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<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing with OASIS Tables v3.0 20080202//EN" "journalpub-oasis3.dtd">
<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" article-type="research-article">
  <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-20-23-2023</article-id><title-group><article-title>Impact of Additional Antenna Groundplanes on RTK-GNSS Positioning Accuracy of UAVs</article-title><alt-title>Additional Antenna Groundplanes for Improved RTK-GNSS Position Accuracy</alt-title>
      </title-group><?xmltex \runningtitle{Additional Antenna Groundplanes for Improved RTK-GNSS Position Accuracy}?><?xmltex \runningauthor{S. Punzet and T. F. Eibert}?>
      <contrib-group>
        <contrib contrib-type="author" corresp="yes">
          <name><surname>Punzet</surname><given-names>Stefan</given-names></name>
          <email>stefan.punzet@tum.de</email>
        <ext-link>https://orcid.org/0000-0002-1283-2723</ext-link></contrib>
        <contrib contrib-type="author" corresp="no">
          <name><surname>Eibert</surname><given-names>Thomas F.</given-names></name>
          
        </contrib>
        <aff id="aff1"><institution>Department of Electrical and Computer Engineering, Technical University of Munich, Arcisstr. 21, 80333 Munich, Germany</institution>
        </aff>
      </contrib-group>
      <author-notes><corresp id="corr1">Stefan Punzet (stefan.punzet@tum.de)</corresp></author-notes><pub-date><day>21</day><month>March</month><year>2023</year></pub-date>
      
      <volume>20</volume>
      <fpage>23</fpage><lpage>28</lpage>
      <history>
        <date date-type="received"><day>28</day><month>January</month><year>2022</year></date>
           <date date-type="accepted"><day>3</day><month>April</month><year>2022</year></date>
      </history>
      <permissions>
        <copyright-statement>Copyright: © 2023 Stefan Punzet</copyright-statement>
        <copyright-year>2023</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/20/23/2023/ars-20-23-2023.html">This article is available from https://ars.copernicus.org/articles/20/23/2023/ars-20-23-2023.html</self-uri><self-uri xlink:href="https://ars.copernicus.org/articles/20/23/2023/ars-20-23-2023.pdf">The full text article is available as a PDF file from https://ars.copernicus.org/articles/20/23/2023/ars-20-23-2023.pdf</self-uri>
      <abstract><title>Abstract</title>

      <p id="d1e79">Precise position information is important for terrestrial and airborne surveying systems, such as unmanned aerial vehicles (UAVs). Those systems often rely on real-time kinematic (RTK) global navigation satellite systems (GNSSs) for position determination, where the GNSS antenna mounting environment impacts the GNSS position accuracy to a great extent. This paper investigates the impact of different supplementary groundplane shapes, sizes, and materials on multi-band patch and helical GNSS antennas at both, the UAV rover and RTK base station with respect to the achievable position accuracy. The groundplanes consist of solid aluminum sheets or copper plated printed circuit boards (PCBs) and are mounted directly underneath the GNSS antennas. Appropriate supplementary groundplanes are found to significantly improve the GNSS position accuracy in the majority of test cases.</p>
  </abstract>
    
<funding-group>
<award-group id="gs1">
<funding-source>Bundesministerium für Wirtschaft und Energie</funding-source>
<award-id>50RK1923</award-id>
</award-group>
</funding-group>
</article-meta>
  </front>
<body>
      

<sec id="Ch1.S1" sec-type="intro">
  <label>1</label><title>Introduction</title>
      <p id="d1e91">Nowadays, unmanned aerial vehicles (UAVs) are used for a large variety of applications, also impacting antenna measurements <xref ref-type="bibr" rid="bib1.bibx14 bib1.bibx3 bib1.bibx5" id="paren.1"/>. In situ UAV-based antenna measurements are of particular interest for physically large antennas, e.g., reflector antennas for satellite communication <xref ref-type="bibr" rid="bib1.bibx8" id="paren.2"/>, where traditional antenna measurement techniques in an anechoic chamber are not applicable. Precise position information in UAV-based measurements is not only a prerequisite to obtain correct and reliable measurement results, but also for safe operation of the UAV. The mechanical system UAV shows six degrees of freedom (6DOF). The UAV orientation (e.g., roll, pitch, and yaw angles) and, thus, the orientation of the probe-antenna(s) is determined via inertial measurement units (IMUs) integrated in the UAV flight controller (FC). Furthermore, global navigation satellite systems (GNSSs) determine the 3-dimensional (3D) spatial coordinates (e.g., <inline-formula><mml:math id="M1" display="inline"><mml:mi>x</mml:mi></mml:math></inline-formula>, <inline-formula><mml:math id="M2" display="inline"><mml:mi>y</mml:mi></mml:math></inline-formula>, and <inline-formula><mml:math id="M3" display="inline"><mml:mi>z</mml:mi></mml:math></inline-formula> in Cartesian coordinates) of the UAV <xref ref-type="bibr" rid="bib1.bibx7" id="paren.3"/>.</p>
      <p id="d1e125">Standard standalone GNSS receivers achieve a position accuracy in the meter-range <xref ref-type="bibr" rid="bib1.bibx4" id="paren.4"/>, which is not sufficient for many surveying systems. Real-time kinematic (RTK) GNSS is a technique used to improve the position accuracy by using multiple GNSS receivers. The RTK base station at a fixed location derives its location via received GNSS signals and computes the error in this measurement by comparison to its fixed location. It then sends the error information as correction data to the rover. The rover uses the correction data to improve its own position, also computed from GNSS and, thus, can achieve centimeter-level position accuracy <xref ref-type="bibr" rid="bib1.bibx6" id="paren.5"/>. Hence, RTK-positioning is of particular interest for measurement applications, such as UAV-based antenna measurements.</p>
      <p id="d1e134">Not only the implementation of the GNSS receiver itself, but also the receiving GNSS antenna is a critical system component. Maximum satellite coverage and most reliable position data are obtained with multi-band GNSS antennas, where detailed information on radiation patterns, material properties or simulation models are often not available. An additional groundplane may be beneficial or even required, depending on the antenna design. Hence, the impact of the antenna mounting environment must be evaluated experimentally.</p>
      <p id="d1e137">The influence of different groundplane materials, shapes, and sizes on the achievable position accuracy of lightweight multi-band patch and helical GNSS antennas mounted on a UAV was investigated in <xref ref-type="bibr" rid="bib1.bibx7" id="text.6"/>. This paper continues this research investigating different<?pagebreak page24?> groundplane configurations of the RTK base station with respect to the achievable position accuracy.</p>
</sec>
<sec id="Ch1.S2">
  <label>2</label><title>Evaluation method</title>
      <p id="d1e151">The investigated antennas are shown in Fig. <xref ref-type="fig" rid="Ch1.F1"/>. Table <xref ref-type="table" rid="Ch1.T1"/> lists an excerpt of the antenna data. All antennas include low noise amplifiers (LNAs), support multi-band operation, and are right-hand circular polarized (RHCP). The TOPGNSS and Beitian antenna are lightweight and compact in size, making them highly applicable for UAVs. The u-blox antenna includes a permanent magnet for mounting it onto ferromagnetic structures, making this antenna unsuitable for usage on UAVs, as it interferes with the magnetic compass built into the UAV flight controller.</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="d1e160">Investigated antennas. <bold>(a)</bold> u-blox ANN-MB patch antenna mounted on the <inline-formula><mml:math id="M4" display="inline"><mml:mo>∅</mml:mo></mml:math></inline-formula> 15 <inline-formula><mml:math id="M5" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> circular aluminum groundplane. <bold>(b)</bold> TOPGNSS AN506G patch antenna mounted on the 10 <inline-formula><mml:math id="M6" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M7" display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula> 10 <inline-formula><mml:math id="M8" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> square PCB groundplane. <bold>(c)</bold> Beitian BT-560 helical antenna mounted on the <inline-formula><mml:math id="M9" display="inline"><mml:mo>∅</mml:mo></mml:math></inline-formula> 10 <inline-formula><mml:math id="M10" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> circular PCB groundplane.</p></caption>
        <?xmltex \igopts{width=341.433071pt}?><graphic xlink:href="https://ars.copernicus.org/articles/20/23/2023/ars-20-23-2023-f01.png"/>

      </fig>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T1" specific-use="star"><?xmltex \currentcnt{1}?><label>Table 1</label><caption><p id="d1e235">Excerpt of the tested GNSS antennas data sheets <xref ref-type="bibr" rid="bib1.bibx11 bib1.bibx10 bib1.bibx2" id="paren.7"/>. All antennas are right-hand circular polarized (RHCP), support multi-band operation and include low noise amplifiers (LNAs).</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:tbody>
       <oasis:row>
         <oasis:entry colname="col1">Antenna</oasis:entry>
         <oasis:entry colname="col2">u-blox ANN-MB</oasis:entry>
         <oasis:entry colname="col3">TOPGNSS AN506G</oasis:entry>
         <oasis:entry colname="col4">Beitian BT-560</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Type</oasis:entry>
         <oasis:entry colname="col2">patch (ceramic)</oasis:entry>
         <oasis:entry colname="col3">patch (ceramic)</oasis:entry>
         <oasis:entry colname="col4">helical</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Frequency bands</oasis:entry>
         <oasis:entry colname="col2">L<inline-formula><mml:math id="M11" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:math></inline-formula>, L<inline-formula><mml:math id="M12" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula>, E<inline-formula><mml:math id="M13" display="inline"><mml:msub><mml:mi/><mml:mrow><mml:mn mathvariant="normal">5</mml:mn><mml:mi mathvariant="normal">b</mml:mi></mml:mrow></mml:msub></mml:math></inline-formula>, B<inline-formula><mml:math id="M14" display="inline"><mml:msub><mml:mi/><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi mathvariant="normal">I</mml:mi></mml:mrow></mml:msub></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3">L<inline-formula><mml:math id="M15" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:math></inline-formula>, B<inline-formula><mml:math id="M16" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:math></inline-formula>, L<inline-formula><mml:math id="M17" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula>, B<inline-formula><mml:math id="M18" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4">L<inline-formula><mml:math id="M19" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:math></inline-formula>, E<inline-formula><mml:math id="M20" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:math></inline-formula>, B<inline-formula><mml:math id="M21" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:math></inline-formula>, B<inline-formula><mml:math id="M22" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:math></inline-formula>, L<inline-formula><mml:math id="M23" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula>, E<inline-formula><mml:math id="M24" display="inline"><mml:msub><mml:mi/><mml:mrow><mml:mn mathvariant="normal">5</mml:mn><mml:mi mathvariant="normal">b</mml:mi></mml:mrow></mml:msub></mml:math></inline-formula>, B<inline-formula><mml:math id="M25" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Antenna gain</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M26" display="inline"><mml:mo>≤</mml:mo></mml:math></inline-formula> 3.0 <inline-formula><mml:math id="M27" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">dBi</mml:mi></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M28" display="inline"><mml:mo>≤</mml:mo></mml:math></inline-formula> 4.0 <inline-formula><mml:math id="M29" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">dBi</mml:mi></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M30" display="inline"><mml:mo>≤</mml:mo></mml:math></inline-formula> 3.0 <inline-formula><mml:math id="M31" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">dBi</mml:mi></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Matching (VSWR)</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M32" display="inline"><mml:mo>≤</mml:mo></mml:math></inline-formula> 2.0</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M33" display="inline"><mml:mo>≤</mml:mo></mml:math></inline-formula> 2.0</oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M34" display="inline"><mml:mo>≤</mml:mo></mml:math></inline-formula> 2.0</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Phase center offset</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M35" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 10 <inline-formula><mml:math id="M36" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">mm</mml:mi></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M37" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 2 <inline-formula><mml:math id="M38" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">mm</mml:mi></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M39" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 2 <inline-formula><mml:math id="M40" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">mm</mml:mi></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">LNA gain (typ.)</oasis:entry>
         <oasis:entry colname="col2">28 <inline-formula><mml:math id="M41" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">dB</mml:mi></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M42" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 3 <inline-formula><mml:math id="M43" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">dB</mml:mi></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3">36 <inline-formula><mml:math id="M44" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">dB</mml:mi></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M45" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 2 <inline-formula><mml:math id="M46" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">dB</mml:mi></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4">35 <inline-formula><mml:math id="M47" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">dB</mml:mi></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M48" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 3 <inline-formula><mml:math id="M49" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">dB</mml:mi></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">LNA noise figure</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M50" display="inline"><mml:mo>≤</mml:mo></mml:math></inline-formula> 3.2 <inline-formula><mml:math id="M51" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">dB</mml:mi></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M52" display="inline"><mml:mo>≤</mml:mo></mml:math></inline-formula> 1.8 <inline-formula><mml:math id="M53" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">dB</mml:mi></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M54" display="inline"><mml:mo>≤</mml:mo></mml:math></inline-formula> 1.8 <inline-formula><mml:math id="M55" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">dB</mml:mi></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Size</oasis:entry>
         <oasis:entry colname="col2">82 <inline-formula><mml:math id="M56" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">mm</mml:mi></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M57" display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula> 60 <inline-formula><mml:math id="M58" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">mm</mml:mi></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M59" display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula> 22.5 <inline-formula><mml:math id="M60" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">mm</mml:mi></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3">55 <inline-formula><mml:math id="M61" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">mm</mml:mi></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M62" display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula> 55 <inline-formula><mml:math id="M63" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">mm</mml:mi></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M64" display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula> 15 <inline-formula><mml:math id="M65" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">mm</mml:mi></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M66" display="inline"><mml:mo>∅</mml:mo></mml:math></inline-formula> 27 <inline-formula><mml:math id="M67" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">mm</mml:mi></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M68" display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula> 59 <inline-formula><mml:math id="M69" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">mm</mml:mi></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M70" display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula> 14 <inline-formula><mml:math id="M71" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">mm</mml:mi></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Weight</oasis:entry>
         <oasis:entry colname="col2">173 <inline-formula><mml:math id="M72" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">g</mml:mi></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M73" display="inline"><mml:mo>≤</mml:mo></mml:math></inline-formula> 75 <inline-formula><mml:math id="M74" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">g</mml:mi></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M75" display="inline"><mml:mo>≤</mml:mo></mml:math></inline-formula> 20 <inline-formula><mml:math id="M76" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">g</mml:mi></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>

      <p id="d1e902">The received GNSS signals are decoded and processed by two u-blox ZED-F9P GNSS receivers with the firmware version HPG 1.13, one configured as rover and the other configured as RTK base station. Besides RTK-positioning, the receivers also support standalone operation and the GNSSs global positioning system (GPS), global navigation satellite system (GLONASS), Galileo and BeiDou navigation satellite system (BDS) in the frequency bands L<inline-formula><mml:math id="M77" display="inline"><mml:msub><mml:mi/><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mi mathvariant="normal">OF</mml:mi></mml:mrow></mml:msub></mml:math></inline-formula>, L<inline-formula><mml:math id="M78" display="inline"><mml:msub><mml:mi/><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mi mathvariant="normal">C</mml:mi><mml:mo>/</mml:mo><mml:mi mathvariant="normal">A</mml:mi></mml:mrow></mml:msub></mml:math></inline-formula>, E<inline-formula><mml:math id="M79" display="inline"><mml:msub><mml:mi/><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mi mathvariant="normal">B</mml:mi><mml:mo>/</mml:mo><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:msub></mml:math></inline-formula>, B<inline-formula><mml:math id="M80" display="inline"><mml:msub><mml:mi/><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mi mathvariant="normal">I</mml:mi></mml:mrow></mml:msub></mml:math></inline-formula>,  L<inline-formula><mml:math id="M81" display="inline"><mml:msub><mml:mi/><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi mathvariant="normal">OF</mml:mi></mml:mrow></mml:msub></mml:math></inline-formula>, L<inline-formula><mml:math id="M82" display="inline"><mml:msub><mml:mi/><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:msub></mml:math></inline-formula>, E<inline-formula><mml:math id="M83" display="inline"><mml:msub><mml:mi/><mml:mrow><mml:mn mathvariant="normal">5</mml:mn><mml:mi mathvariant="normal">b</mml:mi></mml:mrow></mml:msub></mml:math></inline-formula> and B<inline-formula><mml:math id="M84" display="inline"><mml:msub><mml:mi/><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi mathvariant="normal">I</mml:mi></mml:mrow></mml:msub></mml:math></inline-formula> <xref ref-type="bibr" rid="bib1.bibx13" id="paren.8"/>.</p>
      <p id="d1e1013">The RTK base station uses the u-blox ANN-MB patch antenna, which was bundled with the u-blox ZED-F9P GNSS receiver. The antenna requires an additional groundplane <xref ref-type="bibr" rid="bib1.bibx11" id="paren.9"/>, which was confirmed in our tests. No GNSS reception could be established with groundplanes of a diameter smaller than 12 <inline-formula><mml:math id="M85" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula>. Therefore, the RTK base station antenna remained mounted on a 6 <inline-formula><mml:math id="M86" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">mm</mml:mi></mml:mrow></mml:math></inline-formula> thick solid aluminum groundplane, during all test. Here, two different groundplane shapes were investigated; one square 30 <inline-formula><mml:math id="M87" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M88" display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula> 30 <inline-formula><mml:math id="M89" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> large and a circular one with a diameter of <inline-formula><mml:math id="M90" display="inline"><mml:mo>∅</mml:mo></mml:math></inline-formula> 15 <inline-formula><mml:math id="M91" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula>.</p>
      <p id="d1e1074">Consecutive measurements were taken where both antennas, rover and RTK base station, remained at a fixed outdoor location in 1.5 <inline-formula><mml:math id="M92" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> height above ground. Thereby, different supplementary groundplanes were mounted directly underneath the GNSS antenna on the UAV:
<list list-type="bullet"><list-item>
      <p id="d1e1087">None, built-in antenna only</p></list-item><list-item>
      <p id="d1e1091"><inline-formula><mml:math id="M93" display="inline"><mml:mo>∅</mml:mo></mml:math></inline-formula> 10 <inline-formula><mml:math id="M94" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> circle, 1.6 <inline-formula><mml:math id="M95" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">mm</mml:mi></mml:mrow></mml:math></inline-formula> thick PCB, double- sided copper plated flame retardant 4 (FR4) (weight: 20.89 <inline-formula><mml:math id="M96" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">g</mml:mi></mml:mrow></mml:math></inline-formula>)</p></list-item><list-item>
      <p id="d1e1125">10 <inline-formula><mml:math id="M97" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M98" display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula> 10 <inline-formula><mml:math id="M99" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> square, 1.6 <inline-formula><mml:math id="M100" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">mm</mml:mi></mml:mrow></mml:math></inline-formula> thick PCB, double-sided copper plated FR4 (weight: 23.91 <inline-formula><mml:math id="M101" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">g</mml:mi></mml:mrow></mml:math></inline-formula>)</p></list-item><list-item>
      <p id="d1e1168"><inline-formula><mml:math id="M102" display="inline"><mml:mo>∅</mml:mo></mml:math></inline-formula> 15 <inline-formula><mml:math id="M103" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> circle, 6 <inline-formula><mml:math id="M104" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">mm</mml:mi></mml:mrow></mml:math></inline-formula> thick solid aluminum (weight: 231.8 <inline-formula><mml:math id="M105" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">g</mml:mi></mml:mrow></mml:math></inline-formula>)</p></list-item><list-item>
      <p id="d1e1202">30 <inline-formula><mml:math id="M106" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M107" display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula> 30 <inline-formula><mml:math id="M108" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> square, 6 <inline-formula><mml:math id="M109" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">mm</mml:mi></mml:mrow></mml:math></inline-formula> thick solid aluminum (weight: 1.455 <inline-formula><mml:math id="M110" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">kg</mml:mi></mml:mrow></mml:math></inline-formula>)</p></list-item></list>
The GNSS position was recorded for <inline-formula><mml:math id="M111" display="inline"><mml:mrow><mml:mi>t</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">600</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M112" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">s</mml:mi></mml:mrow></mml:math></inline-formula>, which equals <inline-formula><mml:math id="M113" display="inline"><mml:mrow><mml:mi>N</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">3000</mml:mn></mml:mrow></mml:math></inline-formula> samples at a position update rate of 5 <inline-formula><mml:math id="M114" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">Hz</mml:mi></mml:mrow></mml:math></inline-formula>, as this approximately corresponds to the maximum continuous flight time with the current UAV setup.</p>
      <p id="d1e1286">We calculate the deviation around the mean position of all measured <inline-formula><mml:math id="M115" display="inline"><mml:mrow><mml:mi>n</mml:mi><mml:mo>∈</mml:mo><mml:mi>N</mml:mi></mml:mrow></mml:math></inline-formula> positions
          <disp-formula id="Ch1.E1" content-type="numbered"><label>1</label><mml:math id="M116" display="block"><mml:mrow><mml:msub><mml:mi mathvariant="normal">Δ</mml:mi><mml:mrow><mml:mi>p</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>p</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mn mathvariant="normal">1</mml:mn><mml:mi>N</mml:mi></mml:mfrac></mml:mstyle><mml:munderover><mml:mo movablelimits="false">∑</mml:mo><mml:mrow><mml:mi>i</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mi>N</mml:mi></mml:munderover><mml:msub><mml:mi>p</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mspace width="0.25em" linebreak="nobreak"/><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mspace width="0.25em" linebreak="nobreak"/><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mi>n</mml:mi><mml:mo>∈</mml:mo><mml:mi>N</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>
        for latitude (<inline-formula><mml:math id="M117" display="inline"><mml:mrow><mml:mi>p</mml:mi><mml:mo>=</mml:mo><mml:mi mathvariant="normal">Lat</mml:mi></mml:mrow></mml:math></inline-formula>), longitude (<inline-formula><mml:math id="M118" display="inline"><mml:mrow><mml:mi>p</mml:mi><mml:mo>=</mml:mo><mml:mi mathvariant="normal">Lon</mml:mi></mml:mrow></mml:math></inline-formula>) and altitude (<inline-formula><mml:math id="M119" display="inline"><mml:mrow><mml:mi>p</mml:mi><mml:mo>=</mml:mo><mml:mi mathvariant="normal">Alt</mml:mi></mml:mrow></mml:math></inline-formula>) and twice the distance root mean square (2DRMS) <xref ref-type="bibr" rid="bib1.bibx9" id="paren.10"><named-content content-type="post">p. 150</named-content></xref>
          <disp-formula id="Ch1.E2" content-type="numbered"><label>2</label><mml:math id="M120" display="block"><mml:mrow><mml:msub><mml:mi mathvariant="normal">Δ</mml:mi><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi mathvariant="normal">DRMS</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msqrt><mml:mrow><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mn mathvariant="normal">1</mml:mn><mml:mi>N</mml:mi></mml:mfrac></mml:mstyle><mml:munderover><mml:mo movablelimits="false">∑</mml:mo><mml:mrow><mml:mi>i</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mi>N</mml:mi></mml:munderover><mml:mfenced close=")" open="("><mml:mrow><mml:msubsup><mml:mi mathvariant="normal">Δ</mml:mi><mml:mrow><mml:mi mathvariant="normal">Lat</mml:mi><mml:mo>,</mml:mo><mml:mi>i</mml:mi></mml:mrow><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup><mml:mo>+</mml:mo><mml:msubsup><mml:mi mathvariant="normal">Δ</mml:mi><mml:mrow><mml:mi mathvariant="normal">Lon</mml:mi><mml:mo>,</mml:mo><mml:mi>i</mml:mi></mml:mrow><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup></mml:mrow></mml:mfenced></mml:mrow></mml:msqrt><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula></p>
      <p id="d1e1472">Furthermore, We define two figures of merit (FoM) as performance metric for the 3D position accuracy of the UAV, as a UAV shows 6DOF:
<list list-type="bullet"><list-item>
      <p id="d1e1477">The standard deviation <inline-formula><mml:math id="M121" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi mathvariant="normal">D</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mi mathvariant="normal">SD</mml:mi><mml:mo>(</mml:mo><mml:msub><mml:mi mathvariant="normal">Δ</mml:mi><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi mathvariant="normal">DRMS</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> for the horizontal error</p></list-item><list-item>
      <p id="d1e1511">the standard deviation <inline-formula><mml:math id="M122" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mi mathvariant="normal">Alt</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mi mathvariant="normal">SD</mml:mi><mml:mo>(</mml:mo><mml:msub><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi mathvariant="normal">Alt</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> for the vertical error,</p></list-item></list>
where both approach a value of zero for a non-moving GNSS receiver (like in the investigated scenario) and in the case of perfect position accuracy. By using two distinct FoMs, we can distinguish the influence of the additional groundplanes on the horizontal and vertical error separately.</p>
</sec>
<sec id="Ch1.S3">
  <label>3</label><title>Results</title>
      <p id="d1e1547">Table <xref ref-type="table" rid="Ch1.T2"/> lists the measured results.</p>

<?xmltex \floatpos{h!}?><table-wrap id="Ch1.T2" specific-use="star"><?xmltex \currentcnt{2}?><label>Table 2</label><caption><p id="d1e1555">Measured impact of different groundplane configurations on position accuracy for the investigated GNSS antennas with RTK-positioning.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="13">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="right"/>
     <oasis:colspec colnum="3" colname="col3" align="right" colsep="1"/>
     <oasis:colspec colnum="4" colname="col4" align="right"/>
     <oasis:colspec colnum="5" colname="col5" align="right" colsep="1"/>
     <oasis:colspec colnum="6" colname="col6" align="right"/>
     <oasis:colspec colnum="7" colname="col7" align="right" colsep="1"/>
     <oasis:colspec colnum="8" colname="col8" align="right"/>
     <oasis:colspec colnum="9" colname="col9" align="right" colsep="1"/>
     <oasis:colspec colnum="10" colname="col10" align="right"/>
     <oasis:colspec colnum="11" colname="col11" align="right" colsep="1"/>
     <oasis:colspec colnum="12" colname="col12" align="right"/>
     <oasis:colspec colnum="13" colname="col13" align="right"/>
     <oasis:thead>
       <oasis:row>
         <oasis:entry colname="col1">Antenna</oasis:entry>
         <oasis:entry rowsep="1" namest="col2" nameend="col5" align="center" colsep="1">u-blox ANN-MB patch </oasis:entry>
         <oasis:entry rowsep="1" namest="col6" nameend="col9" align="center" colsep="1">TOPGNSS AN506G patch </oasis:entry>
         <oasis:entry rowsep="1" namest="col10" nameend="col13" align="center">Beitian BT-560 helical </oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">RTK groundplane</oasis:entry>
         <oasis:entry rowsep="1" namest="col2" nameend="col3" align="center" colsep="1">circle Alu </oasis:entry>
         <oasis:entry rowsep="1" namest="col4" nameend="col5" align="center" colsep="1">square Alu </oasis:entry>
         <oasis:entry rowsep="1" namest="col6" nameend="col7" align="center" colsep="1">circle Alu </oasis:entry>
         <oasis:entry rowsep="1" namest="col8" nameend="col9" align="center" colsep="1">square Alu </oasis:entry>
         <oasis:entry rowsep="1" namest="col10" nameend="col11" align="center" colsep="1">circle Alu </oasis:entry>
         <oasis:entry rowsep="1" namest="col12" nameend="col13" align="center">square Alu </oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">FoM in <inline-formula><mml:math id="M123" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M124" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi mathvariant="normal">D</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M125" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mi mathvariant="normal">Alt</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M126" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi mathvariant="normal">D</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5"><inline-formula><mml:math id="M127" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mi mathvariant="normal">Alt</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col6"><inline-formula><mml:math id="M128" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi mathvariant="normal">D</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col7"><inline-formula><mml:math id="M129" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mi mathvariant="normal">Alt</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col8"><inline-formula><mml:math id="M130" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi mathvariant="normal">D</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col9"><inline-formula><mml:math id="M131" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mi mathvariant="normal">Alt</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col10"><inline-formula><mml:math id="M132" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi mathvariant="normal">D</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col11"><inline-formula><mml:math id="M133" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mi mathvariant="normal">Alt</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col12"><inline-formula><mml:math id="M134" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi mathvariant="normal">D</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col13"><inline-formula><mml:math id="M135" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mi mathvariant="normal">Alt</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">none, built-in antenna only</oasis:entry>
         <oasis:entry colname="col2">–</oasis:entry>
         <oasis:entry colname="col3">–</oasis:entry>
         <oasis:entry colname="col4">–</oasis:entry>
         <oasis:entry colname="col5">–</oasis:entry>
         <oasis:entry colname="col6">0.29</oasis:entry>
         <oasis:entry colname="col7">0.18</oasis:entry>
         <oasis:entry colname="col8">3.31</oasis:entry>
         <oasis:entry colname="col9">3.85</oasis:entry>
         <oasis:entry colname="col10">0.26</oasis:entry>
         <oasis:entry colname="col11">0.71</oasis:entry>
         <oasis:entry colname="col12">1.37</oasis:entry>
         <oasis:entry colname="col13">4.14</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><inline-formula><mml:math id="M136" display="inline"><mml:mo>∅</mml:mo></mml:math></inline-formula> 10 <inline-formula><mml:math id="M137" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> circle PCB</oasis:entry>
         <oasis:entry colname="col2">–</oasis:entry>
         <oasis:entry colname="col3">–</oasis:entry>
         <oasis:entry colname="col4">–</oasis:entry>
         <oasis:entry colname="col5">–</oasis:entry>
         <oasis:entry colname="col6">0.20</oasis:entry>
         <oasis:entry colname="col7">0.41</oasis:entry>
         <oasis:entry colname="col8">0.38</oasis:entry>
         <oasis:entry colname="col9">2.61</oasis:entry>
         <oasis:entry colname="col10">0.26</oasis:entry>
         <oasis:entry colname="col11">2.34</oasis:entry>
         <oasis:entry colname="col12">0.37</oasis:entry>
         <oasis:entry colname="col13">1.54</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">10 <inline-formula><mml:math id="M138" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M139" display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula> 10 <inline-formula><mml:math id="M140" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> square PCB</oasis:entry>
         <oasis:entry colname="col2">–</oasis:entry>
         <oasis:entry colname="col3">–</oasis:entry>
         <oasis:entry colname="col4">–</oasis:entry>
         <oasis:entry colname="col5">–</oasis:entry>
         <oasis:entry colname="col6">0.21</oasis:entry>
         <oasis:entry colname="col7">0.82</oasis:entry>
         <oasis:entry colname="col8">0.16</oasis:entry>
         <oasis:entry colname="col9">1.42</oasis:entry>
         <oasis:entry colname="col10">0.11</oasis:entry>
         <oasis:entry colname="col11">0.41</oasis:entry>
         <oasis:entry colname="col12">0.41</oasis:entry>
         <oasis:entry colname="col13">2.40</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><inline-formula><mml:math id="M141" display="inline"><mml:mo>∅</mml:mo></mml:math></inline-formula> 15 <inline-formula><mml:math id="M142" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> circle Alu</oasis:entry>
         <oasis:entry colname="col2">0.43</oasis:entry>
         <oasis:entry colname="col3">0.58</oasis:entry>
         <oasis:entry colname="col4">2.05</oasis:entry>
         <oasis:entry colname="col5">2.93</oasis:entry>
         <oasis:entry colname="col6">0.20</oasis:entry>
         <oasis:entry colname="col7">0.00</oasis:entry>
         <oasis:entry colname="col8">0.20</oasis:entry>
         <oasis:entry colname="col9">0.41</oasis:entry>
         <oasis:entry colname="col10">0.25</oasis:entry>
         <oasis:entry colname="col11">0.48</oasis:entry>
         <oasis:entry colname="col12">0.06</oasis:entry>
         <oasis:entry colname="col13">1.74</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">30 <inline-formula><mml:math id="M143" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M144" display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula> 30 <inline-formula><mml:math id="M145" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> square Alu</oasis:entry>
         <oasis:entry colname="col2">0.37</oasis:entry>
         <oasis:entry colname="col3">0.86</oasis:entry>
         <oasis:entry colname="col4">0.24</oasis:entry>
         <oasis:entry colname="col5">4.11</oasis:entry>
         <oasis:entry colname="col6">0.09</oasis:entry>
         <oasis:entry colname="col7">0.00</oasis:entry>
         <oasis:entry colname="col8">0.25</oasis:entry>
         <oasis:entry colname="col9">3.26</oasis:entry>
         <oasis:entry colname="col10">0.65</oasis:entry>
         <oasis:entry colname="col11">0.00</oasis:entry>
         <oasis:entry colname="col12">0.20</oasis:entry>
         <oasis:entry colname="col13">2.44</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>

      <p id="d1e2108">The impact of different groundplanes on the u-blox ANN-MB antenna is of particular interest, since it is used for the RTK base station and the rover corrects its computed location based on the correction data provided by the RTK base station. Concerning all 12 tested cases, measurements showed worse <inline-formula><mml:math id="M146" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mi mathvariant="normal">Alt</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> in 11 cases and worse <inline-formula><mml:math id="M147" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi mathvariant="normal">D</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> in 8 cases, when utilizing the 30 <inline-formula><mml:math id="M148" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M149" display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula> 30 <inline-formula><mml:math id="M150" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> square aluminum groundplane instead of the <inline-formula><mml:math id="M151" display="inline"><mml:mo>∅</mml:mo></mml:math></inline-formula> 15 <inline-formula><mml:math id="M152" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> round aluminum groundplane on the u-blox ANN-MB antenna at the RTK base station. No GNSS reception could be established with groundplanes of a diameter smaller than 12 <inline-formula><mml:math id="M153" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula>, which was to be expected, since the antenna requires an additional groundplane <xref ref-type="bibr" rid="bib1.bibx11" id="paren.11"/>.</p>
      <?pagebreak page25?><p id="d1e2187">Patch antennas with small groundplanes show back lobes in their radiation pattern <xref ref-type="bibr" rid="bib1.bibx1" id="paren.12"/>. This makes them susceptible to multi-path GNSS signals, e.g., reflected off the ground <xref ref-type="bibr" rid="bib1.bibx7" id="paren.13"/>. A larger groundplane mitigates this effect <xref ref-type="bibr" rid="bib1.bibx12" id="paren.14"/>. In case of the TOPGNSS AN506G patch antenna, utilizing the <inline-formula><mml:math id="M154" display="inline"><mml:mo>∅</mml:mo></mml:math></inline-formula> 15 <inline-formula><mml:math id="M155" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> round aluminum groundplane (Fig. <xref ref-type="fig" rid="Ch1.F3"/>a) instead of the 30 <inline-formula><mml:math id="M156" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M157" display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula> 30 <inline-formula><mml:math id="M158" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> square aluminum groundplane (Fig. <xref ref-type="fig" rid="Ch1.F2"/>a) at the RTK base station showed equal or lower <inline-formula><mml:math id="M159" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi mathvariant="normal">D</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> in 9 out of 10 tested cases. Furthermore, utilizing the <inline-formula><mml:math id="M160" display="inline"><mml:mo>∅</mml:mo></mml:math></inline-formula> 15 <inline-formula><mml:math id="M161" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> round aluminum groundplane at the RTK base station significantly reduced the variation in altitude over time (Fig. <xref ref-type="fig" rid="Ch1.F2"/>b) compared to the <?xmltex \hack{\mbox\bgroup}?>30 <inline-formula><mml:math id="M162" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M163" display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula> 30 <inline-formula><mml:math id="M164" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula><?xmltex \hack{\egroup}?> square aluminum groundplane at the RTK base station (Fig. <xref ref-type="fig" rid="Ch1.F3"/>b). The smallest overall deviation was achievable with the <inline-formula><mml:math id="M165" display="inline"><mml:mo>∅</mml:mo></mml:math></inline-formula> 15 <inline-formula><mml:math id="M166" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> or 30 <inline-formula><mml:math id="M167" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M168" display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula> 30 <inline-formula><mml:math id="M169" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> aluminum additional groundplane underneath the antenna. The TOPGNSS patch antenna seems to benefit from a larger supplementary groundplane. However, in the case that a large additional groundplane is not implementable on the UAV, the best tradeoff with low overall deviation was achievable without a supplementary groundplane.</p>
      <?pagebreak page26?><p id="d1e2342">In case of the Beitian BT-560 helical antenna, utilizing the <inline-formula><mml:math id="M170" display="inline"><mml:mo>∅</mml:mo></mml:math></inline-formula> 15 <inline-formula><mml:math id="M171" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> round aluminum groundplane (Fig. <xref ref-type="fig" rid="Ch1.F5"/>a) instead of the 30 <inline-formula><mml:math id="M172" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M173" display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula> 30 <inline-formula><mml:math id="M174" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> square aluminum groundplane (Fig. <xref ref-type="fig" rid="Ch1.F4"/>a) at the RTK base station showed equal or lower <inline-formula><mml:math id="M175" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi mathvariant="normal">D</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> in 8 out of 10 tested cases. Furthermore, utilizing the <inline-formula><mml:math id="M176" display="inline"><mml:mo>∅</mml:mo></mml:math></inline-formula> 15 <inline-formula><mml:math id="M177" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> round aluminum groundplane at the RTK base station significantly reduced the variation in altitude over time (Fig. <xref ref-type="fig" rid="Ch1.F4"/>b) compared to the 30 <inline-formula><mml:math id="M178" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M179" display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula> 30 <inline-formula><mml:math id="M180" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> square aluminum groundplane at the RTK base station (Fig. <xref ref-type="fig" rid="Ch1.F5"/>b). The lowest overall deviation was achievable with the 10 <inline-formula><mml:math id="M181" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M182" display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula> 10 <inline-formula><mml:math id="M183" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> square PCB additional groundplane underneath the antenna.</p>
      <p id="d1e2469">Replacing the 30 <inline-formula><mml:math id="M184" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M185" display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula> 30 <inline-formula><mml:math id="M186" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> square by the <inline-formula><mml:math id="M187" display="inline"><mml:mo>∅</mml:mo></mml:math></inline-formula> 15 <inline-formula><mml:math id="M188" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> aluminum groundplane at the RTK base station improved the altitude FoM <inline-formula><mml:math id="M189" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mi mathvariant="normal">Alt</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> by a factor of up to 21 and the horizontal FoM <inline-formula><mml:math id="M190" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi mathvariant="normal">D</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> by a factor of up to 11. Adding a supplementary groundplane to the rover GNSS antenna improved the altitude FoM <inline-formula><mml:math id="M191" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mi mathvariant="normal">Alt</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> by a factor of up to 9 and the horizontal FoM <inline-formula><mml:math id="M192" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi mathvariant="normal">D</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> by a factor of up to 22. In all investigated cases, we achieved best position accuracy (<inline-formula><mml:math id="M193" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi mathvariant="normal">D</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.09</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M194" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M195" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mi mathvariant="normal">Alt</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.00</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M196" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula>) with the u-blox ANN-MB antenna combined with the 30 <inline-formula><mml:math id="M197" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M198" display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula> 30 <inline-formula><mml:math id="M199" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> square aluminum groundplane at the RTK base station and the TOPGNSS AN506G patch antenna combined with the 30 <inline-formula><mml:math id="M200" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M201" display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula> 30 <inline-formula><mml:math id="M202" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> square aluminum groundplane at the rover. However, such a large supplementary groundplane at the rover is not practical due to size and weight constrains of the UAV.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F2"><?xmltex \currentcnt{2}?><?xmltex \def\figurename{Figure}?><label>Figure 2</label><caption><p id="d1e2660">TOPGNSS AN506G patch antenna in conjunction with the 30 <inline-formula><mml:math id="M203" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M204" display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula> 30 <inline-formula><mml:math id="M205" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> square aluminum groundplane at the RTK base station.</p></caption>
        <?xmltex \igopts{width=170.716535pt}?><graphic xlink:href="https://ars.copernicus.org/articles/20/23/2023/ars-20-23-2023-f02.png"/>

      </fig>

      <?xmltex \floatpos{t}?><fig id="Ch1.F3"><?xmltex \currentcnt{3}?><?xmltex \def\figurename{Figure}?><label>Figure 3</label><caption><p id="d1e2694">TOPGNSS AN506G patch antenna in conjunction with the <inline-formula><mml:math id="M206" display="inline"><mml:mo>∅</mml:mo></mml:math></inline-formula> 15 <inline-formula><mml:math id="M207" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> circular aluminum groundplane at the RTK base station.</p></caption>
        <?xmltex \igopts{width=170.716535pt}?><graphic xlink:href="https://ars.copernicus.org/articles/20/23/2023/ars-20-23-2023-f03.png"/>

      </fig>

      <?xmltex \floatpos{t}?><fig id="Ch1.F4"><?xmltex \currentcnt{4}?><?xmltex \def\figurename{Figure}?><label>Figure 4</label><caption><p id="d1e2721">Beitian BT-560 helical antenna in conjunction with the 30 <inline-formula><mml:math id="M208" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M209" display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula> 30 <inline-formula><mml:math id="M210" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> square aluminum groundplane at the RTK base station.</p></caption>
        <?xmltex \igopts{width=170.716535pt}?><graphic xlink:href="https://ars.copernicus.org/articles/20/23/2023/ars-20-23-2023-f04.png"/>

      </fig>

      <?xmltex \floatpos{t}?><fig id="Ch1.F5"><?xmltex \currentcnt{5}?><?xmltex \def\figurename{Figure}?><label>Figure 5</label><caption><p id="d1e2755">Beitian BT-560 helical antenna in conjunction with the <inline-formula><mml:math id="M211" display="inline"><mml:mo>∅</mml:mo></mml:math></inline-formula> 15 <inline-formula><mml:math id="M212" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula> circular aluminum groundplane at the RTK base station.</p></caption>
        <?xmltex \igopts{width=170.716535pt}?><graphic xlink:href="https://ars.copernicus.org/articles/20/23/2023/ars-20-23-2023-f05.png"/>

      </fig>

</sec>
<sec id="Ch1.S4" sec-type="conclusions">
  <label>4</label><title>Conclusions</title>
      <p id="d1e2787">Choosing an appropriate groundplane for the rover and RTK base station GNSS antenna significantly influences the achievable GNSS position accuracy of a flying UAV. Especially the RTK base station antenna shows a substantial impact on the achievable position accuracy, since the rover corrects its position based on the correction data supplied by the RTK base station. An optimal additional groundplane for GNSS antennas must mitigate multi-path signals while maintaining a sufficient antenna axial-ratio preserving the RHCP of GNSS signals. However, the optimum groundplane size and shape depend on the particular GNSS antenna and must, therefore, be evaluated on a per-antenna basis <xref ref-type="bibr" rid="bib1.bibx7" id="paren.15"/>.</p><?xmltex \hack{\newpage}?>
</sec>

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

      <p id="d1e2799">The underlying research data can be requested from the authors.</p>
  </notes><notes notes-type="authorcontribution"><title>Author contributions</title>

      <p id="d1e2805">SP developed the experiment methodology, conducted the experiments and validated measured data. SP wrote the manuscript in consultation with TFE. TFE supervised the findings of this work. All authors discussed the results and contributed to the final manuscript.</p>
  </notes><notes notes-type="competinginterests"><title>Competing interests</title>

      <p id="d1e2811">The contact author has declared that neither they nor their co-author has any competing interests.</p>
  </notes><notes notes-type="disclaimer"><title>Disclaimer</title>

      <p id="d1e2817">Publisher’s note: Copernicus Publications remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.</p>
  </notes><?xmltex \hack{\newpage}?><notes notes-type="sistatement"><title>Special issue statement</title>

      <p id="d1e2824">This article is part of the special issue “Kleinheubacher Berichte 2021”.</p>
  </notes><notes notes-type="financialsupport"><title>Financial support</title>

      <p id="d1e2830">This research has been supported in parts by the Bundesministerium für Wirtschaft und Energie (grant no. 50RK1923).</p>
  </notes><notes notes-type="reviewstatement"><title>Review statement</title>

      <p id="d1e2836">This paper was edited by Romanus Dyczij-Edlinger and reviewed by Ralph Helmar Rasshofer and one anonymous referee.</p>
  </notes><?xmltex \hack{\newpage}?><ref-list>
    <title>References</title>

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