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  <front>
    <journal-meta><journal-id journal-id-type="publisher">ANGEO</journal-id><journal-title-group>
    <journal-title>Annales Geophysicae</journal-title>
    <abbrev-journal-title abbrev-type="publisher">ANGEO</abbrev-journal-title><abbrev-journal-title abbrev-type="nlm-ta">Ann. Geophys.</abbrev-journal-title>
  </journal-title-group><issn pub-type="epub">1432-0576</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/angeo-43-687-2025</article-id><title-group><article-title>A comparison of methods to compute the rate of horizontal geomagnetic field variation</article-title><alt-title>A comparison between H' and R”</alt-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author" corresp="yes" rid="aff1">
          <name><surname>Fielding</surname><given-names>Samuel A.</given-names></name>
          <email>sfieldin@ed.ac.uk</email>
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff2">
          <name><surname>Livermore</surname><given-names>Philip W.</given-names></name>
          
        <ext-link>https://orcid.org/0000-0001-7591-6716</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff3">
          <name><surname>Beggan</surname><given-names>Ciarán D.</given-names></name>
          
        <ext-link>https://orcid.org/0000-0002-2298-0578</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Whaler</surname><given-names>Kathryn A.</given-names></name>
          
        <ext-link>https://orcid.org/0000-0002-7386-223X</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff3">
          <name><surname>Richardson</surname><given-names>Gemma S.</given-names></name>
          
        <ext-link>https://orcid.org/0000-0002-9504-4457</ext-link></contrib>
        <aff id="aff1"><label>1</label><institution>School of GeoSciences, University of Edinburgh, Grant Institute, James Hutton Rd, King's Buildings, Edinburgh, EH9 3FE, United Kingdom</institution>
        </aff>
        <aff id="aff2"><label>2</label><institution>School of Earth and Environment, University of Leeds, Leeds, LS2 9JT, United Kingdom</institution>
        </aff>
        <aff id="aff3"><label>3</label><institution>British Geological Survey, Lyell Centre, Research Avenue South, Edinburgh, EH14 4AP, United Kingdom</institution>
        </aff>
      </contrib-group>
      <author-notes><corresp id="corr1">Samuel A. Fielding (sfieldin@ed.ac.uk)</corresp></author-notes><pub-date><day>5</day><month>November</month><year>2025</year></pub-date>
      
      <volume>43</volume>
      <issue>2</issue>
      <fpage>687</fpage><lpage>700</lpage>
      <history>
        <date date-type="received"><day>16</day><month>June</month><year>2025</year></date>
           <date date-type="rev-request"><day>7</day><month>July</month><year>2025</year></date>
           <date date-type="rev-recd"><day>22</day><month>September</month><year>2025</year></date>
           <date date-type="accepted"><day>23</day><month>September</month><year>2025</year></date>
      </history>
      <permissions>
        <copyright-statement>Copyright: © 2025 Samuel A. Fielding et al.</copyright-statement>
        <copyright-year>2025</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://angeo.copernicus.org/articles/43/687/2025/angeo-43-687-2025.html">This article is available from https://angeo.copernicus.org/articles/43/687/2025/angeo-43-687-2025.html</self-uri><self-uri xlink:href="https://angeo.copernicus.org/articles/43/687/2025/angeo-43-687-2025.pdf">The full text article is available as a PDF file from https://angeo.copernicus.org/articles/43/687/2025/angeo-43-687-2025.pdf</self-uri>
      <abstract><title>Abstract</title>

      <p id="d2e132">The rate of change of the horizontal external magnetic field is often used as a proxy for space weather activity and in particular for estimating geomagnetically induced currents (GICs) in high voltage power grids. This paper compares two commonly adopted methods for computing this rate of change: (1) the difference between consecutive measurements in the magnitude of the horizontal magnetic field, <inline-formula><mml:math id="M1" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula>, and (2) the combined difference in the magnitude in the northward and eastward directions, usually denoted <inline-formula><mml:math id="M2" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula>. We find that there can be an absolute difference in the calculations between the two methodologies exceeding 100 nT min<sup>−1</sup> during storm times for observatories in the sub-auroral zone, demonstrating that the choice between <inline-formula><mml:math id="M4" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> and <inline-formula><mml:math id="M5" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula>  can make a significant difference to any GIC estimate. We also note an observable difference between the two methodologies during quiet times when the measurements are made close to the agonic line, though this difference does not have a significant impact on the efficacy of either of the two methodologies for GIC studies. Future studies should consider carefully the choice of geomagnetic indicators for estimation of GICs.</p>
  </abstract>
    
<funding-group>
<award-group id="gs1">
<funding-source>Natural Environment Research Council</funding-source>
<award-id>NE/T00939X/1</award-id>
</award-group>
<award-group id="gs2">
<funding-source>British Geological Survey</funding-source>
<award-id>S477</award-id>
</award-group>
<award-group id="gs3">
<funding-source>Met Office</funding-source>
<award-id>N/A</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="d2e192">Research into space weather and the effects from time-varying environmental conditions in the near-Earth environment has grown enormously in the past two decades.  As the primary driver, the Sun generates physical phenomena such as, but not limited to, Coronal Mass Ejections which can strongly perturb the Earth's magnetic environment <xref ref-type="bibr" rid="bib1.bibx63" id="paren.1"/> causing effects on modern technology <xref ref-type="bibr" rid="bib1.bibx41" id="paren.2"><named-content content-type="pre">e.g.</named-content></xref>. Other potentially damaging space weather effects on technology come from solar flares <xref ref-type="bibr" rid="bib1.bibx23" id="paren.3"><named-content content-type="pre">e.g.</named-content></xref> and solar energetic particles <xref ref-type="bibr" rid="bib1.bibx50 bib1.bibx65 bib1.bibx64" id="paren.4"><named-content content-type="pre">e.g.</named-content></xref>. At the boundary of the interplanetary magnetic field (IMF) and the geomagnetic field, termed the magnetopause, energy is transferred through to the Earth's magnetosphere, principally through the process of reconnection <xref ref-type="bibr" rid="bib1.bibx19 bib1.bibx62 bib1.bibx71 bib1.bibx15" id="paren.5"/>. The response energizes the radiation belts <xref ref-type="bibr" rid="bib1.bibx16" id="paren.6"/> and enhances ionospheric currents <xref ref-type="bibr" rid="bib1.bibx11" id="paren.7"/>, often causing a visible glow of the upper atmosphere known as the aurora <xref ref-type="bibr" rid="bib1.bibx72 bib1.bibx25" id="paren.8"/>. Energy stored and released by the magnetotail produces bursts of geomagnetic activity, called substorms <xref ref-type="bibr" rid="bib1.bibx2" id="paren.9"/>, which drive large rates of change of the external magnetic field which in turn creates measurable variations in magnetic field measurements on the surface <xref ref-type="bibr" rid="bib1.bibx31" id="paren.10"/>.</p>
      <p id="d2e232">Rapid geomagnetic disturbances induce a subsurface geoelectric field which, if sufficiently intense, can create Geomagnetically Induced Currents (GICs) in low resistance grounded technical infrastructure such as high voltage power grids <xref ref-type="bibr" rid="bib1.bibx45" id="paren.11"/> or gas pipelines <xref ref-type="bibr" rid="bib1.bibx60" id="paren.12"/>. Geomagnetic disturbances  are primarily driven by currents in the magnetosphere and ionosphere,  especially the auroral electrojet at mid to high latitudes <xref ref-type="bibr" rid="bib1.bibx46" id="paren.13"/>, though the equatorial electrojet and the ring current can also contribute to field variations at lower latitudes <xref ref-type="bibr" rid="bib1.bibx18 bib1.bibx20" id="paren.14"/>, with the ring current contributing to GIC activity through its impact on region 2 field aligned currents <xref ref-type="bibr" rid="bib1.bibx9" id="paren.15"/>. Both electrojets flow in the ionospheric E region <xref ref-type="bibr" rid="bib1.bibx3" id="paren.16"/> while the ring current flows at a distance from the Earth of between 2 and 8 Earth radii <xref ref-type="bibr" rid="bib1.bibx57" id="paren.17"/>. The auroral electrojets are mostly composed of Hall Currents <xref ref-type="bibr" rid="bib1.bibx24" id="paren.18"/> and are associated with eastward and westward electrojets that both flow from the dayside to nightside <xref ref-type="bibr" rid="bib1.bibx14" id="paren.19"/>. These electrojets are strongly associated with Field-aligned currents <xref ref-type="bibr" rid="bib1.bibx30" id="paren.20"/> and have strong coupling with solar wind parameters <xref ref-type="bibr" rid="bib1.bibx24" id="paren.21"/>. These disturbances and their induction of GICs are most significant during strong geomagnetic activity <xref ref-type="bibr" rid="bib1.bibx17 bib1.bibx70" id="paren.22"/>, and the largest GICs are induced during the most active geomagnetic storm times such as the 2003 Halloween storms <xref ref-type="bibr" rid="bib1.bibx60" id="paren.23"/>. Variation in the strength of the auroral electrojets primarily cause changes in the northward component of the horizontal geomagnetic field <xref ref-type="bibr" rid="bib1.bibx44" id="paren.24"/> whereas sudden storm commencements can induce significant changes in the eastward direction as well <xref ref-type="bibr" rid="bib1.bibx56" id="paren.25"/> and the equatorial electrojet can induce notable changes in both components <xref ref-type="bibr" rid="bib1.bibx33" id="paren.26"/>. It is possible to interpret the magnetic field variation by modeling the electric field producing the magnetic field as two current systems, one externally-driven current system including ionospheric currents, and one internally induced in the shallow subsurface. The externally driven current system dominates in auroral areas, though the internal component can contribute up to 30 % of a given perturbation <xref ref-type="bibr" rid="bib1.bibx28" id="paren.27"/>. In extreme storms, depending on local geology, geoelectric fields can reach over 10 V km<sup>−1</sup> in regions with high subsurface resistivity <xref ref-type="bibr" rid="bib1.bibx32" id="paren.28"/>.</p>
      <p id="d2e304">GICs are effectively quasi-DC in power grids and other critical infrastructure networks which can pose a significant economic hazard as they affect transformer operation, particularly through saturation of the hysteresis loop <xref ref-type="bibr" rid="bib1.bibx42 bib1.bibx47 bib1.bibx48" id="paren.29"/>. Half-cycle saturation generates even harmonics, enhanced reactive power consumption and overheating  which can cause permanent damage to critical infrastructure <xref ref-type="bibr" rid="bib1.bibx6 bib1.bibx8 bib1.bibx1" id="paren.30"/>. <xref ref-type="bibr" rid="bib1.bibx37" id="text.31"/> found that between 13 % and 35 % of transformers in New Zealand were at risk of damage through the impact of GICs. As GIC flow is not routinely monitored in many countries, methods for estimating it via proxy measurements have been developed <xref ref-type="bibr" rid="bib1.bibx39" id="paren.32"/>.</p>
      <p id="d2e319">The use of the ground-level magnetic field as an indicator of GIC activity relies on the time derivative of the geomagnetic field <xref ref-type="bibr" rid="bib1.bibx61" id="paren.33"/>, and more specifically of the 2D horizontal vector geomagnetic field <inline-formula><mml:math id="M7" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="bold-italic">B</mml:mi><mml:mi mathvariant="normal">H</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, the projection of <inline-formula><mml:math id="M8" display="inline"><mml:mi mathvariant="bold-italic">B</mml:mi></mml:math></inline-formula> in the horizontal plane <xref ref-type="bibr" rid="bib1.bibx68" id="paren.34"/>.  As the ground-level magnetic field is measured continuously at hundreds of dedicated observatories around the world, it can provide a proxy for regional GIC activity <xref ref-type="bibr" rid="bib1.bibx53" id="paren.35"/>. Proxies for GIC are typically used as local measurements of GIC in electrical power grids are either non-existent or unavailable due to the commercial sensitivity of the records. Where data are available, they often have restrictions on use <xref ref-type="bibr" rid="bib1.bibx52" id="paren.36"><named-content content-type="pre">e.g.</named-content></xref> which precludes release to the wider scientific community. Considering the time derivative of the 2D horizontal vector geomagnetic field rather than the total magnetic field is based on the induction response as used in magnetotelluric sounding. This establishes a frequency-dependent relationship between the magnetic to electric field variations as measured in the North (<inline-formula><mml:math id="M9" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">N</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) and East (<inline-formula><mml:math id="M10" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">E</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) directions <xref ref-type="bibr" rid="bib1.bibx51" id="paren.37"/>.  <inline-formula><mml:math id="M11" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">N</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M12" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">E</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> are also often used as the sole magnetic field inputs to geoelectric field calculations <xref ref-type="bibr" rid="bib1.bibx69 bib1.bibx32 bib1.bibx70" id="paren.38"/>, though in theory the vertical component could be used to derive the divergence-free component of the geoelectric field <xref ref-type="bibr" rid="bib1.bibx66" id="paren.39"/>. It is worth noting that although we only consider the 2D horizontal vector magnetic field, the vertical magnetic field can also be perturbed significantly during active times <xref ref-type="bibr" rid="bib1.bibx35" id="paren.40"/>.</p>
      <p id="d2e413">Two standard formulae have been used for computing the horizontal rate of change of the magnetic field from digital observatory data. In this study, we examine both of these methods for computing the rate of change and the observed differences that arise between them. The next section describes the differences between the two methodologies, followed by sections on the observed and modeled differences between both. We follow this with a discussion related to scenarios where the results from each method can differ by many orders of magnitude.</p>
</sec>
<sec id="Ch1.S2">
  <label>2</label><title>Difference between methods for computing horizontal field change</title>
      <p id="d2e424">Representing the horizontal component of the geomagnetic field as a scalar indicator of GIC activity is ambiguous. Consider a digital time series of orthogonal components of the magnetic field, measured at a permanent magnetic observatory for example. While there is only one correct way to evaluate the first-order time derivative of the magnetic field vector through subtraction of successive readings, several methods can be used to distill the derivative into a scalar value. The scalar magnitude <inline-formula><mml:math id="M13" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">H</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> of the horizontal component  <inline-formula><mml:math id="M14" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="bold-italic">B</mml:mi><mml:mi mathvariant="normal">H</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>  is defined in terms of the northward and eastward components <inline-formula><mml:math id="M15" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">N</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M16" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">E</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>:

          <disp-formula id="Ch1.E1" content-type="numbered"><label>1</label><mml:math id="M17" display="block"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">H</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:msqrt><mml:mrow><mml:msubsup><mml:mi>B</mml:mi><mml:mi mathvariant="normal">N</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup><mml:mo>+</mml:mo><mml:msubsup><mml:mi>B</mml:mi><mml:mi mathvariant="normal">E</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup></mml:mrow></mml:msqrt><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula>

        One approach to compute the derivative is take the overall magnitude of the horizontal magnetic field <inline-formula><mml:math id="M18" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">H</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and subtract  from it the horizontal magnetic field given by the previous measurement, which written in terms of the northwards and eastwards components <inline-formula><mml:math id="M19" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">N</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M20" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">E</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>  when assuming <inline-formula><mml:math id="M21" display="inline"><mml:mrow><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">H</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>≪</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">H</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, yields:

          <disp-formula id="Ch1.E2" content-type="numbered"><label>2</label><mml:math id="M22" display="block"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">H</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><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>B</mml:mi><mml:mi mathvariant="normal">H</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>⋅</mml:mo><mml:mfenced close=")" open="("><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">N</mml:mi></mml:msub><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">N</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>+</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">E</mml:mi></mml:msub><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">E</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:mfenced><mml:mo>=</mml:mo><mml:msub><mml:mover accent="true"><mml:mi mathvariant="bold-italic">B</mml:mi><mml:mo mathvariant="normal" stretchy="false">^</mml:mo></mml:mover><mml:mi mathvariant="normal">H</mml:mi></mml:msub><mml:mo>⋅</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:msub><mml:mi mathvariant="bold-italic">B</mml:mi><mml:mi mathvariant="normal">H</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>

        where <inline-formula><mml:math id="M23" display="inline"><mml:mover accent="true"><mml:mi mathvariant="bold-italic">B</mml:mi><mml:mo stretchy="false" mathvariant="normal">^</mml:mo></mml:mover></mml:math></inline-formula> denotes a unit vector in the direction of the magnetic field and <inline-formula><mml:math id="M24" display="inline"><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:math></inline-formula> is the time difference between successive measurements. Alternatively, one can incorporate the rate of change of the magnetic field in the eastward and northward directions separately using their scalar values <inline-formula><mml:math id="M25" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">N</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M26" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">E</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> by the quantity <inline-formula><mml:math id="M27" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula>, given by <xref ref-type="bibr" rid="bib1.bibx53" id="text.41"/>:

          <disp-formula id="Ch1.E3" content-type="numbered"><label>3</label><mml:math id="M28" display="block"><mml:mrow><mml:mi>R</mml:mi><mml:mo>=</mml:mo><mml:mo>|</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:msub><mml:mi mathvariant="bold-italic">B</mml:mi><mml:mi mathvariant="normal">H</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>|</mml:mo><mml:mo>=</mml:mo><mml:msqrt><mml:mrow><mml:msup><mml:mfenced open="(" close=")"><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">N</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mfrac></mml:mstyle></mml:mfenced><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mo>+</mml:mo><mml:msup><mml:mfenced close=")" open="("><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">E</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mfrac></mml:mstyle></mml:mfenced><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:mrow></mml:msqrt><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula>

        This means that <inline-formula><mml:math id="M29" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> can be written in terms of <inline-formula><mml:math id="M30" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula>:

          <disp-formula id="Ch1.E4" content-type="numbered"><label>4</label><mml:math id="M31" display="block"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>=</mml:mo><mml:msub><mml:mover accent="true"><mml:mi mathvariant="bold-italic">B</mml:mi><mml:mo mathvariant="normal" stretchy="false">^</mml:mo></mml:mover><mml:mi mathvariant="normal">H</mml:mi></mml:msub><mml:mo>⋅</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:msub><mml:mi mathvariant="bold-italic">B</mml:mi><mml:mi mathvariant="normal">H</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>=</mml:mo><mml:mo>|</mml:mo><mml:msub><mml:mover accent="true"><mml:mi mathvariant="bold-italic">B</mml:mi><mml:mo mathvariant="normal" stretchy="false">^</mml:mo></mml:mover><mml:mi mathvariant="normal">H</mml:mi></mml:msub><mml:mo>|</mml:mo><mml:mo>⋅</mml:mo><mml:mo>|</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:msub><mml:mi mathvariant="bold-italic">B</mml:mi><mml:mi mathvariant="normal">H</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>|</mml:mo><mml:mo>⋅</mml:mo><mml:mi>cos⁡</mml:mi><mml:mi mathvariant="italic">θ</mml:mi><mml:mo>=</mml:mo><mml:mi>R</mml:mi><mml:mo>⋅</mml:mo><mml:mi>cos⁡</mml:mi><mml:mi mathvariant="italic">θ</mml:mi></mml:mrow></mml:math></disp-formula>

        where <inline-formula><mml:math id="M32" display="inline"><mml:mi mathvariant="italic">θ</mml:mi></mml:math></inline-formula> is the difference in angle between the direction of the vector change in the magnetic field between time <inline-formula><mml:math id="M33" display="inline"><mml:mrow><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>-</mml:mo><mml:mi mathvariant="italic">δ</mml:mi><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> and time <inline-formula><mml:math id="M34" display="inline"><mml:mrow><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> and the original magnetic field magnitude at time <inline-formula><mml:math id="M35" display="inline"><mml:mrow><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>-</mml:mo><mml:mi mathvariant="italic">δ</mml:mi><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>. The two methods, <inline-formula><mml:math id="M36" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M37" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula>, give the same value when the perturbation vector <inline-formula><mml:math id="M38" display="inline"><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:mi mathvariant="bold-italic">B</mml:mi><mml:mo>=</mml:mo><mml:mo>(</mml:mo><mml:mi mathvariant="italic">δ</mml:mi><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">N</mml:mi></mml:msub><mml:mo>,</mml:mo><mml:mi mathvariant="italic">δ</mml:mi><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">E</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> is in the same direction as <inline-formula><mml:math id="M39" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="bold-italic">B</mml:mi><mml:mi mathvariant="normal">H</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>. One difference between the two is that <inline-formula><mml:math id="M40" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> is always positive whereas <inline-formula><mml:math id="M41" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> can take either sign. However, as space weather applications do not necessarily need to take the sign of GICs into account, this is less important in the comparison between the two methodologies, as a decrease in magnetic field strength is just as effective at inducing a geoelectric field as an increase if they have the same absolute value. The two methods can lead to substantially different results when the magnetic field changes rapidly in direction, especially if this directional change is not associated with a change in magnitude. <inline-formula><mml:math id="M42" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> will always produce an equal or higher value than <inline-formula><mml:math id="M43" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula>, because in Eq. (<xref ref-type="disp-formula" rid="Ch1.E4"/>), <inline-formula><mml:math id="M44" display="inline"><mml:mrow><mml:mi>cos⁡</mml:mi><mml:mo>(</mml:mo><mml:mi mathvariant="italic">θ</mml:mi><mml:mo>)</mml:mo><mml:mo>≤</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:math></inline-formula>. As a result, <inline-formula><mml:math id="M45" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> has a lower magnitude than <inline-formula><mml:math id="M46" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> unless there is no change in the direction of the magnetic field from one measurement to the next, in which case the two methods produce estimates of the same magnitude (though <inline-formula><mml:math id="M47" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> may be negative). In the case where <inline-formula><mml:math id="M48" display="inline"><mml:mrow><mml:mi>cos⁡</mml:mi><mml:mi mathvariant="italic">θ</mml:mi></mml:mrow></mml:math></inline-formula> is zero (i.e. <inline-formula><mml:math id="M49" display="inline"><mml:mi mathvariant="italic">θ</mml:mi></mml:math></inline-formula> is 90°), Eq. (<xref ref-type="disp-formula" rid="Ch1.E4"/>) will give a value of zero for <inline-formula><mml:math id="M50" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> but <inline-formula><mml:math id="M51" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> given by Eq. (<xref ref-type="disp-formula" rid="Ch1.E3"/>) will be non-zero.</p>
      <p id="d2e1163">In Eq. (<xref ref-type="disp-formula" rid="Ch1.E2"/>), the components <inline-formula><mml:math id="M52" display="inline"><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">N</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M53" display="inline"><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">E</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> of any perturbation <inline-formula><mml:math id="M54" display="inline"><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">H</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> do not have the same weight, as each is multiplied by the magnitude of the field in that direction.  For example, if the field is predominantly in the northward direction (as expected for an axial dipole dominated field),  then <inline-formula><mml:math id="M55" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">N</mml:mi></mml:msub><mml:mi mathvariant="italic">&gt;&gt;</mml:mi><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">E</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M56" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> is dominated by the perturbation <inline-formula><mml:math id="M57" display="inline"><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">N</mml:mi></mml:msub><mml:mo>/</mml:mo><mml:mi mathvariant="italic">δ</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:math></inline-formula>. As a contrast, in Eq. (<xref ref-type="disp-formula" rid="Ch1.E3"/>), the two components are equally weighted. It is worth noting that geomagnetic field data portals such as INTERMAGNET provide direct access to <inline-formula><mml:math id="M58" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">H</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> along with the vertical intensity and declination. With <inline-formula><mml:math id="M59" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">H</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> directly available from the portal, the use of Eq. (<xref ref-type="disp-formula" rid="Ch1.E2"/>) to carry out studies into horizontal geomagnetic field perturbation becomes trivial.</p>
      <p id="d2e1282">In addition to considering individual cases when <inline-formula><mml:math id="M60" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M61" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> differ, it is interesting to consider the distribution of <inline-formula><mml:math id="M62" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M63" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> in a large number of  trials in each of which the perturbations are randomly drawn.  This situation somewhat mimics the geophysical situation where at a given observatory the externally driven field changes may appear quasi-random. In the simplest case, suppose that the perturbations are uniformly distributed in angle and all have the same magnitude. Then <inline-formula><mml:math id="M64" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> depends only on the angle between the background field and the perturbation, and because the distribution of the perturbations are rotationally invariant, a histogram of <inline-formula><mml:math id="M65" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> will be independent of the direction of the background field, that is, it will look the same at every observatory. Likewise, a histogram of <inline-formula><mml:math id="M66" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> is independent of background field. Hence, under these assumptions, the distribution of <inline-formula><mml:math id="M67" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> and <inline-formula><mml:math id="M68" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> should be the same everywhere. However, magnetic field perturbations are not uniformly distributed, and there are locations where the background magnetic field is more aligned or less aligned with the externally driven magnetic field perturbations, with this dependence also depending on relative geomagnetic activity <xref ref-type="bibr" rid="bib1.bibx68" id="paren.42"/>. As a result the outputs of the two methods for calculating ground level magnetic field perturbation can in fact be quite different, and will in general depend on location and geomagnetic activity. In the next section, we compute and describe the differences between the two methods using minute-mean data from a set of global observatory measurements. The difference between the methods could have implications for many studies in space weather research (e.g., <xref ref-type="bibr" rid="bib1.bibx59 bib1.bibx36" id="text.43"/>, both using <inline-formula><mml:math id="M69" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula>, and <xref ref-type="bibr" rid="bib1.bibx53" id="text.44"/> using <inline-formula><mml:math id="M70" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula>).</p>
      <p id="d2e1397">Although <inline-formula><mml:math id="M71" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> and <inline-formula><mml:math id="M72" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> are simple measures of horizontal field change, it would be more accurate to model GICs using a convolution integral to incorporate correctly the effect of the finite conductivity of the Earth on GICs, though the conductivity profile is not always available.  <xref ref-type="bibr" rid="bib1.bibx67" id="text.45"/>, and <xref ref-type="bibr" rid="bib1.bibx4" id="text.46"/>, for example, pointed out that the effect of perturbations in the eastwards and northward directions can be treated independently if the geometry of the conductor network (i.e. power grid) impulse response is known. They also noted that the northward magnetic field perturbation dominates GIC activity at stations in Finland for example. The externally driven magnetic field change calculated using the two-dimensional Spherical Elementary Current System (2D SECS) method can also be used as a GIC activity indicator <xref ref-type="bibr" rid="bib1.bibx29" id="paren.47"><named-content content-type="pre">e.g.</named-content></xref>. By including the internal magnetic field component, a dependence on the local conductivity structure of the subsurface would be introduced <xref ref-type="bibr" rid="bib1.bibx43" id="paren.48"/>. This could be a more appropriate indicator of GIC activity than either <inline-formula><mml:math id="M73" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> or <inline-formula><mml:math id="M74" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> if such conductivity data are available.</p>
</sec>
<sec id="Ch1.S3">
  <label>3</label><title>Results</title>
<sec id="Ch1.S3.SS1">
  <label>3.1</label><title>Observed difference between <inline-formula><mml:math id="M75" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> and <inline-formula><mml:math id="M76" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula></title>
      <p id="d2e1484">We computed values of  both <inline-formula><mml:math id="M77" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M78" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> for 52 geomagnetic observatories from 1998 to 2020 to examine the spatial distribution of differences between these two definitions of horizontal change. The data consist of definitive 1998–2020 INTERMAGNET data <xref ref-type="bibr" rid="bib1.bibx34" id="paren.49"/>, collected through the VirES server <xref ref-type="bibr" rid="bib1.bibx54 bib1.bibx55" id="paren.50"/>. From this dataset, we took the definitive magnetic field components of <inline-formula><mml:math id="M79" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">N</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M80" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">E</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M81" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">H</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> at 1 min cadence, allowing us to calculate 1 min resolution magnetic field derivative estimates. Mean monthly sunspot number was downloaded from SILSO <xref ref-type="bibr" rid="bib1.bibx12" id="paren.51"/>. We also utilize the CHAOS-7 magnetic field model <xref ref-type="bibr" rid="bib1.bibx21" id="paren.52"/> to model the effect of declination and intensity on the difference between the two methodologies. We focus on the largest events by only looking at the maximum difference between the methodologies in Fig. <xref ref-type="fig" rid="F1"/>, and the largest events constitute the most important features on Figs. <xref ref-type="fig" rid="F2"/> and <xref ref-type="fig" rid="F3"/>.</p>

      <fig id="F1" specific-use="star"><label>Figure 1</label><caption><p id="d2e1560">The maximum absolute difference between <inline-formula><mml:math id="M82" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> and <inline-formula><mml:math id="M83" display="inline"><mml:mrow><mml:mo>|</mml:mo><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>|</mml:mo></mml:mrow></mml:math></inline-formula> at INTERMAGNET observatories from 1998–2020, found by calculating the difference between the two methods at every minute and plotting the greatest absolute difference.</p></caption>
          <graphic xlink:href="https://angeo.copernicus.org/articles/43/687/2025/angeo-43-687-2025-f01.png"/>

        </fig>

      <p id="d2e1591">Figure <xref ref-type="fig" rid="F1"/> shows the absolute difference between <inline-formula><mml:math id="M84" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> and <inline-formula><mml:math id="M85" display="inline"><mml:mrow><mml:mo>|</mml:mo><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>|</mml:mo></mml:mrow></mml:math></inline-formula> at 50 observatories, with two observatories omitted due to anomalously high differences (more than 5000 nT min<sup>−1</sup>, Narsarsuaq (NAQ, 61.17° N, 45.43° W) and Alibag (ABG, 18.64° N, 72.87° E)). We found a clear dependence on latitude for the relationship between <inline-formula><mml:math id="M87" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> and <inline-formula><mml:math id="M88" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula>. This is because there is a linear dependence on perturbation size, as from Eq. (<xref ref-type="disp-formula" rid="Ch1.E4"/>), <inline-formula><mml:math id="M89" display="inline"><mml:mrow><mml:mi>R</mml:mi><mml:mo>-</mml:mo><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>=</mml:mo><mml:mi>R</mml:mi><mml:mo>(</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:mi>cos⁡</mml:mi><mml:mi mathvariant="italic">θ</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>, and average perturbation magnitude increases proportionally to the background horizontal field strength, becoming higher closer to the poles. Three observatories were chosen for closer investigation as case studies at a variety of latitudes, namely Chambon-la-Forêt, France (CLF, 48.03° N 2.26° E), Tamanrasset, Algeria (TAM, 22.79° N 5.53° E), and Scott Base, Antarctica (SBA, 77.83° S 166.67° E). The statistical properties of <inline-formula><mml:math id="M90" display="inline"><mml:mrow><mml:mo>|</mml:mo><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>|</mml:mo></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M91" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> for each of these observatories are displayed in Table <xref ref-type="table" rid="T1"/>. The largest differences between the methods occur during storm times, which are more common during solar maxima. This includes a maximum difference of 707 nT min<sup>−1</sup> for SBA on 29 October 2003.</p>

<table-wrap id="T1" specific-use="star"><label>Table 1</label><caption><p id="d2e1723">Statistics of three stations at different latitudes, with data available from 1998–2020. PCC is the Pearson Correlation Coefficient between <inline-formula><mml:math id="M93" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> and <inline-formula><mml:math id="M94" display="inline"><mml:mrow><mml:mo>|</mml:mo><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>|</mml:mo></mml:mrow></mml:math></inline-formula> over the full period from 1998–2020, and is shown with the mean values of <inline-formula><mml:math id="M95" display="inline"><mml:mrow><mml:mo>|</mml:mo><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>|</mml:mo></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M96" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> over the same period.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="7">
     <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="right"/>
     <oasis:colspec colnum="5" colname="col5" align="left"/>
     <oasis:colspec colnum="6" colname="col6" align="left"/>
     <oasis:colspec colnum="7" colname="col7" align="right"/>
     <oasis:thead>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Observatory</oasis:entry>
         <oasis:entry colname="col2">Max difference between <inline-formula><mml:math id="M97" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula>, <inline-formula><mml:math id="M98" display="inline"><mml:mrow><mml:mo>|</mml:mo><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>|</mml:mo></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3">Date of max difference</oasis:entry>
         <oasis:entry colname="col4">PCC</oasis:entry>
         <oasis:entry colname="col5">Mean <inline-formula><mml:math id="M99" display="inline"><mml:mrow><mml:mo>|</mml:mo><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>|</mml:mo></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col6">Mean <inline-formula><mml:math id="M100" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col7">Mean <inline-formula><mml:math id="M101" display="inline"><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mi>R</mml:mi><mml:mrow><mml:mo>|</mml:mo><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>|</mml:mo></mml:mrow></mml:mfrac></mml:mstyle></mml:math></inline-formula></oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">TAM</oasis:entry>
         <oasis:entry colname="col2">29 nT min<sup>−1</sup></oasis:entry>
         <oasis:entry colname="col3">5:37 UTC, 31/10/2003</oasis:entry>
         <oasis:entry colname="col4">0.93</oasis:entry>
         <oasis:entry colname="col5">0.27 nT min<sup>−1</sup></oasis:entry>
         <oasis:entry colname="col6">0.38 nT min<sup>−1</sup></oasis:entry>
         <oasis:entry colname="col7">1.42</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">CLF</oasis:entry>
         <oasis:entry colname="col2">107 nT min<sup>−1</sup></oasis:entry>
         <oasis:entry colname="col3">6:59 UTC 29/10/2003</oasis:entry>
         <oasis:entry colname="col4">0.83</oasis:entry>
         <oasis:entry colname="col5">0.37 nT min<sup>−1</sup></oasis:entry>
         <oasis:entry colname="col6">0.66 nT min<sup>−1</sup></oasis:entry>
         <oasis:entry colname="col7">1.76</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">SBA</oasis:entry>
         <oasis:entry colname="col2">707 nT min<sup>−1</sup></oasis:entry>
         <oasis:entry colname="col3">6:25 UTC, 29/10/2003</oasis:entry>
         <oasis:entry colname="col4">0.79</oasis:entry>
         <oasis:entry colname="col5">2.31 nT min<sup>−1</sup></oasis:entry>
         <oasis:entry colname="col6">4.18 nT min<sup>−1</sup></oasis:entry>
         <oasis:entry colname="col7">1.80</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>

      <fig id="F2"><label>Figure 2</label><caption><p id="d2e2056">Density plot between <inline-formula><mml:math id="M111" display="inline"><mml:mrow><mml:mo>|</mml:mo><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>|</mml:mo></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M112" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> at CLF from 1998 to 2020. The best fit line intercepts the origin, and shows the line where <inline-formula><mml:math id="M113" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> is 1.76 times larger than <inline-formula><mml:math id="M114" display="inline"><mml:mrow><mml:mo>|</mml:mo><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>|</mml:mo></mml:mrow></mml:math></inline-formula>.</p></caption>
          <graphic xlink:href="https://angeo.copernicus.org/articles/43/687/2025/angeo-43-687-2025-f02.png"/>

        </fig>

      <fig id="F3"><label>Figure 3</label><caption><p id="d2e2111">Absolute difference between <inline-formula><mml:math id="M115" display="inline"><mml:mrow><mml:mo>|</mml:mo><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>|</mml:mo></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M116" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> for each minute at CLF from 1998–2020 (green) and the mean monthly sunspot number as an indicator of solar activity (pink).</p></caption>
          <graphic xlink:href="https://angeo.copernicus.org/articles/43/687/2025/angeo-43-687-2025-f03.png"/>

        </fig>

      <p id="d2e2142">We focus on CLF as a mid-latitude observatory that will have the broadest applicability for the United Kingdom and other countries at subauroral locations. A scatter plot between <inline-formula><mml:math id="M117" display="inline"><mml:mrow><mml:mo>|</mml:mo><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>|</mml:mo></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M118" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> at CLF is shown in Fig. <xref ref-type="fig" rid="F2"/>, with a Pearson Correlation Coefficient between the two quantities of 0.83. <inline-formula><mml:math id="M119" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> is always less than <inline-formula><mml:math id="M120" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula>, and in particular, large <inline-formula><mml:math id="M121" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> can occur frequently while <inline-formula><mml:math id="M122" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> remains low, which is consistent with Eq. (<xref ref-type="disp-formula" rid="Ch1.E4"/>). Figure <xref ref-type="fig" rid="F3"/> shows the absolute difference between <inline-formula><mml:math id="M123" display="inline"><mml:mrow><mml:mo>|</mml:mo><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>|</mml:mo></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M124" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> at CLF between 1998 and 2020 along with the sunspot number over the same period. Solar maxima correspond to the highest difference between the methodologies, while solar minima (i.e. 2007–2011) consistently are contemporaneous with low values (less than 20 nT min<sup>−1</sup>).  In the following sections, we compare the two methods with available GIC data and we model the difference between the two quantities <inline-formula><mml:math id="M126" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> and <inline-formula><mml:math id="M127" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> for a given perturbation depending on the declination and inclination of the magnetic field model.</p>
</sec>
<sec id="Ch1.S3.SS2">
  <label>3.2</label><title>Comparison with GIC data</title>
      <p id="d2e2271"><xref ref-type="bibr" rid="bib1.bibx52" id="text.53"/> provides a small sample size of 25 space weather events recorded at Eyrewell, New Zealand (EYR, 43.47° S 172.39° E) from 2001 to 2015 and the associated GIC activity at the nearby Islington substation (43.54° S, 172.51° E). The data include the maximum value of <inline-formula><mml:math id="M128" display="inline"><mml:mrow><mml:mo>|</mml:mo><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>|</mml:mo></mml:mrow></mml:math></inline-formula> recorded at that station on a given day, and consist of all dates where that maximum value was greater than 40 nT min<sup>−1</sup> and there are available GIC data at Islington. We verified that the Pearson correlation coefficient between <inline-formula><mml:math id="M130" display="inline"><mml:mrow><mml:mo>|</mml:mo><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>|</mml:mo></mml:mrow></mml:math></inline-formula> and GIC was 0.845 and calculated <inline-formula><mml:math id="M131" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> at those times along with the associated correlation coefficient between <inline-formula><mml:math id="M132" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> and GIC activity at Islington. The full summary is available in Table <xref ref-type="table" rid="T2"/>.</p>

<table-wrap id="T2" specific-use="star"><label>Table 2</label><caption><p id="d2e2338">Comparison of <inline-formula><mml:math id="M133" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> and <inline-formula><mml:math id="M134" display="inline"><mml:mrow><mml:mo>|</mml:mo><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>|</mml:mo></mml:mrow></mml:math></inline-formula> at EYR and GIC measurements at Islington substation.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="4">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="left"/>
     <oasis:colspec colnum="3" colname="col3" align="left"/>
     <oasis:colspec colnum="4" colname="col4" align="left"/>
     <oasis:thead>
       <oasis:row>
         <oasis:entry colname="col1">Time (UT)</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M135" display="inline"><mml:mrow><mml:mo>|</mml:mo><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>|</mml:mo></mml:mrow></mml:math></inline-formula> (nT min<sup>−1</sup>)</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M137" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4">ISL M6 GIC (A)</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">
                    <xref ref-type="bibr" rid="bib1.bibx52" id="paren.54"/>
                  </oasis:entry>
         <oasis:entry colname="col3">(nT min<sup>−1</sup>)</oasis:entry>
         <oasis:entry colname="col4">
                    <xref ref-type="bibr" rid="bib1.bibx52" id="paren.55"/>
                  </oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">06/11/2001 01:52</oasis:entry>
         <oasis:entry colname="col2">190.8</oasis:entry>
         <oasis:entry colname="col3">190.9</oasis:entry>
         <oasis:entry colname="col4">33.1</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">31/10/2003 05:36</oasis:entry>
         <oasis:entry colname="col2">170.6</oasis:entry>
         <oasis:entry colname="col3">172.9</oasis:entry>
         <oasis:entry colname="col4">21.1</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">29/10/2003 06:11</oasis:entry>
         <oasis:entry colname="col2">166.2</oasis:entry>
         <oasis:entry colname="col3">166.9</oasis:entry>
         <oasis:entry colname="col4">34.1</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">18/02/2003 05:08</oasis:entry>
         <oasis:entry colname="col2">109.4</oasis:entry>
         <oasis:entry colname="col3">109.9</oasis:entry>
         <oasis:entry colname="col4">12.5</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">15/05/2005 08:17</oasis:entry>
         <oasis:entry colname="col2">97.9</oasis:entry>
         <oasis:entry colname="col3">97.9</oasis:entry>
         <oasis:entry colname="col4">15.0</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">08/11/2004 07:12</oasis:entry>
         <oasis:entry colname="col2">90.2</oasis:entry>
         <oasis:entry colname="col3">127.8</oasis:entry>
         <oasis:entry colname="col4">14.9</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">29/05/2003 22:09</oasis:entry>
         <oasis:entry colname="col2">88.7</oasis:entry>
         <oasis:entry colname="col3">89.2</oasis:entry>
         <oasis:entry colname="col4">14.3</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">02/10/2013 01:56</oasis:entry>
         <oasis:entry colname="col2">85.6</oasis:entry>
         <oasis:entry colname="col3">86.9</oasis:entry>
         <oasis:entry colname="col4">19.1</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">20/11/2003 18:36</oasis:entry>
         <oasis:entry colname="col2">78.0</oasis:entry>
         <oasis:entry colname="col3">81.2</oasis:entry>
         <oasis:entry colname="col4">12.1</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">10/11/2004 02:42</oasis:entry>
         <oasis:entry colname="col2">74.9</oasis:entry>
         <oasis:entry colname="col3">75.1</oasis:entry>
         <oasis:entry colname="col4">14.2</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">04/11/2003 06:27</oasis:entry>
         <oasis:entry colname="col2">73.9</oasis:entry>
         <oasis:entry colname="col3">74.9</oasis:entry>
         <oasis:entry colname="col4">13.0</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">17/03/2015 04:46</oasis:entry>
         <oasis:entry colname="col2">68.6</oasis:entry>
         <oasis:entry colname="col3">68.7</oasis:entry>
         <oasis:entry colname="col4">17.0</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">23/04/2002 04:49</oasis:entry>
         <oasis:entry colname="col2">66.9</oasis:entry>
         <oasis:entry colname="col3">67.4</oasis:entry>
         <oasis:entry colname="col4">11.1</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">11/09/2005 05:37</oasis:entry>
         <oasis:entry colname="col2">62.6</oasis:entry>
         <oasis:entry colname="col3">62.6</oasis:entry>
         <oasis:entry colname="col4">19.2</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">21/01/2005 23:18</oasis:entry>
         <oasis:entry colname="col2">60.3</oasis:entry>
         <oasis:entry colname="col3">60.3</oasis:entry>
         <oasis:entry colname="col4">8.0</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">26/07/2004 22:50</oasis:entry>
         <oasis:entry colname="col2">57.6</oasis:entry>
         <oasis:entry colname="col3">63.4</oasis:entry>
         <oasis:entry colname="col4">18.6</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">05/12/2004 07:47</oasis:entry>
         <oasis:entry colname="col2">56.8</oasis:entry>
         <oasis:entry colname="col3">56.8</oasis:entry>
         <oasis:entry colname="col4">8.6</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">17/03/2013 06:01</oasis:entry>
         <oasis:entry colname="col2">54.3</oasis:entry>
         <oasis:entry colname="col3">55.8</oasis:entry>
         <oasis:entry colname="col4">13.2</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">24/10/2003 15:25</oasis:entry>
         <oasis:entry colname="col2">52.5</oasis:entry>
         <oasis:entry colname="col3">55.0</oasis:entry>
         <oasis:entry colname="col4">7.3</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">22/06/2015 18:34</oasis:entry>
         <oasis:entry colname="col2">51.2</oasis:entry>
         <oasis:entry colname="col3">52.8</oasis:entry>
         <oasis:entry colname="col4">12.2</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">17/04/2002 11:07</oasis:entry>
         <oasis:entry colname="col2">47.8</oasis:entry>
         <oasis:entry colname="col3">49.0</oasis:entry>
         <oasis:entry colname="col4">6.5</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">12/09/2014 15:55</oasis:entry>
         <oasis:entry colname="col2">43.3</oasis:entry>
         <oasis:entry colname="col3">47.2</oasis:entry>
         <oasis:entry colname="col4">9.8</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">09/05/2003 07:43</oasis:entry>
         <oasis:entry colname="col2">42.7</oasis:entry>
         <oasis:entry colname="col3">42.7</oasis:entry>
         <oasis:entry colname="col4">4.6</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">18/03/2002 13:23</oasis:entry>
         <oasis:entry colname="col2">41.6</oasis:entry>
         <oasis:entry colname="col3">41.8</oasis:entry>
         <oasis:entry colname="col4">5.9</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">26/09/2011 19:38</oasis:entry>
         <oasis:entry colname="col2">40.6</oasis:entry>
         <oasis:entry colname="col3">40.6</oasis:entry>
         <oasis:entry colname="col4">8.7</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Pearson Correlation Coefficient</oasis:entry>
         <oasis:entry colname="col2">0.845</oasis:entry>
         <oasis:entry colname="col3">0.830</oasis:entry>
         <oasis:entry colname="col4"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><inline-formula><mml:math id="M139" display="inline"><mml:mrow><mml:msup><mml:mi>r</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2">0.713</oasis:entry>
         <oasis:entry colname="col3">0.689</oasis:entry>
         <oasis:entry colname="col4"/>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>

      <p id="d2e2877">We find that the correlation for this sample slightly favours <inline-formula><mml:math id="M140" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> as a GIC activity indicator, as the correlation coefficient for <inline-formula><mml:math id="M141" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> was 0.830. We found a high correlation between the two quantities <inline-formula><mml:math id="M142" display="inline"><mml:mrow><mml:mo>|</mml:mo><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>|</mml:mo></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M143" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> with only one data point where the two differ significantly, for the 8 November 2004 event. This event consisted of a decrease in <inline-formula><mml:math id="M144" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">N</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> during an increase in <inline-formula><mml:math id="M145" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">E</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, leading to a higher value of <inline-formula><mml:math id="M146" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> relative to <inline-formula><mml:math id="M147" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula>.</p>
</sec>
<sec id="Ch1.S3.SS3">
  <label>3.3</label><title>Modeled difference between between <inline-formula><mml:math id="M148" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> and <inline-formula><mml:math id="M149" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula></title>
      <p id="d2e2987">To demonstrate the difference between the two methods, for estimating the rate of magnetic field change we construct a model which estimates both <inline-formula><mml:math id="M150" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M151" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> using a background magnetic field model. At a chosen epoch, we calculate <inline-formula><mml:math id="M152" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">N</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M153" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">E</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> from the CHAOS-7 magnetic field model <xref ref-type="bibr" rid="bib1.bibx21" id="paren.56"/>. We then add a spatially-constant perturbation of the geomagnetic field in the northward and eastward directions <inline-formula><mml:math id="M154" display="inline"><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">N</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mfrac></mml:mstyle></mml:math></inline-formula> and <inline-formula><mml:math id="M155" display="inline"><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">E</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mfrac></mml:mstyle></mml:math></inline-formula> and use equations (<xref ref-type="disp-formula" rid="Ch1.E2"/>) and (<xref ref-type="disp-formula" rid="Ch1.E3"/>) to calculate <inline-formula><mml:math id="M156" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M157" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> on a 1°<inline-formula><mml:math id="M158" display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula>1°  resolution grid over all latitudes and longitudes. As <inline-formula><mml:math id="M159" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> does not depend on <inline-formula><mml:math id="M160" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">N</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M161" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">E</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, but only on their time derivatives, <inline-formula><mml:math id="M162" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> is the same everywhere; however, <inline-formula><mml:math id="M163" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> displays significant variability.</p>

      <fig id="F4" specific-use="star"><label>Figure 4</label><caption><p id="d2e3153">The predicted value of <inline-formula><mml:math id="M164" display="inline"><mml:mrow><mml:mo>|</mml:mo><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>|</mml:mo></mml:mrow></mml:math></inline-formula> for a perturbation of 1 nT min<sup>−1</sup> in an eastward direction using the CHAOS-7 magnetic field model <xref ref-type="bibr" rid="bib1.bibx21" id="paren.57"/> on 1 July 2013 at 00:00 UTC. The white line shows the agonic line and the red lines mark <inline-formula><mml:math id="M166" display="inline"><mml:mrow><mml:mo>±</mml:mo><mml:mn mathvariant="normal">90</mml:mn></mml:mrow></mml:math></inline-formula>° isogonic lines. The yellow star marks the observatory at Chambon-la-Forêt (CLF), France.</p></caption>
          <graphic xlink:href="https://angeo.copernicus.org/articles/43/687/2025/angeo-43-687-2025-f04.png"/>

        </fig>

      <p id="d2e3202">Figure <xref ref-type="fig" rid="F4"/> shows the result of applying a perturbation of 1 nT min<sup>−1</sup> in an eastward direction on 1 July 2013 at 00:00 UTC, with no perturbation in the northward direction. Hence, <inline-formula><mml:math id="M168" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> is 1 nT min<sup>−1</sup> at every location. In this scenario, as the perturbation is eastwards, a strong northward magnetic field will experience the perturbation as a rotation rather than a change in magnitude, and the eastward contribution to <inline-formula><mml:math id="M170" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> will be vanishingly small as in Eq. (<xref ref-type="disp-formula" rid="Ch1.E2"/>). As a result, close to the agonic line (where declination is equal to zero, so that the northward magnetic field component dominates), <inline-formula><mml:math id="M171" display="inline"><mml:mrow><mml:mo>|</mml:mo><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>|</mml:mo></mml:mrow></mml:math></inline-formula> is significantly smaller than <inline-formula><mml:math id="M172" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> (coloured dark blue). Conversely, close to the <inline-formula><mml:math id="M173" display="inline"><mml:mrow><mml:mo>±</mml:mo><mml:mn mathvariant="normal">90</mml:mn></mml:mrow></mml:math></inline-formula>° isogonic lines (where declination is <inline-formula><mml:math id="M174" display="inline"><mml:mrow><mml:mo>±</mml:mo><mml:mn mathvariant="normal">90</mml:mn></mml:mrow></mml:math></inline-formula>°), <inline-formula><mml:math id="M175" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M176" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> become almost equal (coloured yellow). Figure <xref ref-type="fig" rid="F4"/> shows that there can be a significant difference between <inline-formula><mml:math id="M177" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M178" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula>, even for the same geomagnetic perturbation, which can result in significant differences between the predicted GIC activity levels, because of the varying angle between <inline-formula><mml:math id="M179" display="inline"><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi>B</mml:mi><mml:mo stretchy="false" mathvariant="normal">^</mml:mo></mml:mover><mml:mi mathvariant="normal">H</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M180" display="inline"><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">H</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mfrac></mml:mstyle></mml:math></inline-formula>.</p>
</sec>
</sec>
<sec id="Ch1.S4">
  <label>4</label><title>Discussion</title>
<sec id="Ch1.S4.SS1">
  <label>4.1</label><title>Significance of method choice on modelled peak GIC activity</title>
      <p id="d2e3383">As observed in the previous section, the largest difference between the methodologies at SBA in the time period measured was 707 nT min<sup>−1</sup>, and this difference is typical of high latitude stations. At CLF, the maximum difference was 107 nT min<sup>−1</sup>. The effect of such large differences in the rate of change of B<sub>H</sub> could be significant for modelling the induced geoelectric current depending on subsurface conductivity. For example, <xref ref-type="bibr" rid="bib1.bibx27" id="text.58"/> inferred an induced geoelectric field in South Island of New Zealand of around 1.5 V km<sup>−1</sup> with a perturbation of 100 nT over an inducing period of 30 s. This has the implication that a significantly larger geoelectric field could be predicted when using <inline-formula><mml:math id="M185" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> compared to <inline-formula><mml:math id="M186" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula>, having direct implications on GIC risk. The greatest difference between <inline-formula><mml:math id="M187" display="inline"><mml:mrow><mml:mo>|</mml:mo><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>|</mml:mo></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M188" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> took place during the 2003 Halloween  storms of 29–30 and 30–31 October 2003 <xref ref-type="bibr" rid="bib1.bibx60" id="paren.59"/> for 17 of the total 52 stations we studied, and 47 of the 52 stations record the greatest difference between the methods when the <inline-formula><mml:math id="M189" display="inline"><mml:mrow><mml:msub><mml:mi>K</mml:mi><mml:mi>p</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> index <xref ref-type="bibr" rid="bib1.bibx40" id="paren.60"/> is greater than 5. Hence the difference between the methods is largest during storm times, which is when the accuracy of a GIC proxy is the most critical, and indeed <xref ref-type="bibr" rid="bib1.bibx60" id="text.61"/> found that the largest GICs in the Mäntsälä gas pipeline from 1999 to 2019 were induced during the Halloween storms. This would therefore imply that studies into extreme geomagnetic activity <xref ref-type="bibr" rid="bib1.bibx59" id="paren.62"><named-content content-type="pre">e.g.</named-content></xref> may give different results depending on the methodology chosen. Of the five stations that demonstrate the greatest difference when <inline-formula><mml:math id="M190" display="inline"><mml:mrow><mml:msub><mml:mi>K</mml:mi><mml:mi>p</mml:mi></mml:msub><mml:mo>≤</mml:mo><mml:mn mathvariant="normal">5</mml:mn></mml:mrow></mml:math></inline-formula>, four record the greatest difference at midnight UTC possibly due to artifacts in the observatory time series, and the remaining station is Budkov, Czech Republic (BDV, 49.08° N, 14.02° E), recording the highest difference during a disturbance at 12:09 UTC on 1 March 2016. Differences in the two methods are compounded by rapid changes in the declination at storm times  <xref ref-type="bibr" rid="bib1.bibx49" id="paren.63"/>, which contribute to <inline-formula><mml:math id="M191" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> but not <inline-formula><mml:math id="M192" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula>.</p>
      <p id="d2e3538">We find that the publicly available data are not sufficient to come to a strong conclusion from direct comparison with GIC data, with only 25 data points. As GIC activity is heavily reliant on local conductivity structure and conductive network topology <xref ref-type="bibr" rid="bib1.bibx26" id="paren.64"/>, we would also hesitate to come to a universal conclusion based on results for a single location and context. We would require a larger study with a sufficient location range within the dataset to make robust conclusions. </p>
      <p id="d2e3545">Most changes in the auroral electrojet induce northward geomagnetic disturbances <xref ref-type="bibr" rid="bib1.bibx44" id="paren.65"/>, whereas sudden storm commencements are likely to also produce significant eastward geomagnetic disturbances <xref ref-type="bibr" rid="bib1.bibx56" id="paren.66"/>.The ring current contributes to region 2 field aligned currents <xref ref-type="bibr" rid="bib1.bibx22" id="paren.67"/>, and eastward geomagnetic disturbances have been shown to occur on the dawn side of the worldwide current system at the boundary between the region 1 and region 2 field aligned currents <xref ref-type="bibr" rid="bib1.bibx9" id="paren.68"/>, suggesting a possible link between the ring current and eastward disturbances at auroral and subauroral latitudes. The equatorial electrojet can induce geomagnetic perturbations in both the northward and eastward directions <xref ref-type="bibr" rid="bib1.bibx33" id="paren.69"/>. These results suggest that <inline-formula><mml:math id="M193" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M194" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> may vary in their effectiveness as a GIC indicator depending on the regime within the nearby ionospheric current system, as an eastward geomagnetic disturbance is likely to produce a larger contribution to <inline-formula><mml:math id="M195" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> compared to <inline-formula><mml:math id="M196" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula>.</p>
</sec>
<sec id="Ch1.S4.SS2">
  <label>4.2</label><title>Resolution of observatory data and differences between methods close to the agonic line</title>
      <p id="d2e3608">The resolution of magnetic field data in the northward and eastward directions at any INTERMAGNET observatory is 0.1 nT using a vector magnetometer <xref ref-type="bibr" rid="bib1.bibx10" id="paren.70"/>. This is sufficient for measurements of geomagnetic field perturbation during storm times, where the perturbations are orders of magnitude larger than the resolution. This resolution also does not have a significant impact on the efficacy of  either <inline-formula><mml:math id="M197" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> or <inline-formula><mml:math id="M198" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> as indicators of important GICs which would require mitigation or pose a threat to power networks. However, we find that a 0.1 nT measurement resolution in combination with the difference between the methods described in the previous section leads to times where <inline-formula><mml:math id="M199" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> is many orders of magnitude larger than <inline-formula><mml:math id="M200" display="inline"><mml:mrow><mml:mo>|</mml:mo><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>|</mml:mo></mml:mrow></mml:math></inline-formula>, in contrast to the typical ratio (1.4–1.8) derived in Sect. 3.1. We therefore comment on this artifact within the data and explain how this discrepancy arises.</p>
      <p id="d2e3654">During quiet times, measurement resolution is of a similar size to the average geomagnetic field perturbation at 1 min cadence. Analogue-to-digital conversion causes the data to be quantized in certain values <xref ref-type="bibr" rid="bib1.bibx7 bib1.bibx13" id="paren.71"><named-content content-type="pre">e.g.</named-content></xref>. The resolution of magnetic field data has an effect on the directional distribution of the observed geomagnetic field perturbation after analogue to digital conversion, as there are only a finite number of options for a vector measurement on a magnetometer with a certain resolution. This has an effect on the difference between <inline-formula><mml:math id="M201" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M202" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula>, as the size of <inline-formula><mml:math id="M203" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> is directly affected by the measured magnetic field direction (Eq. <xref ref-type="disp-formula" rid="Ch1.E2"/>).</p>
      <p id="d2e3693">We illustrate the effect of the resolution of a geomagnetic observation on the directional distribution of the measured vector magnetic field perturbation. We model the magnetic field as a background field <inline-formula><mml:math id="M204" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> plus some horizontal perturbation vector <inline-formula><mml:math id="M205" display="inline"><mml:mi mathvariant="bold-italic">P</mml:mi></mml:math></inline-formula>. We assume that the background field does not change with time, such that <inline-formula><mml:math id="M206" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> is arbitrary and has no effect on the perturbation. We then assume that the perturbation has a fixed magnitude and a uniformly-distributed direction. The objective is then to find the measured direction of <inline-formula><mml:math id="M207" display="inline"><mml:mi mathvariant="bold-italic">P</mml:mi></mml:math></inline-formula> following analogue-digital conversion. We define the perturbation magnitude as <inline-formula><mml:math id="M208" display="inline"><mml:mi>P</mml:mi></mml:math></inline-formula> and the resolution as <inline-formula><mml:math id="M209" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>B</mml:mi></mml:mrow></mml:math></inline-formula>.</p>
      <p id="d2e3750">We provide an example, with <inline-formula><mml:math id="M210" display="inline"><mml:mrow><mml:mi>P</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M211" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>B</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:math></inline-formula> in both the north and east directions. In this case, two perturbations at declinations of <inline-formula><mml:math id="M212" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>10 and 12° from geographic north will produce measured perturbations with northward components of <inline-formula><mml:math id="M213" display="inline"><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi>cos⁡</mml:mi><mml:mo>(</mml:mo><mml:mn mathvariant="normal">10</mml:mn><mml:mi mathvariant="italic">°</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M214" display="inline"><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi>cos⁡</mml:mi><mml:mo>(</mml:mo><mml:mn mathvariant="normal">12</mml:mn><mml:mi mathvariant="italic">°</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>, with both perturbations producing a measurement of (2,0) in the (north, east) directions after analogue-digital conversion. An angle of 20°, however, will produce a perturbation of <inline-formula><mml:math id="M215" display="inline"><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi>cos⁡</mml:mi><mml:mo>(</mml:mo><mml:mn mathvariant="normal">20</mml:mn><mml:mi mathvariant="italic">°</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M216" display="inline"><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi>sin⁡</mml:mi><mml:mo>(</mml:mo><mml:mn mathvariant="normal">20</mml:mn><mml:mi mathvariant="italic">°</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> in the northward and eastward directions, with the digital measurements being rounded to (2,1). This produces a measured perturbation at an angle of 26.6° and a magnitude of <inline-formula><mml:math id="M217" display="inline"><mml:msqrt><mml:mn mathvariant="normal">5</mml:mn></mml:msqrt></mml:math></inline-formula>. Perturbation magnitudes can also change significantly during analogue to digital conversion, as illustrated in this example.</p>

      <fig id="F5" specific-use="star"><label>Figure 5</label><caption><p id="d2e3870">Effect of digitisation. Polar plot of perturbation of the analogue <bold>(a)</bold> and digitised <bold>(b)</bold> magnetic field when the resolution of the recording equipment is 0.1 nT and the original magnetic field perturbation distribution follows a 2D multivariate (bivariate) normal distribution with the covariance matrix 0.146 <inline-formula><mml:math id="M218" display="inline"><mml:mi mathvariant="bold">I</mml:mi></mml:math></inline-formula>, where <inline-formula><mml:math id="M219" display="inline"><mml:mi mathvariant="bold">I</mml:mi></mml:math></inline-formula> is the identity matrix. This is the covariance matrix for a uniform directional normal distribution with a median of 0.45 nT min<sup>−1</sup> (the median magnitude of geomagnetic field perturbation at CLF). The radial axis displays the probability of a certain perturbation being within a given angular bin.</p></caption>
          <graphic xlink:href="https://angeo.copernicus.org/articles/43/687/2025/angeo-43-687-2025-f05.png"/>

        </fig>

      <p id="d2e3911">In Fig. <xref ref-type="fig" rid="F5"/>, we model perturbations as normally distributed around zero in the northward and eastward directions to produce an illustration of the effect of analogue-digital conversion with as few assumptions as possible. Such a normal distribution is uniform about the mean and has rotational symmetry, which means that there is a uniform directional distribution of perturbation probabilities. This distribution is naïve, as the directional distribution of perturbations are not typically uniform, and the normal distribution will not be representative, especially in active times. However, the distribution allows us to illustrate the effect of digitisation in a controlled fashion.</p>
      <p id="d2e3916">We take the median perturbation magnitude as 0.45 nT min<sup>−1</sup>, which was the value found for CLF. This was then used to find the corresponding covariance matrix for a bivariate normal distribution with rotational symmetry, which is the identity matrix multiplied by a factor of <inline-formula><mml:math id="M222" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="italic">σ</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula>. This was found using the Chi-squared distribution with two degrees of freedom (i.e. the Rayleigh distribution), for which the median <inline-formula><mml:math id="M223" display="inline"><mml:mrow><mml:mi>m</mml:mi><mml:mo>=</mml:mo><mml:mi mathvariant="italic">σ</mml:mi><mml:msqrt><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi>ln⁡</mml:mi><mml:mo>(</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mo>)</mml:mo></mml:mrow></mml:msqrt></mml:mrow></mml:math></inline-formula>, rearranging to give <inline-formula><mml:math id="M224" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="italic">σ</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.146</mml:mn></mml:mrow></mml:math></inline-formula> (nT min<sup>−1</sup>)<sup>2</sup>. We note that San Juan, Puerto Rico (SJG, 18.11° N, 66.15° W) had the lowest median perturbation of any station from 1998–2020 at 0.2 nT min<sup>−1</sup>, producing a potentially even more significant effect in analogue to digital conversion. We then find the measured direction after analogue-digital conversion. In Fig. <xref ref-type="fig" rid="F5"/> we plot the probability of a given perturbation falling within each of 64 bins. The plot shows a significant change in the directional distribution favoring directions that are along the axes of measurement (either directly northward or eastward) due to the points (0,1), (0,2) and others. There is also an increase in frequency at 45° due to the point (1,1). The angular width of each bin is 5.625°. We would expect this quantization to also affect vertical magnetic field perturbations as well.</p>
      <p id="d2e4017">The 0.1 nT resolution of the data  changes the directional distribution of digitised magnetic field perturbations compared to those that actually occurred when the resolution is similar to the median magnitude of the geomagnetic perturbation at a given observatory. Perturbations recorded directly in the eastward (for example) directions occur regularly (Fig. <xref ref-type="fig" rid="F5"/>), leading to the recorded magnetic field perturbation in the northward direction during quiet time being measured as 0 nT min<sup>−1</sup>. Close to the agonic line, a perturbation in the eastward direction will have a vanishingly small contribution to <inline-formula><mml:math id="M229" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> because the overall magnetic field vector is perpendicular to the magnetic field perturbation (as in Eq. <xref ref-type="disp-formula" rid="Ch1.E2"/>). This is also true for northward perturbations close to the <inline-formula><mml:math id="M230" display="inline"><mml:mrow><mml:mo>±</mml:mo><mml:mn mathvariant="normal">90</mml:mn></mml:mrow></mml:math></inline-formula>° isogonic lines. An eastwards perturbation close to the agonic line leads to a value of <inline-formula><mml:math id="M231" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> which is orders of magnitude smaller than <inline-formula><mml:math id="M232" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula>, demonstrated in Fig. <xref ref-type="fig" rid="F4"/> with a modeled eastward magnetic field of 1 nT min<sup>−1</sup>. As a result, stations near the agonic line may repeatedly have measurements with <inline-formula><mml:math id="M234" display="inline"><mml:mrow><mml:mi>R</mml:mi><mml:mo>≫</mml:mo><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula>. The agonic line passed through CLF around mid-2013 giving an opportunity to investigate the effect. The times when the recorded perturbation is directly eastward are highlighted by large values of the ratio <inline-formula><mml:math id="M235" display="inline"><mml:mi>Q</mml:mi></mml:math></inline-formula> between <inline-formula><mml:math id="M236" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> and <inline-formula><mml:math id="M237" display="inline"><mml:mrow><mml:mo>|</mml:mo><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>|</mml:mo></mml:mrow></mml:math></inline-formula>.</p>

      <fig id="F6"><label>Figure 6</label><caption><p id="d2e4137">The one-week rolling average (10,080 minutes) of the ratio <inline-formula><mml:math id="M238" display="inline"><mml:mi>Q</mml:mi></mml:math></inline-formula> for CLF 1998–2020 (green) alongside the one-week rolling averages of <inline-formula><mml:math id="M239" display="inline"><mml:mrow><mml:mo>|</mml:mo><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>|</mml:mo></mml:mrow></mml:math></inline-formula> (pink) and <inline-formula><mml:math id="M240" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> (blue). The approximate date the agonic line passed through CLF is in orange (July 2013).</p></caption>
          <graphic xlink:href="https://angeo.copernicus.org/articles/43/687/2025/angeo-43-687-2025-f06.png"/>

        </fig>

      <p id="d2e4176"><inline-formula><mml:math id="M241" display="inline"><mml:mi>Q</mml:mi></mml:math></inline-formula> was calculated for each measurement (one per minute), and its rolling average was taken over one week (i.e., 10 080 points at 1 min cadence) for the full dataset. This allows us to focus on long-term variation. Following from Eq. (<xref ref-type="disp-formula" rid="Ch1.E4"/>), <inline-formula><mml:math id="M242" display="inline"><mml:mrow><mml:mi>Q</mml:mi><mml:mo>=</mml:mo><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mn mathvariant="normal">1</mml:mn><mml:mrow><mml:mo>|</mml:mo><mml:mi>cos⁡</mml:mi><mml:mo>(</mml:mo><mml:mi mathvariant="italic">θ</mml:mi><mml:mo>)</mml:mo><mml:mo>|</mml:mo></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:math></inline-formula> for the case where <inline-formula><mml:math id="M243" display="inline"><mml:mrow><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">H</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>≪</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">H</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, such that the rolling average <inline-formula><mml:math id="M244" display="inline"><mml:mrow><mml:msub><mml:mi>Q</mml:mi><mml:mi mathvariant="normal">RA</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> becomes:

            <disp-formula id="Ch1.Ex1"><mml:math id="M245" display="block"><mml:mrow><mml:msub><mml:mi>Q</mml:mi><mml:mi mathvariant="normal">RA</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi mathvariant="italic">τ</mml:mi><mml:mo>)</mml:mo><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>t</mml:mi><mml:mo>=</mml:mo><mml:mi mathvariant="italic">τ</mml:mi><mml:mo>-</mml:mo><mml:mi>n</mml:mi></mml:mrow><mml:mrow><mml:mi>t</mml:mi><mml:mo>=</mml:mo><mml:mi mathvariant="italic">τ</mml:mi></mml:mrow></mml:munderover><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mn mathvariant="normal">1</mml:mn><mml:mrow><mml:mo>|</mml:mo><mml:mi>cos⁡</mml:mi><mml:mo>(</mml:mo><mml:mi mathvariant="italic">θ</mml:mi><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo><mml:mo>)</mml:mo><mml:mo>|</mml:mo></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>

          where <inline-formula><mml:math id="M246" display="inline"><mml:mi>n</mml:mi></mml:math></inline-formula> is the number of minutes of data included in the rolling average. The peak in <inline-formula><mml:math id="M247" display="inline"><mml:mi>Q</mml:mi></mml:math></inline-formula> shown in Fig. <xref ref-type="fig" rid="F6"/> corresponds with <inline-formula><mml:math id="M248" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">E</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> approaching zero around the period when the agonic line moves westward <xref ref-type="bibr" rid="bib1.bibx58" id="paren.72"/> through CLF in mid- to late-2013. The value of <inline-formula><mml:math id="M249" display="inline"><mml:mrow><mml:msub><mml:mi>Q</mml:mi><mml:mi mathvariant="normal">RA</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> greatly exceeds 10 from 2008–2020 and 100 in 2013. Similar results were found at other stations close to the agonic line, including Stennis Space Center, Bay St. Louis, United States (BSL, 30.35° N, 89.64° W) and Fort Churchill, Canada (FCC, 58.76° N, 94.09° W).</p>

      <fig id="F7"><label>Figure 7</label><caption><p id="d2e4368">Modelled <inline-formula><mml:math id="M250" display="inline"><mml:mi>Q</mml:mi></mml:math></inline-formula> for an observatory with a magnetic field intensity of 40 000 nT for a range of declinations around the agonic line assuming the bivariate normal distribution of magnetic field perturbations used to produce Fig. <xref ref-type="fig" rid="F5"/>.</p></caption>
          <graphic xlink:href="https://angeo.copernicus.org/articles/43/687/2025/angeo-43-687-2025-f07.png"/>

        </fig>

      <p id="d2e4386">Using the directional distribution of magnetic field perturbations described in Fig. <xref ref-type="fig" rid="F5"/>, we can make a prediction of <inline-formula><mml:math id="M251" display="inline"><mml:mi>Q</mml:mi></mml:math></inline-formula> as a function of declination for an observatory with a similar total horizontal field intensity as CLF (40 000 nT). We use a bivariate normal distribution to simulate the magnetic field perturbation distribution, with covariance matrix <inline-formula><mml:math id="M252" display="inline"><mml:mrow><mml:mn mathvariant="normal">0.146</mml:mn><mml:mi mathvariant="bold">I</mml:mi></mml:mrow></mml:math></inline-formula> as previously noted, where <inline-formula><mml:math id="M253" display="inline"><mml:mi mathvariant="bold">I</mml:mi></mml:math></inline-formula> is the <inline-formula><mml:math id="M254" display="inline"><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mo>×</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:math></inline-formula> identity matrix. Predicted mean <inline-formula><mml:math id="M255" display="inline"><mml:mi>Q</mml:mi></mml:math></inline-formula> over the full digitised distribution for a range of declinations is shown in Fig. <xref ref-type="fig" rid="F7"/>, and illustrates that an increase in <inline-formula><mml:math id="M256" display="inline"><mml:mi>Q</mml:mi></mml:math></inline-formula>, due to the limited resolution of the file format, is expected around the agonic line, and that other smaller local maxima in <inline-formula><mml:math id="M257" display="inline"><mml:mi>Q</mml:mi></mml:math></inline-formula> also exist at other declinations. This corroborates well with Fig. <xref ref-type="fig" rid="F6"/>. The larger range of <inline-formula><mml:math id="M258" display="inline"><mml:mi>Q</mml:mi></mml:math></inline-formula> variations in Fig. <xref ref-type="fig" rid="F7"/> compared with Fig. <xref ref-type="fig" rid="F6"/> is because a bivariate normal distribution is unlikely to be an accurate model of the geomagnetic field perturbation.</p>

      <fig id="F8"><label>Figure 8</label><caption><p id="d2e4467">Magnetic field magnitudes <inline-formula><mml:math id="M259" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">E</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M260" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">N</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, their derivatives, and the ratio <inline-formula><mml:math id="M261" display="inline"><mml:mi>Q</mml:mi></mml:math></inline-formula> between <inline-formula><mml:math id="M262" display="inline"><mml:mrow><mml:mo>|</mml:mo><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>|</mml:mo></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M263" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> at CLF for 1 August 2013 between 00:00 and 01:00 UTC. Vertical lines indicate times when <inline-formula><mml:math id="M264" display="inline"><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">N</mml:mi></mml:msub><mml:mo>/</mml:mo><mml:mi mathvariant="italic">δ</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:math></inline-formula> vanishes.</p></caption>
          <graphic xlink:href="https://angeo.copernicus.org/articles/43/687/2025/angeo-43-687-2025-f08.png"/>

        </fig>

      <p id="d2e4547">The dominant contributions to large values of <inline-formula><mml:math id="M265" display="inline"><mml:mi>Q</mml:mi></mml:math></inline-formula> when the declination is small are measurements where <inline-formula><mml:math id="M266" display="inline"><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">N</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mfrac></mml:mstyle></mml:math></inline-formula> vanishes (at the recorded resolution of the observations) and when <inline-formula><mml:math id="M267" display="inline"><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">E</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mfrac></mml:mstyle></mml:math></inline-formula> is nonzero. An example of this behaviour is shown in Fig. <xref ref-type="fig" rid="F8"/>, which is consistent with the hypothesis that high values of <inline-formula><mml:math id="M268" display="inline"><mml:mi>Q</mml:mi></mml:math></inline-formula> result from fixed resolution in the file format and proximity to the agonic line. Measurements with the greatest value of <inline-formula><mml:math id="M269" display="inline"><mml:mi>Q</mml:mi></mml:math></inline-formula> most commonly coincide with <inline-formula><mml:math id="M270" display="inline"><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">E</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mfrac></mml:mstyle></mml:math></inline-formula> also being small (but nonzero), due to smaller perturbations being both more frequent and more influenced by the measurement resolution. Consequently, these intervals do not have a significant contribution to the average absolute difference between <inline-formula><mml:math id="M271" display="inline"><mml:mrow><mml:mo>|</mml:mo><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>|</mml:mo></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M272" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula>. Again, this is the case for other observatories we investigated close to the agonic line.</p>
      <p id="d2e4657">To indicate the potential benefits of improving measurement resolution, we calculated the mean deviation between the observed and digitised declination of the magnetic field perturbation as a function of analogue to digital resolution for the bivariate normal distribution with again a covariance matrix of <inline-formula><mml:math id="M273" display="inline"><mml:mrow><mml:mn mathvariant="normal">0.146</mml:mn><mml:mi mathvariant="bold">I</mml:mi></mml:mrow></mml:math></inline-formula> as used previously. We found that a resolution of 0.1 nT (shown in Fig. <xref ref-type="fig" rid="F5"/>) leads to a mean deviation in the measurement of declination of 4.12°. These mean deviations would be reduced to 0.45 and 0.01° for resolutions of 0.01 and 0.001 nT respectively, both of which would greatly improve the representation of the observed magnetic field data and reduce the difference between <inline-formula><mml:math id="M274" display="inline"><mml:mrow><mml:mo>|</mml:mo><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>|</mml:mo></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M275" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> near the agonic line during geomagnetically quiet times.</p>
      <p id="d2e4694">This investigation implies that the current resolution is having an observable impact on the recorded directional distribution of geomagnetic field perturbations during quiet times, and there are a significant number of instances where no geomagnetic perturbation is recorded in either the northward or eastward directions. We recommend improving the resolution of measurements of the geomagnetic field to 0.01nT to mitigate this artifact. This is feasible with current fluxgate magnetometer systems able to reach a precision of around 10 pT <xref ref-type="bibr" rid="bib1.bibx5" id="paren.73"/>.</p>
</sec>
<sec id="Ch1.S4.SS3">
  <label>4.3</label><title>Removal of baseline geomagnetic field</title>
      <p id="d2e4709">The baseline-subtracted horizontal variation field vector <inline-formula><mml:math id="M276" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">H</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is a quantity occasionally used to isolate the externally-driven magnetic field and therefore highlight rapid changes, for example in machine learning research <xref ref-type="bibr" rid="bib1.bibx38" id="paren.74"><named-content content-type="pre">e.g.</named-content></xref>. In these studies, the quiet time background magnetic field is removed so that a regression model can predict solely the externally driven part of the measured variation, simplifying the relationship between inputs (i.e. solar wind parameters) and outputs (i.e. rapid variation in ground level magnetic field) to produce a more explainable and more easily trained statistical model. It might be expected that removing the baseline magnetic field before calculating <inline-formula><mml:math id="M277" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> has the potential to remove the effect of the relative magnitudes of different magnetic field directions in Eq. (<xref ref-type="disp-formula" rid="Ch1.E3"/>). However, we find that subtraction of the baseline geomagnetic field does not qualitatively change the difference between <inline-formula><mml:math id="M278" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> and <inline-formula><mml:math id="M279" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula>.</p>
      <p id="d2e4762">Baseline field subtraction does not change the value of <inline-formula><mml:math id="M280" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> because it does not depend on the background field. For <inline-formula><mml:math id="M281" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> however, the situation is different, and in fact the removal of the baseline can occur either before or after <inline-formula><mml:math id="M282" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">H</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is calculated from <inline-formula><mml:math id="M283" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">E</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M284" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">N</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> with different effects in each case. Removal of the baseline magnetic field  after <inline-formula><mml:math id="M285" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> has been calculated introduces an additional term to Eq. (<xref ref-type="disp-formula" rid="Ch1.E2"/>) for the rate of change of the magnetic field model. However, this term is vanishingly small compared to the rate of change of the observations, leading to an equation that follows Eq. (<xref ref-type="disp-formula" rid="Ch1.E2"/>). This method therefore does not eliminate the difference between <inline-formula><mml:math id="M286" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M287" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula>. Alternatively, the baseline magnetic field can be removed before combining <inline-formula><mml:math id="M288" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">E</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M289" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">N</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> to produce <inline-formula><mml:math id="M290" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">H</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, producing the scalar magnitude of the baseline-subtracted horizontal variation field vector <inline-formula><mml:math id="M291" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">H</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>. Following the subtraction of the previous quantity <inline-formula><mml:math id="M292" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">H</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>-</mml:mo><mml:mi mathvariant="italic">δ</mml:mi><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> from this quantity to estimate <inline-formula><mml:math id="M293" display="inline"><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:mo>(</mml:mo><mml:mi mathvariant="normal">Δ</mml:mi><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">H</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mfrac></mml:mstyle></mml:math></inline-formula>, the relative contribution of the horizontal magnetic field perturbation in a given direction is now proportional to the magnitude of the baseline subtracted magnetic field vector <inline-formula><mml:math id="M294" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">H</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> in that direction since

            <disp-formula id="Ch1.E5" content-type="numbered"><label>5</label><mml:math id="M295" display="block"><mml:mtable class="split" rowspacing="0.2ex" displaystyle="true" columnalign="right left"><mml:mtr><mml:mtd><mml:mrow><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:mfenced close=")" open="("><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">H</mml:mi></mml:msub></mml:mrow></mml:mfenced></mml:mrow><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mn mathvariant="normal">1</mml:mn><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">H</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>⋅</mml:mo><mml:mfenced open="(" close=")"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">N</mml:mi></mml:msub><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:mfenced close=")" open="("><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">N</mml:mi></mml:msub></mml:mrow></mml:mfenced></mml:mrow><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>+</mml:mo><mml:mi mathvariant="normal">Δ</mml:mi><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">E</mml:mi></mml:msub><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:mfenced open="(" close=")"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">E</mml:mi></mml:msub></mml:mrow></mml:mfenced></mml:mrow><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:mfenced></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd/><mml:mtd><mml:mrow><mml:mo>=</mml:mo><mml:mi mathvariant="normal">Δ</mml:mi><mml:msub><mml:mover accent="true"><mml:mi>B</mml:mi><mml:mo mathvariant="normal" stretchy="false">^</mml:mo></mml:mover><mml:mi mathvariant="normal">H</mml:mi></mml:msub><mml:mo>⋅</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mi mathvariant="italic">δ</mml:mi><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mfenced close=")" open="("><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">H</mml:mi></mml:msub></mml:mrow></mml:mfenced></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula>

          where <inline-formula><mml:math id="M296" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">N</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M297" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">E</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> are the northward and eastward components respectively of <inline-formula><mml:math id="M298" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">H</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>. As <inline-formula><mml:math id="M299" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">H</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> does not have a symmetric directional distribution and has a significantly different distribution from any rapid geomagnetic field perturbation depending on location <xref ref-type="bibr" rid="bib1.bibx68" id="paren.75"/>, removal of the baseline magnetic field does not remove the difference between <inline-formula><mml:math id="M300" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M301" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula>. A large geomagnetic perturbation nearly perpendicular to <inline-formula><mml:math id="M302" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">H</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> will still cause relatively little change in the overall magnitude of <inline-formula><mml:math id="M303" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">H</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, and will therefore lead to a large discrepancy between <inline-formula><mml:math id="M304" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M305" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula>. This means that a machine learning model that uses a baseline subtracted magnetic field variation vector as the target for its training and testing, for example as its GIC indicator, will still give different results depending on which of the two different methods was used to calculate the horizontal magnetic field perturbation.</p>
</sec>
</sec>
<sec id="Ch1.S5" sec-type="conclusions">
  <label>5</label><title>Conclusions</title>
      <p id="d2e5228">There are two common methods,  denoted <inline-formula><mml:math id="M306" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> and  <inline-formula><mml:math id="M307" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula>, for computing the rate of change of the horizontal magnetic field. <inline-formula><mml:math id="M308" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> is calculated by subtracting successive scalar magnitudes of <inline-formula><mml:math id="M309" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">H</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, while <inline-formula><mml:math id="M310" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> is calculated from the difference between two successive vector measurements of <inline-formula><mml:math id="M311" display="inline"><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mi mathvariant="normal">H</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>. We show that significant relative and absolute differences can arise between them, particularly during storm times. As a result, calculations of ground level magnetic field perturbations should consider this factor carefully if they are intended as indicators of GIC activity.</p>
      <p id="d2e5290">We also investigated the relative ratio of <inline-formula><mml:math id="M312" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M313" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> for observatories close to the agonic line. We find that the fixed format of minute mean data to one decimal place can significantly affect the directional distribution of recorded magnetic field perturbations, and has an effect on the computation of <inline-formula><mml:math id="M314" display="inline"><mml:mrow><mml:msup><mml:mi>H</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula>, though this effect is not significant during storm times when GIC activity indicators are the most critical. We recommend improving the resolution of recorded magnetic field data to 0.01nT or better, which will facilitate studies into the directional distribution of magnetic field perturbation.</p>
</sec>

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

      <p id="d2e5326">INTERMAGNET data are accessible at <uri>https://intermagnet.org/data_download.html</uri> (last access: 21 August 2025​​​​​​​), containing all data used for the analyses within this manuscript.</p>
  </notes><notes notes-type="authorcontribution"><title>Author contributions</title>

      <p id="d2e5339">SAF conceptualized the study, made the present analyses and wrote the manuscript with the contribution of the other authors.  PL, CB, KW and GR contributed directly to the writing of the manuscript through reviews and edits, were responsible for the structure and style of the manuscript, and assisted with the submission process. PL contributed to the interpretation of the results, contributed to the structure and message of the paper, and identified the reason for the difference between the two methodologies close to the agonic line. KW supervised the study along with GR, CB and PL.</p>
  </notes><notes notes-type="competinginterests"><title>Competing interests</title>

      <p id="d2e5345">The contact author has declared that none of the authors has any competing interests.</p>
  </notes><notes notes-type="disclaimer"><title>Disclaimer</title>

      <p id="d2e5351">Publisher’s note: Copernicus Publications remains neutral with regard to jurisdictional claims made in the text, published maps, institutional affiliations, or any other geographical representation in this paper. While Copernicus Publications makes every effort to include appropriate place names, the final responsibility lies with the authors. Views expressed in the text are those of the authors and do not necessarily reflect the views of the publisher.</p>
  </notes><ack><title>Acknowledgements</title><p id="d2e5358">We thank Craig Rodger and the Solar Tsunamis team at the University of Otago and their collaborators at Transpower for the GIC data used in this study. The results presented in this paper rely on data collected at magnetic observatories. We thank the national institutes that support them and INTERMAGNET for promoting high standards of magnetic observatory practice. (<uri>https://www.intermagnet.org/</uri>, last access: 21 August 2025)</p></ack><notes notes-type="financialsupport"><title>Financial support</title>

      <p id="d2e5366">This research has been supported by the Natural Environment Research Council (grant no. NE/T00939X/1), the British Geological Survey (grant no. S477), and the Met Office.</p>
  </notes><notes notes-type="reviewstatement"><title>Review statement</title>

      <p id="d2e5372">This paper was edited by Maria Usanova and reviewed by two anonymous referees.</p>
  </notes><ref-list>
    <title>References</title>

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