrich</label><mixed-citation>
Arz, U., Zinal, S., Probst, T., Hechtfischer, G., Schmückle, F. J., and
Heinrich, W.: Establishing traceability for on-wafer S-parameter
measurements of membrane technology devices up to 110&thinsp;GHz, in: 2017 90th
ARFTG Microwave Measurement Symposium (ARFTG), Boulder, CO, 1–4,
<a href="https://doi.org/10.1109/ARFTG.2017.8255874" target="_blank">https://doi.org/10.1109/ARFTG.2017.8255874</a>, 2017.
</mixed-citation></ref-html>
<ref-html id="bib1.bib3"><label>Gold and Helmreich(2012)</label><mixed-citation>
Gold, G. and Helmreich, K.: A Physical Model for Skin Effect in Rough
Surfaces, in: 2012 7th European Microwave Integrated Circuit Conference, Amsterdam, 631–634,
2012.
</mixed-citation></ref-html>
<ref-html id="bib1.bib4"><label>Gold and Helmreich(2017)</label><mixed-citation>
Gold, G. and Helmreich, K.: A Physical Surface Roughness Model and Its
Applications, IEEE T. Microw. Theory, 65,
3720–3732, <a href="https://doi.org/10.1109/TMTT.2017.2695192" target="_blank">https://doi.org/10.1109/TMTT.2017.2695192</a>, 2017.
</mixed-citation></ref-html>
<ref-html id="bib1.bib5"><label>Heinrich(1993)</label><mixed-citation>
Heinrich, W.: Quasi-TEM description of MMIC coplanar lines including
conductor-loss effects, IEEE T. Microw. Theory, 41, 45–52, <a href="https://doi.org/10.1109/22.210228" target="_blank">https://doi.org/10.1109/22.210228</a>, 1993.
</mixed-citation></ref-html>
<ref-html id="bib1.bib6"><label>ISO 4287(1997-04)</label><mixed-citation>
ISO 4287: Geometrical product specification (GPS) Surface texture: Profile
method; Terms, definitions and surface texture parameters, ISO, the International Organization for Standardization, 1997.
</mixed-citation></ref-html>
<ref-html id="bib1.bib7"><label>Janezic(2003)</label><mixed-citation>
Janezic, M. D.: Nondestructive Relative Permittivity and Losstangent
Measurements Using a Split-cylinder Resonator, PhD dissertation,
University of Colorado, Boulder, 2003.
</mixed-citation></ref-html>
<ref-html id="bib1.bib8"><label>Marks(1991)</label><mixed-citation>
Marks, R. B.: A multiline method of network analyzer calibration, IEEE
T. Microw. Theory, 39, 1205–1215,
<a href="https://doi.org/10.1109/22.85388" target="_blank">https://doi.org/10.1109/22.85388</a>, 1991.
</mixed-citation></ref-html>
<ref-html id="bib1.bib9"><label>Phung et al.(2018a)Phung, Schmückle,
Doerner, Heinrich, Probst, and Arz</label><mixed-citation>
Phung, G. N., Schmückle, F. J., Doerner, R., Heinrich, W.,
Probst, T., and Arz, U.: Impact of Substrate Modes on mTRL-Calibrated CPW
Measurements in G Band, in: 2018 48th European Microwave Conference (EuMC), Madrid, 194–197, <a href="https://doi.org/10.23919/EuMC.2018.8541813" target="_blank">https://doi.org/10.23919/EuMC.2018.8541813</a>,
2018a.
</mixed-citation></ref-html>
<ref-html id="bib1.bib10"><label>Phung et al.(2018b)Phung, Schmückle,
Doerner, Heinrich, Probst, and Arz</label><mixed-citation>
Phung, G. N., Schmückle, F. J., Doerner, R., Heinrich, W.,
Probst, T., and Arz, U.: Effects Degrading Accuracy of CPW mTRL
Calibration at W Band, in: 2018 IEEE/MTT-S International Microwave Symposium
– IMS, Philadelphia, 1296–1299, <a href="https://doi.org/10.1109/MWSYM.2018.8439837" target="_blank">https://doi.org/10.1109/MWSYM.2018.8439837</a>, 2018b.
</mixed-citation></ref-html>
<ref-html id="bib1.bib11"><label>Schmückle et al.(2011)Schmückle, Doerner, Phung, Heinrich,
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Schmückle, F. J., Doerner, R., Phung, G. N., Heinrich, W., Williams, D.,
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CPW calibrations, in: 2011 41st European Microwave Conference, Manchester, 297–300,
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</mixed-citation></ref-html>
<ref-html id="bib1.bib12"><label>Schnieder et al.(2003)Schnieder, Tischler, and Heinrich</label><mixed-citation>
Schnieder, F., Tischler, T., and Heinrich, W.: Modeling dispersion and
radiation characteristics of conductor-backed CPW with finite ground width,
IEEE T. Microw. Theory, 51, 137–143,
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</mixed-citation></ref-html>--></article>
