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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Earth Sci.</journal-id>
<journal-title>Frontiers in Earth Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Earth Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-6463</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">607049</article-id>
<article-id pub-id-type="doi">10.3389/feart.2020.607049</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Earth Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>South Atlantic Anomaly Areal Extent as a Possible Indicator of Geomagnetic Jerks in the Satellite Era</article-title>
<alt-title alt-title-type="left-running-head">Campuzano et al.</alt-title>
<alt-title alt-title-type="right-running-head">SAA-Geomagnetic Jerks Relationship</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Campuzano</surname>
<given-names>S. A.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="fn" rid="FN1">
<sup>&#x2020;</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="http://loop.frontiersin.org/people/1089129/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Pav&#xf3;n-Carrasco</surname>
<given-names>F. J.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="http://loop.frontiersin.org/people/175863/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>De Santis</surname>
<given-names>A.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="http://loop.frontiersin.org/people/176925/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Gonz&#xe1;lez-L&#xf3;pez</surname>
<given-names>A.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Qamili</surname>
<given-names>E.</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<label>
<sup>1</sup>
</label>Istituto Nazionale di Geofisica e Vulcanologia (INGV), <addr-line>Rome</addr-line>, <country>Italy</country>
</aff>
<aff id="aff2">
<label>
<sup>2</sup>
</label>Dpto. de F&#xed;sica de la Tierra y Astrof&#xed;sica, Universidad Complutense de Madrid (UCM), <addr-line>Madrid</addr-line>, <country>Spain</country>
</aff>
<aff id="aff3">
<label>
<sup>3</sup>
</label>Universit&#xe0; La Sapienza, <addr-line>Rome</addr-line>, <country>Italy</country>
</aff>
<aff id="aff4">
<label>
<sup>4</sup>
</label>Instituto de Geociencias (IGEO) CSIC, UCM, <addr-line>Madrid</addr-line>, <country>Spain</country>
</aff>
<aff id="aff5">
<label>
<sup>5</sup>
</label>Serco S.p.a, Frascati, <addr-line>Rome</addr-line>, <country>Italy</country>
</aff>
<author-notes>
<fn fn-type="present-address" id="FN1">
<label>
<sup>&#x2020;</sup>
</label>
<p>
<bold>Present address:</bold> S. A. Campuzano Instituto de Geociencias (IGEO) CSIC, UCM, Madrid, Spain</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/898792/overview">Susan Macmillan</ext-link>, The Lyell Centre, United Kingdom</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1091187/overview">Pieter Kotze</ext-link>, South African National Space Agency, South Africa</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1094479/overview">William Brown</ext-link>, The Lyell Centre, United Kingdom</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: S. A. Campuzano, <email>saioa.arquerocampuzano@ingv.it</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Geomagnetism and Paleomagnetism, a section of the journal Frontiers in Earth Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>14</day>
<month>01</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2020</year>
</pub-date>
<volume>8</volume>
<elocation-id>607049</elocation-id>
<history>
<date date-type="received">
<day>16</day>
<month>09</month>
<year>2020</year>
</date>
<date date-type="accepted">
<day>27</day>
<month>10</month>
<year>2020</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2021 Campuzano, Pav&#x00F3;n-Carrasco, De Santis, Gonz&#x00E1;lez-L&#x00F3;pez and Qamili.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Campuzano, Pav&#x00F3;n-Carrasco, De Santis, Gonz&#x00E1;lez-L&#x00F3;pez and Qamili</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>Geomagnetic jerks are sudden changes in the geomagnetic field secular variation related to changes in outer core flow patterns. Finding geophysical phenomena related to geomagnetic jerks provides a vital contribution to better understand the geomagnetic field behavior. Here, we link the geomagnetic jerks occurrence with one of the most relevant features of the geomagnetic field nowadays, the South Atlantic Anomaly (SAA), which is due to the presence of reversed flux patches (RFPs) at the Core-Mantle Boundary (CMB). Our results show that minima of acceleration of the areal extent of SAA calculated using the CHAOS-7 model (CHAOS-7.2 release) coincide with the occurrence of geomagnetic jerks for the last 2&#xa0;decades. In addition, a new pulse in the secular acceleration of the radial component of the geomagnetic field has been observed at the CMB, with a maximum in 2016.2 and a minimum in 2017.5. This fact, along with the minimum observed in 2017.8 in the acceleration of the areal extent of SAA, could point to a new geomagnetic jerk. We have also analyzed the acceleration of the areal extent of South American and African RFPs at the CMB related to the presence of the SAA at surface and have registered minima in the same periods when they are observed in the SAA at surface. This reinforces the link found and would indicate that physical processes that produce the RFPs, and in turn the SAA evolution, contribute to the core dynamics at the origin of jerks.</p>
</abstract>
<kwd-group>
<kwd>geomagnetic jerk</kwd>
<kwd>South Atlantic Anomaly</kwd>
<kwd>Core-Mantle Boundary</kwd>
<kwd>satellite era</kwd>
<kwd>geomagnetic models</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>The secular variation of the core geomagnetic field is generally characterized by smooth variations in time. However, since the end of the 1970s with the works of <xref ref-type="bibr" rid="B9">Courtillot et al. (1978)</xref> and <xref ref-type="bibr" rid="B29">Malin et al. (1983)</xref>, the geomagnetic community has been interested in the occurrence of abrupt changes, not globally simultaneous (<xref ref-type="bibr" rid="B4">Brown et al., 2013</xref>), observed in the trend of the first derivative of the field elements, mostly Y (East) component, recorded at geomagnetic observatories, called geomagnetic jerks.</p>
<p>There exist many techniques to detect geomagnetic jerks, from spectral decomposition methods such as wavelet analysis (e.g., <xref ref-type="bibr" rid="B1">Alexandrescu et al., 1996</xref>) and Slepian functions expansions (<xref ref-type="bibr" rid="B23">Kim and von Frese, 2013</xref>) to nonlinear techniques such as nonlinear forecasting approach (<xref ref-type="bibr" rid="B38">Qamili et al., 2013</xref>). However, up to date, the most used technique to find out geomagnetic jerks is that based on the direct identification of V-shape in the secular variation of one geomagnetic field component (X, Y, Z) registered in ground geomagnetic observatories, mainly in the East component (Y) because it is the least affected by external fields at midlatitudes (<xref ref-type="bibr" rid="B37">Pinheiro et al., 2011</xref>; <xref ref-type="bibr" rid="B44">Torta et al., 2015</xref>). Following this approach, <xref ref-type="bibr" rid="B37">Pinheiro et al. (2011)</xref> used annual means of the geomagnetic components X, Y, and Z coming from geomagnetic observatories distributed around the world to estimate the occurrence time of the 1969, 1978, 1991, and 1999 geomagnetic jerks. <xref ref-type="bibr" rid="B4">Brown et al. (2013)</xref> improved the methodology applied by <xref ref-type="bibr" rid="B37">Pinheiro et al. (2011)</xref> using monthly means of the three geomagnetic components in more than 100 observatories, and then histograms with periods of most frequent jerk activity from 1957 to 2008 were estimated. Later, <xref ref-type="bibr" rid="B44">Torta et al. (2015)</xref> estimated the 2007, 2011, and 2014 jerks occurrence times following an analogous procedure to that described in <xref ref-type="bibr" rid="B37">Pinheiro et al. (2011)</xref> but using only the geomagnetic component Y. They used between six and four geomagnetic observatories to estimate the occurrence times of the most recent geomagnetic jerks.</p>
<p>In the last 2&#xa0;decades, five well-defined geomagnetic jerks have been widely accepted by scientific community (see, e.g., <xref ref-type="bibr" rid="B4">Brown et al., 2013</xref>; <xref ref-type="bibr" rid="B44">Torta et al., 2015</xref>). These most recent geomagnetic jerks, reported in 1999 (<xref ref-type="bibr" rid="B31">Mandea and Macmillan, 2000</xref>), 2003 (<xref ref-type="bibr" rid="B33">Olsen and Mandea, 2008</xref>), 2007 (<xref ref-type="bibr" rid="B34">Olsen et al., 2009</xref>; <xref ref-type="bibr" rid="B7">Chulliat et al., 2010</xref>), 2011 (<xref ref-type="bibr" rid="B8">Chulliat and Maus, 2014</xref>), and 2014 (<xref ref-type="bibr" rid="B44">Torta et al., 2015</xref>), have been found to occur at a regular rate of one every 3&#x2013;4&#xa0;years. This suggests that they are caused by a quasi-oscillatory phenomenon within the outer core. New high-resolution satellite data provided by the last satellite missions, such as <italic>Swarm</italic> from European Space Agency (ESA) (<xref ref-type="bibr" rid="B18">Friis-Christensen et al., 2006</xref>), have improved the geomagnetic field models and, in turn, the knowledge of the dynamic processes occurring close to the outer core. As a result, one can obtain reliable estimations of the secular acceleration (SA) of the geomagnetic field and its time variations at the Core-Mantle Boundary (CMB). However, it is important to mention that the SA is less constrained for short wavelengths, which increases the difficulty to study rapid fluctuations at these scales (<xref ref-type="bibr" rid="B19">Gillet, 2019</xref>). <xref ref-type="bibr" rid="B7">Chulliat et al. (2010)</xref> and <xref ref-type="bibr" rid="B8">Chulliat and Maus (2014)</xref> observed that the geomagnetic jerks happened between two peaks of SA at the CMB and applied a Principal Component Analysis (<xref ref-type="bibr" rid="B8">Chulliat and Maus, 2014</xref>) to establish the principal modes of variability of the SA associated with the occurrence of the geomagnetic jerks. They found maxima and minima lobes of the SA located on the equatorial region in South Atlantic Ocean and South America and in the Indian Ocean. In a very recent work, <xref ref-type="bibr" rid="B24">Kloss and Finlay (2019)</xref> found that in these same sectors magnetic field acceleration pulses are produced by alternating prominent bursts of nonzonal azimuthal flow acceleration in the equatorial region beneath the CMB. Moreover, they found alternated sign of the acceleration at some regions that, when associated with large spatial scale structures, could cause geomagnetic jerks at the Earth&#x2019;s surface.</p>
<p>By using global geomagnetic field models based on paleomagnetic data, <xref ref-type="bibr" rid="B43">Terra-Nova et al. (2016)</xref> observed that the reversed flux patches (RFPs) present at the CMB, that is, regions with an opposite polarity to that expected for an axial dipole, for the last three millennia, were mostly located in the Southern Hemisphere, especially in the South Atlantic and Indian regions.</p>
<p>In the last decades, the presence of two RFPs located beneath South America and South Africa from 1840 has been observed (<xref ref-type="bibr" rid="B48">Gubbins et al., 2006</xref>), although recent studies (<xref ref-type="bibr" rid="B40">Tarduno et al., 2015</xref>; <xref ref-type="bibr" rid="B6">Campuzano et al., 2019</xref>) point out that they could be even older (950 AD or earlier). These RFPs are commonly associated with the internal origin of the South Atlantic Anomaly (SAA) (e.g., <xref ref-type="bibr" rid="B21">Hulot et al., 2002</xref>; <xref ref-type="bibr" rid="B35">Olson and Amit, 2006</xref>; <xref ref-type="bibr" rid="B26">Laj and Kissel, 2015</xref>; <xref ref-type="bibr" rid="B36">Pav&#xf3;n-Carrasco and De Santis, 2016</xref>; <xref ref-type="bibr" rid="B41">Terra-Nova et al., 2017</xref>), a region with anomalously low values of geomagnetic field intensity at the Earth&#x2019;s surface. In <xref ref-type="fig" rid="F1">Figure 1</xref>, the present situation of the intensity and the radial component (Br) of the geomagnetic field at the surface and CMB, respectively, are shown. The SAA is also related to the continuous decreasing of the dipole moment of the geomagnetic field in the last 150&#xa0;years (<xref ref-type="bibr" rid="B14">Finlay et al., 2016a</xref>; <xref ref-type="bibr" rid="B41">Terra-Nova et al., 2017</xref>). This has motivated some authors to study this feature as a possible precursor of a next geomagnetic transition, such as an excursion or a reversal (<xref ref-type="bibr" rid="B11">De Santis et al., 2013</xref>; <xref ref-type="bibr" rid="B26">Laj and Kissel, 2015</xref>; <xref ref-type="bibr" rid="B36">Pav&#xf3;n-Carrasco and De Santis, 2016</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Geomagnetic field on January 1, 2020. <bold>(A)</bold> Intensity at the surface and <bold>(B)</bold> radial component (Br) of the geomagnetic field at the CMB on January 1, 2020, from CHAOS-7.2 model (<xref ref-type="bibr" rid="B15">Finlay et al., 2020</xref>). The white line in <bold>(A)</bold> marks the contour line of 32,000&#xa0;nT to highlight the area of the SAA defined following <xref ref-type="bibr" rid="B10">De Santis et al. (2012)</xref>. In <bold>(B)</bold> the two RFPs related to the presence of the SAA at the surface are observed in red colors in the Southern Hemisphere. We use CHAOS-7.2 model until degree 13 to calculate the intensity at the surface and until degree six for Br at the CMB.</p>
</caption>
<graphic xlink:href="feart-08-607049-g001.tif"/>
</fig>
<p>In the search for understanding geomagnetic jerks, an important element is to investigate possible correlations between these events and some other geophysical phenomena (see <xref ref-type="bibr" rid="B30">Mandea et al., 2010</xref> for a review on some of the up-to-date suggested links). In the present paper, we suggest that the minima of the acceleration of the areal extent of SAA could be a reliable indicator of the occurrence of geomagnetic jerks, being able to register all of the well-defined geomagnetic jerks for the last 2&#xa0;decades.</p>
<p>In the next sections, we describe the methods, together with the most important results, and then provide a discussion about the dynamic processes at the CMB that could be involved in this link and the possible identification of future geomagnetic jerks occurrence from this result.</p>
</sec>
<sec id="s2">
<title>Methods and Results</title>
<p>This study has been carried out using the CHAOS-7.2 model, the release of the CHAOS-7 model (<xref ref-type="bibr" rid="B15">Finlay et al., 2020</xref>) that uses the <italic>Swarm</italic> preliminary baseline 0603 data up to the end of March 2020 and ground observatory data as available in February 2020. The <italic>Swarm</italic> satellite mission (<xref ref-type="bibr" rid="B32">Olsen and Haagmans, 2006</xref> and references therein) was launched by ESA in November 2013. This mission, based on a constellation of three identical satellites (Alpha, Bravo, and Charlie), provides high quality measurements of the geomagnetic field in three different orbital planes, with Alpha and Charlie flying almost in parallel and Bravo orbiting alone at a higher altitude. These data, along with those given by other previous satellite missions (Cryosat-2, CHAMP, SAC-C, and &#xd8;rsted) and the global network of magnetic observatories at ground level, provide the possibility of obtaining high-resolution time-dependent geomagnetic field models such as the CHAOS-7 model and later releases.</p>
<p>According to <xref ref-type="bibr" rid="B12">Domingos et al. (2017)</xref>, there are several ways to define the SAA position and, depending on the choice, the shape and evolution of the SAA could be slightly different. An operative and simple way to define the SAA in terms of its areal extent is to consider the area within the contour of 32,000&#xa0;nT at the Earth&#x2019;s surface following <xref ref-type="bibr" rid="B10">De Santis et al. (2012)</xref>. We calculate its area (S) monthly from January 1998 to March 2020 using the CHAOS-7.2 model until maximum spherical harmonic degree 13 that corresponds to the main geomagnetic field. As can be observed in <xref ref-type="fig" rid="F2">Figure 2A</xref>, the areal extent of the SAA has been continuously growing during the entire period, from 9.49&#xa0;&#x2219; 10<sup>7</sup>&#xa0;km<sup>2</sup> to 10.47&#xa0;&#x2219; 10<sup>7</sup>&#xa0;km<sup>2</sup>. In order to evaluate in detail the evolution of this increase, we also study the rate of change of the areal extent of the SAA by applying the first and second derivatives to the previously calculated area (S) (<xref ref-type="fig" rid="F2">Figures 2B&#x2013;C</xref>). For the first derivative estimation, <inline-formula id="inf1">
<mml:math>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>S</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula>, we use the finite differences between successive times, t<sub>i</sub> and t<sub>i&#x2b;1</sub>, from January 1998 to March 2020, centered in the mean time, using<disp-formula id="e1">
<mml:math>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>S</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>t</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mn>1</mml:mn>
<mml:mn>2</mml:mn>
</mml:mfrac>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mrow>
<mml:msub>
<mml:mi>t</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mrow>
<mml:msub>
<mml:mi>t</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>t</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>t</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:math>
<label>(1)</label>
</disp-formula>with t<sub>i&#x2b;1/2</sub> &#x3d; t<sub>i</sub> &#x2b; 3 months and t<sub>i&#x2b;1</sub> &#x3d; t<sub>i</sub> &#x2b; 6 months, in order to provide smooth changes.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>South Atlantic Anomaly evolution. <bold>(A)</bold> Evolution S, <bold>(B)</bold> first derivative S &#x307;, and <bold>(C)</bold> second derivative S &#x308; of the areal extent of the SAA for the last 2&#xa0;decades calculated from CHAOS-7.2 model monthly from January 1998 to March 2020. The fit of the areal extent of the SAA by using cubic splines is plotted in orange in <bold>(A)</bold>. In dashed vertical gray lines, the mean occurrence times of the well-defined geomagnetic jerks for the last 2&#xa0;decades are marked. Shaded bands mark the uncertainty of the occurrence times given by one standard deviation. With green arrows some interesting features are indicated (see Discussion in the main text for more details).</p>
</caption>
<graphic xlink:href="feart-08-607049-g002.tif"/>
</fig>
<p>For the second derivative, <inline-formula id="inf2">
<mml:math>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>S</mml:mi>
<mml:mrow>
<mml:mo>&#x22c5;</mml:mo>
<mml:mo>&#x22c5;</mml:mo>
</mml:mrow>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula>, we use the finite differences method of second order following <xref ref-type="bibr" rid="B45">Tozzi et al. (2009)</xref>, with t<sub>i&#x2b;1</sub> &#x3d; t<sub>i</sub> &#x2b; 6 months and t<sub>i&#x2212;1</sub> &#x3d; t<sub>i</sub>&#x2212;6 months for the same period.</p>
<p>Prior to the estimation of these derivatives, we smooth the areal extent of the SAA series by fitting the data using a cubic splines basis with knot points every year from 1998 to 2020.2 in order to avoid subsequent mathematical artifacts from the derivatives (orange line in <xref ref-type="fig" rid="F2">Figure 2A</xref>).</p>
<p>As expected, the <inline-formula id="inf3">
<mml:math>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>S</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula> values are positive (<xref ref-type="fig" rid="F2">Figure 2B</xref>); that is, the areal extent of the SAA is increasing in the analyzed time interval with an average rate of 4.4&#xa0;&#x2219; 10<sup>5</sup>&#xa0;km<sup>2</sup>/yr. In <xref ref-type="fig" rid="F2">Figure 2C</xref> it is observed that this increase of the SAA is not continuously accelerated (see also <xref ref-type="bibr" rid="B36">Pav&#xf3;n-Carrasco and De Santis, 2016</xref>), alternating periods of accelerations (beginning &#x2013;1999.0, 1999.9&#x2013;2000.9, 2002.2&#x2013;2004.0, 2005.1&#x2013;2006.1, 2006.8&#x2013;2008.8, 2011.0&#x2013;2012.0, 2013.3&#x2013;2016.0, and 2017.8&#x2013;2019.6) and decelerations (1999.0&#x2013;1999.9, 2000.9&#x2013;2002.2, 2004.0&#x2013;2005.1, 2006.1&#x2013;2006.8, 2008.8&#x2013;2011.0, 2012.0&#x2013;2013.3, 2016.0&#x2013;2017.8, and 2019.6&#x2013; end). The time intervals when the <inline-formula id="inf4">
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</inline-formula> reaches positive values (2000.7&#x2013;2001.1, 2003.6&#x2013;2004.4, 2007.4&#x2013;2010.3, 2011.6&#x2013;2012.5, 2014.8&#x2013; end) are characterized by longer displacements of the areal extent of the SAA. These intervals present a duration from 1 to 3&#xa0;years, being the longest period of positive <inline-formula id="inf5">
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</inline-formula>, that is, the maximum increase of areal extent of the SAA for the last 2&#xa0;decades, between 2007 and 2010. Actually, the longest period with positive <inline-formula id="inf6">
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</inline-formula> would be from 2014.8 up to now, but this result must be considered carefully because it could be affected by edge problems of the CHAOS-7.2 model. These edge problems could also be present at the beginning of the model, the borders being the periods most subject to change. On the other hand, in the minima of <inline-formula id="inf7">
<mml:math>
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</inline-formula> (1999.9, 2002.2, 2005.1, 2006.8, 2011.0, 2013.3, and 2017.8) the areal extent of the SAA is slowing down its advancement.</p>
<p>The comparison between the occurrence of these minima and the well-defined geomagnetic jerks reported during the last 2&#xa0;decades is shown in <xref ref-type="fig" rid="F2">Figure 2C</xref>. Since the geomagnetic jerks are not registered simultaneously in all geomagnetic observatories, we can find differences between observations of the same jerk in two different observatories even of around two years (e.g., <xref ref-type="bibr" rid="B30">Mandea et al., 2010</xref>). The shaded bands in <xref ref-type="fig" rid="F2">Figure 2</xref> give information about this fact. For representation of shaded bands, we have taken the occurrence times from previously published works. In detail (the following occurrence times for the different jerks are summarized in <xref ref-type="sec" rid="s9">Supplementary Table S1</xref>):<list list-type="unorder">
<list-item>
<p>- The 1999 geomagnetic jerk occurrence time: occurrence dates of the 1999 geomagnetic jerk were given in <xref ref-type="sec" rid="s9">Supplementary Table A4</xref> by <xref ref-type="bibr" rid="B37">Pinheiro et al. (2011)</xref>. They are 54 occurrence dates calculated from the annual means of the geomagnetic components X, Y, and Z in 42 observatories. The mean (and standard deviation) of these 54 occurrence dates provides the value of 1999.0 (&#xb1;0.9) plotted in <xref ref-type="fig" rid="F2">Figure 2C</xref>.</p>
</list-item>
<list-item>
<p>- The 2003 geomagnetic jerk occurrence time: the 2003 geomagnetic jerk is identified by a relative peak in number of global jerk identifications between 2002 and 2003 (see Figure 15 in <xref ref-type="bibr" rid="B4">Brown et al., 2013</xref>). This interval can be rewritten as 2002.5 (&#xb1;0.5) and plotted in <xref ref-type="fig" rid="F2">Figure 2C</xref>.</p>
</list-item>
<list-item>
<p>- The 2007, 2011, and 2014 geomagnetic jerks occurrence times: they were obtained by <xref ref-type="bibr" rid="B44">Torta et al. (2015)</xref> using the method proposed by <xref ref-type="bibr" rid="B37">Pinheiro et al. (2011)</xref> on Y component. The 2007 geomagnetic jerk occurrence time was calculated in five different geomagnetic observatories providing five occurrence dates. The 2011 geomagnetic jerk occurrence time was calculated from four different observatories and the 2014 one from six different observatories. The mean (and standard deviation) of the occurrence times are 2006.7 (&#xb1;0.9), 2011.1 (&#xb1;1.1), and 2013.9 (&#xb1;0.4), respectively. These values are plotted in <xref ref-type="fig" rid="F2">Figure 2C</xref>. It is important to note that these observatories are not evenly distributed geographically. More space and time extended studies of magnetic observatories could result in more accurate estimations of the occurrence times of these jerks.</p>
</list-item>
</list>
</p>
<p>As we can observe, the minima of the acceleration (<inline-formula id="inf8">
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</inline-formula>) of the areal extent of the SAA (<xref ref-type="fig" rid="F2">Figure 2C</xref>) coincide quite well with the geomagnetic jerks occurrence for the last 2&#xa0;decades.</p>
<p>To reinforce the obtained link, we have performed several tests to verify the independence of the results with 1) the model used to calculate the SAA areal extent and 2) the SAA definition. For the first objective, we have compared our results with those given by a previous version of the CHAOS model, the CHAOS-6-x8 (<xref ref-type="bibr" rid="B16">Finlay et al., 2016b</xref>), that used a previous version of <italic>Swarm</italic> data (v.0505) up to the end of August 2018 and ground observatory data available at the same epoch, and with the GRIMM-3 model (<xref ref-type="bibr" rid="B27">Lesur et al., 2011</xref>). This last model is mainly an improvement of GRIMM-2 (<xref ref-type="bibr" rid="B28">Lesur et al., 2010</xref>), which was generated from CHAMP satellite data and observatory hourly means, and it is valid from January 2001 to July 2009. As we can see in <xref ref-type="sec" rid="s9">Supplementary Figures S1&#x2013;S2</xref> of the Supplementary Material, the minima of the acceleration of the areal extent of SAA are detected in similar times as when the CHAOS-7.2 is used (<xref ref-type="fig" rid="F2">Figure 2C</xref>). The main differences are found in the earlier times but within the uncertainty shown by shaded bands.</p>
<p>For the second objective, we have changed the definition of the SAA using 1) a different contour line of 28,000&#xa0;nT, which corresponds to the lowest value of geomagnetic field intensity registered over the interest area in 1840 AD, computed using the historical geomagnetic field model GUFM1 (<xref ref-type="bibr" rid="B22">Jackson et al., 2000</xref>), and 2) the new measure to characterize the SAA area proposed by <xref ref-type="bibr" rid="B2">Amit et al. (2020)</xref>. The results (<xref ref-type="sec" rid="s9">Supplementary Figures S3&#x2013;S4</xref> in the Supplementary Material) are in agreement with those obtained previously. The most notable discrepancies are seen using the definition proposed by <xref ref-type="bibr" rid="B2">Amit et al. (2020)</xref> in the second derivative of the SAA areal extent, especially in the recent times, where the edge effects could be more significant by the effect of the smoothing of the splines basis used to represent the temporal variations during the modeling process.</p>
<p>Despite some discrepancies mainly due to edge effects, these tests confirm the results obtained with CHAOS-7.2.</p>
</sec>
<sec sec-type="discussion" id="s3">
<title>Discussion</title>
<sec id="s3-1">
<title>Reversed Flux Patches at the Core-Mantle Boundary and Their Relation With the South Atlantic Anomaly&#x2014;Jerks Link</title>
<p>We have found that the occurrence of geomagnetic jerks seems to be related to the minima of the second derivative of the areal extent (<inline-formula id="inf9">
<mml:math>
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</inline-formula>) of the SAA, independent of SAA definition and the model used. To better understand the internal processes that could give rise to this link and, therefore, the origin of the geomagnetic jerks, we study the <inline-formula id="inf10">
<mml:math>
<mml:mrow>
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</inline-formula> of the RFPs related to the appearance of the SAA at surface, located beneath South America and South Africa at the CMB. We define the areal extent of each RFP as the area within the contour line of &#x2212;32,000&#xa0;nT of the radial component (Br) of the geomagnetic field at the CMB. This choice is based on the contour line that allows isolating both RFPs during the studied time interval (map in <xref ref-type="fig" rid="F3">Figure 3</xref>) by avoiding spurious values from magnetic equator, where Br is close to 0&#xa0;nT or lower (see also <xref ref-type="bibr" rid="B42">Terra-Nova et al., 2015</xref>).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Secular acceleration of the areal extent of the RFPs at the CMB. Time evolution of the second derivative of the areal extent of the South American (blue line) and African (red line) RFPs and (green line) the sum of both areal extents at the CMB. The areal extent is calculated as the area within the contour line of &#x2212;32,000&#xa0;nT of Br (shown in the map in the figure) using CHAOS-7.2 model until degree 6, monthly from 1998.0 to 2020.2. In dashed vertical gray lines, the mean occurrence times of the well-defined geomagnetic jerks for the last 2&#xa0;decades are marked. Shaded bands mark the uncertainty of the occurrence times given by one standard deviation. With green arrows other interesting features are indicated (see Discussion in the main text for more details).</p>
</caption>
<graphic xlink:href="feart-08-607049-g003.tif"/>
</fig>
<p>We use the CHAOS-7.2 model to estimate the Br of the geomagnetic field, with maximum spherical harmonic degree equal to six in order to avoid the effect of shorter time scales of the higher degrees, which are the most poorly resolved and most affected by model parametrization (see, e.g., <xref ref-type="bibr" rid="B8">Chulliat and Maus, 2014</xref>), and be able to isolate both RFPs correctly. By applying the same methodology explained above, we obtain the evolution of <inline-formula id="inf11">
<mml:math>
<mml:mrow>
<mml:mover accent="true">
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</inline-formula> of the South American and African RFPs, together and separately, at the CMB as shown in <xref ref-type="fig" rid="F3">Figure 3</xref>. We compare them with the occurrence times of the geomagnetic jerks and see that the minima of <inline-formula id="inf12">
<mml:math>
<mml:mrow>
<mml:mover accent="true">
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<mml:mo>&#x22c5;</mml:mo>
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</inline-formula> of both RFPs together (green curve in <xref ref-type="fig" rid="F3">Figure 3</xref>) are always close to a geomagnetic jerk. In the comparison with the minima of <inline-formula id="inf13">
<mml:math>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>S</mml:mi>
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</inline-formula> of the SAA at surface (<xref ref-type="fig" rid="F2">Figure 2C</xref>), one could expect that both measures were synchronous or that the minima in <xref ref-type="fig" rid="F3">Figure 3</xref> (at the CMB) occur before those in <xref ref-type="fig" rid="F2">Figure 2C</xref> (at surface). However, this is not always so. One of the possible explanations of this discrepancy could be related to the fact that not all the minima registered at surface seem to be associated with the same RFP. For instance, the 2013.3 minimum at surface seems to be more likely due to the South American RFP (even if it is interesting to note that it is preceded by a low in the African RFP, which could correlate with 2014 geomagnetic jerk observations from southern African magnetic observatories, <xref ref-type="bibr" rid="B25">Kotz&#xe9;, 2017</xref>). This lack of synchronization between RFPs makes it difficult to provide an accurate estimation of the time occurrence of the minima when both RFPs are considered together, and it reveals the complexity of the mechanisms involved.</p>
<p>According to <xref ref-type="bibr" rid="B43">Terra-Nova et al. (2016)</xref>, the presence of RFPs at the CMB is due to upwelling of toroidal field from the core, related to temperature anomalies associated with lower mantle lateral heterogeneities (<xref ref-type="bibr" rid="B40">Tarduno et al., 2015</xref>; <xref ref-type="bibr" rid="B43">Terra-Nova et al., 2016</xref>). In order to interpret our results correctly, we have to take into account that 1) the South American RFP is vanishing while the African RFP is reinforcing (<xref ref-type="sec" rid="s9">Supplementary Figure S5</xref>), 2) the smaller the area of the RFP is, the lower the absolute value of Br minimum in the RFP is (<xref ref-type="sec" rid="s9">Supplementary Figure S6</xref>). This means that in the minima of the second derivative of the areal extent of the RFPs, which seem to be associated with the occurrence of the geomagnetic jerks, there is a decrease in the rate of evolution of the areal extent of the RFPs: the African RFP slows down its extent (slow reinforcement of Br) and the South American RFP vanishes slower (slow weakening of Br). This behavior could be due to a weakening and later reinforcing of the upwelling of toroidal field from the core in the case of the African RFP and vice versa for the South American RFP.</p>
</sec>
<sec id="s3-2">
<title>The 2005.0 Minimum and the New Geomagnetic Jerk</title>
<p>In <xref ref-type="fig" rid="F2">Figures 2C</xref>, <xref ref-type="fig" rid="F3">3</xref>, green arrows have been plotted to highlight two interesting features. The first one is a minimum observed in 2005.1. A geomagnetic jerk in 2005 was already reported by <xref ref-type="bibr" rid="B33">Olsen and Mandea (2008)</xref>. It had not been well observed in other works (e.g., <xref ref-type="bibr" rid="B4">Brown et al., 2013</xref>) but recently some interesting features have been observed around this time (<xref ref-type="bibr" rid="B8">Chulliat and Maus, 2014</xref>; <xref ref-type="bibr" rid="B39">Soloviev et al., 2017</xref>). Our findings would confirm the existence of an impulse of the geomagnetic field during this epoch. According to previous works (<xref ref-type="bibr" rid="B7">Chulliat et al., 2010</xref>; <xref ref-type="bibr" rid="B8">Chulliat and Maus, 2014</xref>; <xref ref-type="bibr" rid="B24">Kloss and Finlay, 2019</xref>) a geomagnetic jerk is characterized by acceleration changes rapidly before or after a pulse of the secular acceleration (SA) of the geomagnetic field at the CMB. Next, we study the second derivative (i.e., SA) of the Br calculated on regular grid of 10,239 points at the CMB. To be consistent, we apply the same methodology used in the determination of <inline-formula id="inf14">
<mml:math>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>S</mml:mi>
<mml:mrow>
<mml:mo>&#x22c5;</mml:mo>
<mml:mo>&#x22c5;</mml:mo>
</mml:mrow>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula> of the SAA and RFPs, but with t<sub>i&#x2b;1</sub> &#x3d; t<sub>i</sub> &#x2b; 12 months and t<sub>i&#x2212;1</sub> &#x3d; t<sub>i</sub>&#x2212;12&#xa0;months to provide smoother changes. To estimate the Br of the geomagnetic field, we use the CHAOS-7.2 model with maximum spherical harmonic degree equal to 6 as previously. Then, we calculate the global averaged squared SA of the Br at the CMB monthly during the last 2&#xa0;decades. We also estimate the global averaged squared SA of Br considering only the positive values (SA of Br&#x2b;) and negative values (SA of Br&#x2212;) of the SA of Br in order to evaluate if lobes of some particular sign affect more the occurrence of geomagnetic jerks. Moreover, we also estimate the SA of Br by averaging for a region between 20&#xb0;S and 70&#xb0;S in latitude and between 90&#xb0;W and 70&#xb0;E in longitude, where the RFPs associated with the SAA at surface are located. The comparison of these estimations with the occurrence of geomagnetic jerks in the last 2&#xa0;decades (<xref ref-type="fig" rid="F4">Figure 4</xref>) confirms that those occur at the beginning or end of the SA pulses (<xref ref-type="bibr" rid="B7">Chulliat et al., 2010</xref>; <xref ref-type="bibr" rid="B8">Chulliat and Maus, 2014</xref>). This is also observed when the average is calculated on the region where the RFPs associated with the SAA are located, which reinforces the link between SAA and jerks. In this point, it is worth to mention that observed SA might be a time average of the true instantaneous SA, especially when using geomagnetic field models with temporal damping, such as CHAOS. This could be a limitation to correlate on a very accurate way some features of the SA in time.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Averaged secular acceleration of the geomagnetic field at the CMB. Time variation of the averaged squared secular acceleration of the Br calculated using maximum spherical harmonic degree six at the CMB. In black, the average is calculated globally. In green, we consider only positive lobes of the SA of Br for average. In red, we consider only negative lobes of the SA of Br. In blue, we consider the SA of Br in the region where the RFPs associated with the SAA at surface are located at the CMB (between 20&#xb0;S and 70&#xb0;S in latitude and between 90&#xb0;W and 70&#xb0;E in longitude). In dashed vertical gray lines, the mean occurrence times of the well-defined geomagnetic jerks for the last 2&#xa0;decades are marked. Shaded bands mark the uncertainty of the occurrence times given by one standard deviation. With green arrows other interesting features are indicated (see Discussion in the main text for more details).</p>
</caption>
<graphic xlink:href="feart-08-607049-g004.tif"/>
</fig>
<p>It seems that there is no clear relation between lobes of a particular sign and the origin of the geomagnetic jerks. However, the asymmetry of the contribution of the negative and positive lobes of SA of Br around 2004.0 is worth noting, registering a slight minimum in the SA of Br&#x2b; (also observed when only the region associated with SAA is considered). This means that the contribution of the positive lobes to the SA of the Br decreases in this epoch, which anticipates by some months the minima of acceleration of the areal extent of SAA in 2005.1 (<xref ref-type="fig" rid="F2">Figure 2C</xref>) and of the areal extent of the African RFP (<xref ref-type="fig" rid="F3">Figure 3</xref>). After that, a slight reinforcement of the African RFP is observed around 2006 (black arrow in <xref ref-type="sec" rid="s9">Supplementary Figure S6</xref>).</p>
<p>However, a clear pulse of the SA of the geomagnetic field is not observed around 2005, as would be expected for a geomagnetic jerk. This could mean that the minimum detected in 2005.1 would not correspond with a &#x201c;typical&#x201d; geomagnetic jerk (i.e., related to the beginning or end of a pulse of the SA at the CMB). Therefore, this minimum could correspond with a new feature of the geomagnetic field, that is, an impulse related to the asymmetry between positive and negative SA lobes at the CMB. Other possibility is that it is a poor-defined geomagnetic jerk because it is too close to other jerks to clearly identify both with usual tools. <xref ref-type="bibr" rid="B8">Chulliat and Maus (2014)</xref> proposed that jerks observed near 2003 and 2005 were related to the same SA pulse, which presents a maximum in 2006. <xref ref-type="bibr" rid="B39">Soloviev et al. (2017)</xref> also showed SA pulses around this time. In any case, the analysis of the second derivative of the areal extent of SAA demonstrates to be a promising instrument to identify this kind of poor-defined jerks. Further investigations will be needed in order to confirm these possibilities.</p>
<p>The second interesting feature that is marked with a green arrow in <xref ref-type="fig" rid="F3">Figures 2C, 3</xref> is the minimum in 2017.8. This corresponds with a new pulse observed in recent times in the SA of Br (<xref ref-type="fig" rid="F4">Figure 4</xref>), with a maximum in 2016.2 and a minimum detected in 2017.5. Both observations could indicate the occurrence of a new geomagnetic jerk as suggested by <xref ref-type="bibr" rid="B5">Brown and Macmillan (2018)</xref> and observed by <xref ref-type="bibr" rid="B20">Hammer (2018)</xref> and <xref ref-type="bibr" rid="B46">Whaler et al. (2020)</xref>. <xref ref-type="bibr" rid="B20">Hammer (2018)</xref> analyzed the secular variation (SV) and secular acceleration (SA) over ground and virtual observatories calculated from <italic>Swarm</italic> data and found the characteristic V-shape in the SV and the steep change in the SA in the observatory of Hawaii in the Pacific region in 2017 and in the French Guyana, where the SAA is situated, at the beginning of 2016. Recent studies about the variations in the length of day (LOD) and its relation with the occurrence of geomagnetic jerks support the presence of a geomagnetic jerk in 2017, as well (<xref ref-type="bibr" rid="B13">Duan and Huang, 2020</xref>).</p>
<p>Whether the trend of the SAA areal extent does not change, the detection of a relative maximum of <inline-formula id="inf15">
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</inline-formula> of the SAA could indicate coming geomagnetic jerks with around 1.5&#xa0;years in advance, according to <xref ref-type="fig" rid="F2">Figure 2C</xref>. This is within the mean time of 6&#x2013;7&#xa0;years after which no reliable prediction for the field can be made following <xref ref-type="bibr" rid="B38">Qamili et al. (2013)</xref>.</p>
<p>Finally, a spectral analysis using continuous wavelets applied on the global averaged squared SA of Br and the <inline-formula id="inf16">
<mml:math>
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<mml:mover accent="true">
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</inline-formula> of SAA and RFPs series reinforces the found link (<xref ref-type="fig" rid="F5">Figure 5</xref>), by providing a common periodicity of around 2.5&#x2013;4&#xa0;years. This not only reinforces the obtained result but also links the SAA with the dynamic of the core associated with the origin of the geomagnetic jerks because the pulses of the SA of Br are related to their occurrence. These results are confirmed by applying the Empirical Mode Decomposition (EMD) following <xref ref-type="bibr" rid="B17">Flandrin (2009)</xref> and by estimating the power spectrum in function of the frequency (<xref ref-type="sec" rid="s9">Supplementary Figure S7</xref> in the Supplementary Material), where a longer period of around 5&#x2013;10&#xa0;years is also identified.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Frequency analysis. Wavelet analysis with Morlet basis functions of <bold>(upper panel)</bold> the global averaged squared secular acceleration of the radial component (Br) of the geomagnetic field at the CMB, <bold>(middle panel)</bold> second derivative (acceleration) of the areal extent of the South American and African RFPs, and <bold>(bottom panel)</bold> the second derivative (acceleration) of the areal extent of SAA for the last 2&#xa0;decades. The shaded plot indicates the nonsignificant part of the analysis and the black lines mark the common period found.</p>
</caption>
<graphic xlink:href="feart-08-607049-g005.tif"/>
</fig>
</sec>
<sec id="s3-3">
<title>Dynamic Processes at the Core-Mantle Boundary</title>
<p>The relation between geomagnetic jerks and pulses of the global averaged squared SA of the Br at the CMB seems clear from <xref ref-type="fig" rid="F4">Figure 4</xref> (see also <xref ref-type="bibr" rid="B7">Chulliat et al., 2010</xref>; <xref ref-type="bibr" rid="B8">Chulliat and Maus, 2014</xref>; <xref ref-type="bibr" rid="B24">Kloss and Finlay, 2019</xref>) but also with the SAA (even if with lower amplitudes between 2006 and 2014) as shown by the blue curve of the same figure. This means that possibly the particular core dynamics associated with the SAA, that is, the presence of RFPs at the CMB, is related to the detection of jerks at surface; that is, the SAA area is a region especially sensitive for the identification of geomagnetic jerks.</p>
<p>
<xref ref-type="bibr" rid="B8">Chulliat and Maus (2014)</xref> carried out a Principal Component Analysis to determine the variability modes (Empirical Orthogonal Functions, EOF) of the SA of the geomagnetic field at the CMB associated with the occurrence of geomagnetic jerks. Three principal modes were obtained: EOF &#x23;1 and EOF &#x23;2 presented maxima and minima lobes of the SA located in low and middle latitudes of the Atlantic sector (where the SAA is located nowadays); EOF &#x23;3 was characterized by maxima and minima of the SA in the Indian sector.</p>
<p>We have estimated the SA of the Br at the CMB during the last 2&#xa0;decades (see <xref ref-type="sec" rid="s9">Supplementary Movie S1</xref> in the Supplementary Material) following the methodology mentioned in the previous section. The SA maps of Br corresponding to January 1 for each year are shown in <xref ref-type="fig" rid="F6">Figure 6</xref>. As can be observed, the geomagnetic jerks that occurred in 1999.0 and 2003.0 are dominated by the EOF &#x23;3, while the geomagnetic jerks of 2007.0, 2011.0, and 2014.0 are clearly dominated by EOFs &#x23;1 and &#x23;2. The lowest values of the SA of Br are associated with the 2003.0 geomagnetic jerk. We observe that the lobes over Atlantic sector change their sign after the unfolding of a geomagnetic jerk. <xref ref-type="bibr" rid="B8">Chulliat and Maus (2014)</xref> yet noted this feature for 2007.0 and 2011.0 jerks and suggested the presence of a standing magnetohydrodynamic wave with a period of about 6&#xa0;years at the core surface, described by the sum of the first two EOFs. <xref ref-type="bibr" rid="B44">Torta et al. (2015)</xref> also reported on the change of sign in the SA of the geomagnetic field for 2014.0 jerk. More recently, <xref ref-type="bibr" rid="B24">Kloss and Finlay (2019)</xref> carried out a detailed analysis of the time-dependent low latitude core flow and geomagnetic field acceleration pulses at the CMB and found an alternated sign of the nonzonal azimuthal flow acceleration at particular longitudinal areas (South Atlantic sector and Indian region). They observed that the rapid acceleration sign changes are related to the occurrence of geomagnetic jerks, focusing their analysis on the 2014 geomagnetic jerk. Here, we note that a new configuration of lobes with opposite sign compared with those observed from 2012.0 to 2014.0 (when the last geomagnetic jerk occurred) is clearly observed in 2016.0 (see also <xref ref-type="bibr" rid="B24">Kloss and Finlay, 2019</xref>). This situation (<xref ref-type="fig" rid="F6">Figures 6R&#x2013;S</xref>) along with the new pulse of SA that was registered in 2016.2 (<xref ref-type="fig" rid="F4">Figure 4</xref>) and the minimum observed in 2017.8 in <inline-formula id="inf17">
<mml:math>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>S</mml:mi>
<mml:mrow>
<mml:mo>&#x22c5;</mml:mo>
<mml:mo>&#x22c5;</mml:mo>
</mml:mrow>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula> of the SAA (<xref ref-type="fig" rid="F2">Figure 2C</xref>) and of the RFPs (<xref ref-type="fig" rid="F3">Figure 3</xref>) could indicate the occurrence of a new geomagnetic jerk during these years. In fact, <xref ref-type="bibr" rid="B46">Whaler et al. (2020)</xref> found changes in the azimuthal flow acceleration beneath the Pacific region in 2017, which they linked to the occurrence of the geomagnetic jerk that was registered by <xref ref-type="bibr" rid="B20">Hammer (2018)</xref> particularly well in observatories in the Pacific. These changes in the flow were accentuated in the west side of the Pacific region, closer to the Indian sector considered as the EOF &#x23;3 by <xref ref-type="bibr" rid="B8">Chulliat and Maus (2014)</xref>. Thus, the new jerk could be dominated by this region, even if it is difficult to identify clearly from <xref ref-type="fig" rid="F6">Figures 6R&#x2013;S</xref>.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Secular acceleration of the Br of the geomagnetic field at the CMB. Maps of the secular acceleration of the Br at CMB for January 1 for every year during the last 2&#xa0;decades. We use CHAOS-7.2 model until degree six to calculate the Br.</p>
</caption>
<graphic xlink:href="feart-08-607049-g006.tif"/>
</fig>
<p>
<xref ref-type="bibr" rid="B3">Aubert (2018)</xref> proposed that the arrival of quasi-geostrophic Alfv&#xe9;n waves coming from the deep core to the CMB could produce this alternating sign with a period subdecadal. The periods found from the frequency analysis in this work (<xref ref-type="fig" rid="F5">Figure 5</xref>; <xref ref-type="sec" rid="s9">Supplementary Figure S7</xref>) agree with that scenario. Moreover, the flow accelerations are found mainly in the Atlantic and Indian sectors, the same positions where <xref ref-type="bibr" rid="B43">Terra-Nova et al. (2016)</xref> observed the presence of RFPs in the last three millennia and the locations of the RFPs associated with the presence of the SAA at surface. The RFPs are related to upwelling of toroidal field from the core, associated with temperature anomalies linked to lower mantle lateral heterogeneities (<xref ref-type="bibr" rid="B40">Tarduno et al., 2015</xref>; <xref ref-type="bibr" rid="B43">Terra-Nova et al., 2016</xref>). Regarding our work, this could mean that when the upwelling of toroidal field presents a change associated with a minimum in the second derivative of the areal extent of the RFPs and, in turn the SAA, a geomagnetic jerk is observed.</p>
<p>According to <xref ref-type="bibr" rid="B24">Kloss and Finlay (2019)</xref>, under the Atlantic region a westward motion of azimuthal flow acceleration features is observed. They proposed that it could be due to a quasi-geostrophic Alfv&#xe9;n wavefront that arrives first under western Africa and then moves westwards. This could also agree with part of our results because we observe that the minimum in the second derivative associated with the 2014.0 geomagnetic jerk is observed previously on the areal extent of the African RFP and next on the South American RFP (<xref ref-type="fig" rid="F3">Figure 3</xref>).</p>
<p>The physical mechanism that explains the link between jerks and SAA is not still completely clear, but it seems that the found link between these two apparently different phenomena of the geomagnetic field is an indication that the physical processes that produce the RFPs at the CMB and the SAA at surface involve also the internal dynamics associated with the origin of the geomagnetic jerks. It is possible that the arrival of quasi-geostrophic Alfv&#xe9;n waves at the CMB produces not only nonzonal azimuthal flow accelerations of alternating sign but also effects on the upwelling of toroidal field present at higher latitudes. When a rapid change of the sign of these flow accelerations is produced (<xref ref-type="fig" rid="F6">Figure 6</xref>), this would coincide with a change of the upwelling regime. This could be observed as a pulse of the SA of Br over the RFPs region (<xref ref-type="fig" rid="F4">Figure 4</xref>) and a minimum in the <inline-formula id="inf18">
<mml:math>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>S</mml:mi>
<mml:mrow>
<mml:mo>&#x22c5;</mml:mo>
<mml:mo>&#x22c5;</mml:mo>
</mml:mrow>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula> of the RFPs at the CMB (<xref ref-type="fig" rid="F3">Figure 3</xref>) and of the SAA at surface (<xref ref-type="fig" rid="F2">Figure 2C</xref>), and the unfolding of a geomagnetic jerk.</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<title>Conclusion</title>
<p>We suggest a previously unreported link between the minima of the second derivative of the areal extent of SAA at surface and the occurrence of geomagnetic jerks for the last 2&#xa0;decades. This result has been confirmed at the CMB, by studying the areal extent of the RFPs associated with the presence of the SAA at surface.</p>
<p>We have seen that global SA pulses at the CMB related to the occurrence of the geomagnetic jerks are also detected locally on the area at the CMB affected by the RFPs associated with the presence of the SAA at surface.</p>
<p>A new change of sign in the lobes of the SA of Br at the CMB over the Atlantic sector in 2016.0 epoch seems to reinforce the hypothesis proposed by <xref ref-type="bibr" rid="B8">Chulliat and Maus (2014)</xref> on the presence of a standing magnetohydrodynamic wave with a 6-year periodicity that is of the order of the periodicities reported in this work. This was also noted by other authors in more recent works (e.g., <xref ref-type="bibr" rid="B3">Aubert, 2018</xref>; <xref ref-type="bibr" rid="B24">Kloss and Finlay, 2019</xref>). A new pulse has also been observed in the global averaged squared SA of the Br, which has reached a maximum in 2016.2 and a minimum in 2017.5. This fact, along with the change of sign of the lobes of the SA of Br, the analysis of periodicities, and the minima registered in the second derivative of the areal extent of SAA and RFPs in 2017.8, would point to a new geomagnetic jerk. This argument is supported by recent observatory data analyzed by <xref ref-type="bibr" rid="B20">Hammer (2018)</xref> where the characteristic V-shape in the secular variation and the steep change in the secular acceleration are found in observatories in the French Guyana in 2016 and Hawaii in 2017.</p>
<p>We have seen that the areal extent of SAA is able to detect through its relative minima all impulses of the geomagnetic field at surface (and, therefore, observed in magnetic observatories). This fact is of particular interest because it could shed light on geomagnetic jerks identified in some, but not all, studies. In this work, the occurrence of the 2005.0 geomagnetic jerk is discussed. We propose that this event, detected as a minimum of the second derivative of the areal extent of SAA, could be an impulse of the geomagnetic field associated with the asymmetry of the positive and negative lobes of the SA of the geomagnetic field at the CMB. It could be considered as a new kind of impulse of the geomagnetic field but also as a poor-defined jerk. It is also important to take into account that the jerks can be poorly defined particularly when we have to distinguish between successive events in disparate regions of the globe that overlap in time. From this point of view, this work is encouraging because it aims to give links to effects at the CMB that help to simplify the view of the surface expressions.</p>
<p>Finally, we have observed that the RFPs at the CMB are mostly observed in the same sectors related to the geomagnetic jerks occurrence (i.e., Atlantic and Indian sectors). The fact of detecting jerks globally (outside of these regions) does not exclude the fact that singular situations of the core dynamics like the presence of RFPs can favor the detection of jerks. These regions seem to be characterized by upwelling of toroidal field from the core, related to temperature anomalies associated with lower mantle lateral heterogeneities (<xref ref-type="bibr" rid="B43">Terra-Nova et al., 2016</xref>). Following <xref ref-type="bibr" rid="B24">Kloss and Finlay (2019)</xref>, it could be possible that the relation between the arrival of quasi-geostrophic Alfv&#xe9;n waves at the CMB and the presence of nonzonal azimuthal flow accelerations of alternating sign could affect the upwelling of toroidal field present in higher latitudes. When a rapid change of the sign of these flow accelerations is produced, this would coincide with a change of the upwelling regime, observed as a minimum in the second derivative of the areal extent of the RFPs at CMB and of the SAA at surface, and the unfolding of a geomagnetic jerk. This could provide an important hint about the dynamic processes that link the RFPs and, therefore, the evolution of the SAA nowadays, with the geomagnetic jerks at the interior of the Earth.</p>
</sec>
<sec id="s5">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s9">Supplementary Material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s6">
<title>Author Contributions</title>
<p>SAC developed the project and performed the calculations with the help of FJPC. The interpretation of the results and writing were led by SAC with the help of FJPC, ADS, AGL, and EQ; SAC, FJPC, ADS, AGL, and EQ discussed the results and commented on the manuscript.</p>
</sec>
<sec id="s7">
<title>Funding</title>
<p>The Living Planet Fellowship (TEMPO project) from ESA, Contract No. 4000112784/14/I-Sbo, is the main financial support to this research. ASI Limadou-Science Project has supported this work partially. Grant FPU17/03635 from the Spanish Ministry of Education was funding AGL PhD thesis. FJPC was partially supported by the Spanish research project PGC2018-099103-A-I00.</p>
</sec>
<sec id="s8" sec-type="COI-statement">
<title>Conflict of Interest</title>
<p>EQ was employed by the company Serco. The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
</body>
<back>
<ack>
<p>SAC acknowledges The Living Planet Fellowship (TEMPO project) from ESA for providing financial support to this research. SAC and ADS also acknowledge ASI Limadou-Science Project for supporting this work partially. AGL acknowledges the grant FPU17/03635 from the Spanish Ministry of Education. FJPC is grateful to the Spanish research project PGC2018-099103-A-I00. All data and models used to carry out this work can be found in the associated references and in the repository of DTU Space (<ext-link ext-link-type="uri" xlink:href="http://www.space.dtu.dk/english/Research/Scientific_data_and_models/Magnetic_Field_Models">http://www.space.dtu.dk/english/Research/Scientific_data_and_models/Magnetic_Field_Models</ext-link>). The authors are very grateful to Editor and two reviewers for their useful comments that have helped to improve the quality of this manuscript.</p>
</ack>
<sec id="s9">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/feart.2020.607049/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/feart.2020.607049/full&#x23;supplementary-material</ext-link>.</p>
<supplementary-material xlink:href="video1.avi" id="SM1" mimetype="application/avi" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="datasheet1.pdf" id="SM2" mimetype="application/pdf" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Alexandrescu</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Gibert</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Hulot</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Le Mou&#xeb;l</surname>
<given-names>J.-L.</given-names>
</name>
<name>
<surname>Saracco</surname>
<given-names>G.</given-names>
</name>
</person-group> (<year>1996</year>). <article-title>Worldwide wavelet analysis of geomagnetic jerks</article-title>. <source>J. Geophys. Res.</source> <volume>101</volume>, <fpage>21975</fpage>&#x2013;<lpage>21994</lpage>. <pub-id pub-id-type="doi">10.1029/96JB01648</pub-id> </citation>
</ref>
<ref id="B2">
<citation citation-type="web">
<person-group person-group-type="author">
<name>
<surname>Amit</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Terra-Nova</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>L&#xe9;zinm</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Trindade</surname>
<given-names>R.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Non-monotonous growth and motion of the South Atlantic anomaly</article-title>. <comment>[Preprint]. Available at: <ext-link ext-link-type="uri" xlink:href="https://europepmc.org/article/ppr/ppr156103">https://europepmc.org/article/ppr/ppr156103</ext-link>
</comment> (<comment>Accessed</comment> April 28, 2020). </citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Aubert</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Geomagnetic acceleration and rapid hydromagnetic wave dynamics in advanced numerical simulations of the geodynamo</article-title>. <source>Geophys. J. Int.</source> <volume>214</volume>, <fpage>531</fpage>&#x2013;<lpage>547</lpage>. <pub-id pub-id-type="doi">10.1093/gji/ggy161</pub-id> </citation>
</ref>
<ref id="B4">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Brown</surname>
<given-names>W. J.</given-names>
</name>
<name>
<surname>Mound</surname>
<given-names>J. E.</given-names>
</name>
<name>
<surname>Livermore</surname>
<given-names>P. W.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Jerks abound: an analysis of geomagnetic observatory data from 1957 to 2008</article-title>. <source>Phys. Earth Planet. In.</source> <volume>223</volume>, <fpage>62</fpage>&#x2013;<lpage>76</lpage>. <pub-id pub-id-type="doi">10.1016/j.pepi.2013.06.001</pub-id> </citation>
</ref>
<ref id="B5">
<citation citation-type="web">
<person-group person-group-type="author">
<name>
<surname>Brown</surname>
<given-names>W. J.</given-names>
</name>
<name>
<surname>Macmillan</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2018</year>). &#x201c;<article-title>Geomagnetic jerks during the Swarm era and impact on IGRF-12</article-title>,&#x201d; in <conf-name>EGU General Assembly Conference Abstracts</conf-name>, <conf-loc>Vienna, Austria</conf-loc>, <conf-date>April 8&#x2013;13, 2018</conf-date>, <volume>20</volume>, <fpage>7999</fpage>. <comment>Available at: <ext-link ext-link-type="uri" xlink:href="http://nora.nerc.ac.uk/id/eprint/520098">http://nora.nerc.ac.uk/id/eprint/520098</ext-link>
</comment> (<comment>Accessed</comment> May 17, 2018). </citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Campuzano</surname>
<given-names>S. A.</given-names>
</name>
<name>
<surname>G&#xf3;mez-Paccard</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Pav&#xf3;n-Carrasco</surname>
<given-names>F. J.</given-names>
</name>
<name>
<surname>Osete</surname>
<given-names>M. L.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Emergence and evolution of the south Atlantic anomaly revealed by the new paleomagnetic reconstruction SHAWQ2k</article-title>. <source>Earth Planet. Sci. Lett.</source> <volume>512</volume>, <fpage>17</fpage>&#x2013;<lpage>26</lpage>. <pub-id pub-id-type="doi">10.1016/j.epsl.2019.01.050</pub-id> </citation>
</ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chulliat</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Th&#xe9;bault</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Hulot</surname>
<given-names>G.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Core field acceleration pulse as a common cause of the 2003 and 2007 geomagnetic jerks</article-title>. <source>Geophys. Res. Lett.</source> <volume>37</volume>, <fpage>L07301</fpage>. <pub-id pub-id-type="doi">10.1029/2009GL042019</pub-id> </citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chulliat</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Maus</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Geomagnetic secular acceleration, jerks, and a localized standing wave at the core surface from 2000 to 2010</article-title>. <source>J. Geophys. Res. Solid Earth.</source> <volume>119</volume>, <fpage>1531</fpage>&#x2013;<lpage>1543</lpage>. <pub-id pub-id-type="doi">10.1002/2013JB010604</pub-id> </citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Courtillot</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Ducruix</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Le Mouel</surname>
<given-names>J. L.</given-names>
</name>
</person-group> (<year>1978</year>). <article-title>Sur une acc&#xe9;l&#xe9;ration r&#xe9;cente de la variation s&#xe9;culaire du champ magn&#xe9;tique terrestre</article-title>. <source>C. R. Acad. Sci. Paris.</source> <volume>287</volume>, <fpage>1095</fpage>&#x2013;<lpage>1098</lpage>. <ext-link ext-link-type="uri" xlink:href="https://www.ipgp.fr/fr/une-acceleration-recente-de-variation-seculaire-champ-magnetique-terrestre">https://www.ipgp.fr/fr/une-acceleration-recente-de-variation-seculaire-champ-magnetique-terrestre</ext-link>
</citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>De Santis</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Qamili</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Spada</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Gasperini</surname>
<given-names>P.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Geomagnetic South Atlantic Anomaly and global sea level rise: a direct connection?</article-title> <source>J. Atmos. Sol. Terr. Phys.</source> <volume>74</volume>, <fpage>129</fpage>&#x2013;<lpage>135</lpage>. <pub-id pub-id-type="doi">10.1016/j.jastp.2011.10.015</pub-id> </citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>De Santis</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Qamili</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>L. X.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Toward a possible next geomagnetic transition?</article-title> <source>Nat. Hazards Earth Syst. Sci.</source> <volume>13</volume>, <fpage>3395</fpage>&#x2013;<lpage>3403</lpage>. <pub-id pub-id-type="doi">10.5194/nhess-13-3395-2013</pub-id> </citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Domingos</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Jault</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Pais</surname>
<given-names>M. A.</given-names>
</name>
<name>
<surname>Mandea</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>The South Atlantic anomaly throughout the solar cycle</article-title>, <source>Earth Planet Sci. Lett.</source> <volume>473</volume>, <fpage>154</fpage>&#x2013;<lpage>163</lpage>. <pub-id pub-id-type="doi">10.1016/j.epsl.2017.06.004</pub-id> </citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Duan</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Intradecadal variations in length of day and their correspondence with geomagnetic jerks</article-title>. <source>Nat. Commun.</source> <volume>11</volume>, <fpage>2273</fpage>. <pub-id pub-id-type="doi">10.1038/s41467-020-16109-8</pub-id> </citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Finlay</surname>
<given-names>C. C.</given-names>
</name>
<name>
<surname>Aubert</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Gillet</surname>
<given-names>N.</given-names>
</name>
</person-group> (<year>2016a</year>). <article-title>Gyre-driven decay of the Earth&#x2019;s magnetic dipole</article-title>. <source>Nat. Commun.</source> <volume>7</volume>, <fpage>10422</fpage>. <pub-id pub-id-type="doi">10.1038/ncomms10422</pub-id> </citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Finlay</surname>
<given-names>C. C.</given-names>
</name>
<name>
<surname>Kloss</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Olsen</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Hammer</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Toeffner-Clausen</surname>
<given-names>L.</given-names>
</name>
<name>
<surname> Grayver</surname>
<given-names>A.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>The CHAOS-7 geomagnetic field model and observed changes in the South Atlantic Anomaly</article-title>. <source>Earth Planets Space.</source> <fpage>72</fpage>. <pub-id pub-id-type="doi">10.1186/s40623-020-01252-9</pub-id> </citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Finlay</surname>
<given-names>C. C.</given-names>
</name>
<name>
<surname>Olsen</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Kotsiaros</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Gillet</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>T&#xf8;ffner-Clausen</surname>
<given-names>L.</given-names>
</name>
</person-group> (<year>2016b</year>). <article-title>Recent geomagnetic secular variation from Swarm and ground observatories as estimated in the CHAOS-6 geomagnetic field model</article-title>. <source>Earth Planets Space.</source> <volume>68</volume>, <fpage>112</fpage>. <pub-id pub-id-type="doi">10.1186/s40623-016-0486-1</pub-id> </citation>
</ref>
<ref id="B17">
<citation citation-type="web">
<person-group person-group-type="author">
<name>
<surname>Flandrin</surname>
<given-names>P.</given-names>
</name>
</person-group> (<year>2009</year>). <article-title>Matlab toolbox: empirical mode decomposition</article-title>. <comment>Available at: <ext-link ext-link-type="uri" xlink:href="http://perso.ens-lyon.fr/patrick.flandrin/software2.html">http://perso.ens-lyon.fr/patrick.flandrin/software2.html</ext-link>
</comment> (<comment>Accessed</comment> February 26, 2009). </citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Friis-Christensen</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>L&#xfc;hr</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Hulot</surname>
<given-names>G.</given-names>
</name>
</person-group> (<year>2006</year>). <article-title>Swarm: a constellation to study the Earth&#x2019;s magnetic field</article-title>. <source>Earth Planets Space.</source> <volume>58</volume>, <fpage>351</fpage>&#x2013;<lpage>358</lpage>. <pub-id pub-id-type="doi">10.1186/bf03351933</pub-id> </citation>
</ref>
<ref id="B19">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Gillet</surname>
<given-names>N.</given-names>
</name>
</person-group> (<year>2019</year>). &#x201c;<article-title>Spatial and temporal changes of the geomagnetic field: insights from forward and inverse core field models</article-title>,&#x201d; in <source>Geomagnetism, aeronomy and space weather: a journey from the Earth&#x27;s core to the sun</source>. Editors <person-group person-group-type="editor">
<name>
<surname>Mandea</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Korte</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Yau</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Petrovsky</surname>
<given-names>E.</given-names>
</name>
</person-group> (<publisher-loc>Cambridge, England</publisher-loc>: <publisher-name>Cambridge University Press</publisher-name>), <fpage>115</fpage>&#x2013;<lpage>132</lpage>. </citation>
</ref>
<ref id="B48">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Gubbins</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Jones</surname>
<given-names>A. L.</given-names>
</name>
<name>
<surname>Finlay</surname>
<given-names>C. C.</given-names>
</name>
</person-group> (<year>2006</year>). <article-title>Fall in Earth&#x0027;s magnetic field is erratic</article-title>, in <source>Science</source>. <volume>312</volume> (<issue>5775</issue>), <fpage>900</fpage>&#x2013;<lpage>902</lpage>. <pub-id pub-id-type="doi">10.1126/science.1124855</pub-id>
</citation>
</ref>
<ref id="B20">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Hammer</surname>
<given-names>M. D.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Local estimation of the Earth&#x2019;s core magnetic field</article-title>. <comment>PhD thesis</comment>. <publisher-loc>Kongens Lyngby (Denmark)</publisher-loc>: <publisher-name>Technical University of Denmark (DTU)</publisher-name>. </citation>
</ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hulot</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Eymin</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Langlais</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Mandea</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Olsen</surname>
<given-names>N.</given-names>
</name>
</person-group> (<year>2002</year>). <article-title>Small scale structure of the geodynamo inferred from Oersted and Magsat satellite data</article-title>. <source>Nature.</source> <volume>416</volume>, <fpage>620</fpage>&#x2013;<lpage>623</lpage>. <pub-id pub-id-type="doi">10.1038/416620a</pub-id> </citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jackson</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Jonkers</surname>
<given-names>A. R. T.</given-names>
</name>
<name>
<surname>Walker</surname>
<given-names>M. R.</given-names>
</name>
</person-group> (<year>2000</year>). <article-title>Four centuries of geomagnetic secular variation from historical records</article-title>, <source>Philos. Trans. Roy. Soc. London Ser. A.</source> <volume>358</volume> (<issue>1768</issue>), <fpage>957</fpage>&#x2013;<lpage>990</lpage>. <pub-id pub-id-type="doi">10.1098/rsta.2000.0569</pub-id> </citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kim</surname>
<given-names>H. R.</given-names>
</name>
<name>
<surname>von Frese</surname>
<given-names>R. R. B.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Localized analysis of polar geomagnetic jerks</article-title>. <source>Tectonophysics.</source> <volume>585</volume>, <fpage>26</fpage>&#x2013;<lpage>33</lpage>. <pub-id pub-id-type="doi">10.1016/j.tecto.2012.06.038</pub-id> </citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kloss</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Finlay</surname>
<given-names>C. C.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Time-dependent low-latitude core flow and geomagnetic field acceleration pulses</article-title>. <source>Geophys. J. Int.</source> <volume>217</volume> (<issue>1</issue>), <fpage>140</fpage>&#x2013;<lpage>168</lpage>. <pub-id pub-id-type="doi">10.1093/gji/ggy545</pub-id> </citation>
</ref>
<ref id="B25">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kotz&#xe9;</surname>
<given-names>P. B.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>The 2014 geomagnetic jerk as observed by southern African magnetic observatories</article-title>. <source>Earth Planets Space.</source> <volume>69</volume>, <fpage>17</fpage>. <pub-id pub-id-type="doi">10.1186/s40623-017-0605-7</pub-id> </citation>
</ref>
<ref id="B26">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Laj</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Kissel</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>An impending geomagnetic transition? Hints from the past</article-title>. <source>Front. Earth Sci.</source> <volume>3</volume>, <fpage>10</fpage>. <pub-id pub-id-type="doi">10.3389/feart.2015.00061</pub-id> </citation>
</ref>
<ref id="B27">
<citation citation-type="web">
<person-group person-group-type="author">
<name>
<surname>Lesur</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Wardinski</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Hamoudi</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Rother</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Kunagu</surname>
<given-names>P.</given-names>
</name>
</person-group> (<year>2011</year>). &#x201c;<article-title>Third version of the GFZ reference internal magnetic model: GRIMM-3, IUGG2011, MR207</article-title>,&#x201d; in <conf-name>25th IUGG General Assembly</conf-name>, <conf-loc>Melbourne, Australia</conf-loc>, <conf-date>June 27&#x2013;July 8, 2011</conf-date>, <volume>1356</volume> (<issue>4</issue>), <fpage>1345</fpage>&#x2013;<lpage>1378</lpage>. <comment>Available at: <ext-link ext-link-type="uri" xlink:href="https://gfzpublic.gfz-potsdam.de/pubman/item/item_243756">https://gfzpublic.gfz-potsdam.de/pubman/item/item_243756</ext-link>
</comment> (<comment>Accessed</comment> July 7, 2011). </citation>
</ref>
<ref id="B28">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lesur</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Wardinski</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Hamoudi</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Rother</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>The second generation of the GFZ reference internal magnetic model: GRIMM-2</article-title>. <source>Earth Planets Space.</source> <volume>62</volume> (<issue>6</issue>), <fpage>765</fpage>&#x2013;<lpage>773</lpage>. <pub-id pub-id-type="doi">10.5047/eps.2010.07.007</pub-id> </citation>
</ref>
<ref id="B29">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Malin</surname>
<given-names>S. R. C.</given-names>
</name>
<name>
<surname>Hodder</surname>
<given-names>B. M.</given-names>
</name>
<name>
<surname>Barraclough</surname>
<given-names>D. R.</given-names>
</name>
</person-group> (<year>1983</year>). &#x201c;<article-title>Geomagnetic secular variation: a jerk in 1970</article-title>,&#x201d; in <source>Publicaciones del Observatorio del Ebro. Memoria</source>. <publisher-loc>Roquetes, Spain</publisher-loc>: <publisher-name>Observatori de l&#x2019;Ebre</publisher-name>, <volume>Vol. 14</volume>, <fpage>239</fpage>&#x2013;<lpage>256</lpage>. </citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mandea</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Holme</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Pais</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Pinheiro</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Jackson</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Verbanac</surname>
<given-names>G.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Geomagnetic jerks: rapid core field variations and core dynamics</article-title>. <source>Space Sci. Rev.</source> <volume>155</volume>, <fpage>147</fpage>&#x2013;<lpage>175</lpage>. <pub-id pub-id-type="doi">10.1007/s11214-010-9663-x</pub-id> </citation>
</ref>
<ref id="B31">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mandea</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Macmillan</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2000</year>). <article-title>International geomagnetic reference field&#x2014;the eighth generation</article-title>. <source>Earth Planets Space.</source> <volume>52</volume>, <fpage>1119</fpage>&#x2013;<lpage>1124</lpage>. <pub-id pub-id-type="doi">10.1186/bf03352342</pub-id> </citation>
</ref>
<ref id="B32">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Olsen</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Haagmans</surname>
<given-names>R.</given-names>
</name>
</person-group> (<year>2006</year>). <article-title>Swarm&#x2014;the Earth&#x2019;s magnetic field and environment explorers. special issue</article-title>. <source>Earth Planets Space.</source> <volume>58</volume>, <fpage>349</fpage>&#x2013;<lpage>496</lpage>. <pub-id pub-id-type="doi">10.1186/bf03351932</pub-id> </citation>
</ref>
<ref id="B33">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Olsen</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Mandea</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2008</year>). <article-title>Rapidly changing flows in the Earth&#x2019;s core</article-title>. <source>Nat. Geosci.</source> <volume>1</volume> (<issue>6</issue>), <fpage>390</fpage>&#x2013;<lpage>394</lpage>. <pub-id pub-id-type="doi">10.1038/ngeo203</pub-id> </citation>
</ref>
<ref id="B34">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Olsen</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Mandea</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Sabaka</surname>
<given-names>T. J.</given-names>
</name>
<name>
<surname>T&#xf8;ffner-Clausen</surname>
<given-names>L.</given-names>
</name>
</person-group> (<year>2009</year>). <article-title>CHAOS-2&#x2013;A geomagnetic field model derived from one decade of continuous satellite data</article-title>. <source>Geophys. J. Int.</source> <volume>179</volume>, <fpage>1477</fpage>&#x2013;<lpage>1487</lpage>. <pub-id pub-id-type="doi">10.1111/j.1365-246X.2009.04386.x</pub-id> </citation>
</ref>
<ref id="B35">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Olson</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Amit</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2006</year>). <article-title>Changes in Earth&#x2019;s dipole</article-title>. <source>Naturwissenschaften.</source> <volume>93</volume>, <fpage>519</fpage>&#x2013;<lpage>542</lpage>. <pub-id pub-id-type="doi">10.1007/s00114-006-0138-6</pub-id> </citation>
</ref>
<ref id="B36">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pav&#xf3;n-Carrasco</surname>
<given-names>F. J.</given-names>
</name>
<name>
<surname>De Santis</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>The South Atlantic anomaly: the key for a possible geomagnetic reversal</article-title>. <source>Front. Earth Sci.</source> <volume>4</volume>, <fpage>40</fpage>. <pub-id pub-id-type="doi">10.3389/feart.2016.00040</pub-id> </citation>
</ref>
<ref id="B37">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pinheiro</surname>
<given-names>K. J.</given-names>
</name>
<name>
<surname>Jackson</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Finlay</surname>
<given-names>C. C.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Measurements and uncertainties of the occurrence time of the 1969, 1978, 1991, and 1999 geomagnetic jerks</article-title>. <source>Geochem. Geophys. Geosyst.</source> <volume>12</volume>, <fpage>Q10015</fpage>. <pub-id pub-id-type="doi">10.1029/2011GC003706</pub-id> </citation>
</ref>
<ref id="B38">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Qamili</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>De Santis</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Isac</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Mandea</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Duka</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Simonyan</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Geomagnetic jerks as chaotic fluctuations of the Earth&#x2019;s magnetic field</article-title>. <source>Geochem. Geophys. Geosyst.</source> <volume>14</volume>, <fpage>839</fpage>&#x2013;<lpage>850</lpage>. <pub-id pub-id-type="doi">10.1029/2012GC004398</pub-id> </citation>
</ref>
<ref id="B39">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Soloviev</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Chulliat</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Bogoutdinov</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Detection of secular acceleration pulses from magnetic observatory data</article-title>. <source>Phys. Earth Planet. In.</source> <volume>270</volume>, <fpage>128</fpage>&#x2013;<lpage>142</lpage>. <pub-id pub-id-type="doi">10.1016/j.pepi.2017.07.005</pub-id> </citation>
</ref>
<ref id="B40">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tarduno</surname>
<given-names>J. A.</given-names>
</name>
<name>
<surname>Watkeys</surname>
<given-names>M. K.</given-names>
</name>
<name>
<surname>Huffman</surname>
<given-names>T. N.</given-names>
</name>
<name>
<surname>Cottrell</surname>
<given-names>R. D.</given-names>
</name>
<name>
<surname>Blackman</surname>
<given-names>E. G.</given-names>
</name>
<name>
<surname>Wendt</surname>
<given-names>A.</given-names>
</name>
<etal/>
</person-group> (<year>2015</year>). <article-title>Antiquity of the South Atlantic Anomaly and evidence for top-down control on the geodynamo</article-title>. <source>Nat. Commun.</source> <volume>6</volume>, <pub-id pub-id-type="doi">10.1038/ncomms8865</pub-id> </citation>
</ref>
<ref id="B41">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Terra-Nova</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Amit</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Hartmann</surname>
<given-names>G. A.</given-names>
</name>
<name>
<surname>Trindade</surname>
<given-names>R. I. F.</given-names>
</name>
<name>
<surname>Pinheiro</surname>
<given-names>K. J.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Relating the South Atlantic anomaly and geomagnetic flux patches</article-title>. <source>Phys. Earth Planet. In.</source> <volume>266</volume>, <fpage>39</fpage>&#x2013;<lpage>53</lpage>. <pub-id pub-id-type="doi">10.1016/j.pepi.2017.03.002</pub-id> </citation>
</ref>
<ref id="B42">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Terra-Nova</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Amit</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Hartmann</surname>
<given-names>G. A.</given-names>
</name>
<name>
<surname>Trindade</surname>
<given-names>R. I. F.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>The time dependence of reversed archeomagnetic flux patches</article-title>. <source>J. Geophys. Res. Solid Earth.</source> <volume>120</volume>, <fpage>691</fpage>&#x2013;<lpage>704</lpage>. <pub-id pub-id-type="doi">10.1002/2014JB011742</pub-id> </citation>
</ref>
<ref id="B43">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Terra-Nova</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Amit</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Hartmann</surname>
<given-names>G. A.</given-names>
</name>
<name>
<surname>Trindade</surname>
<given-names>R. I. F.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Using archaeomagnetic field models to constrain the physics of the core: robustness and preferred locations of reversed flux patches</article-title>. <source>Geophys. J. Int.</source> <volume>206</volume> (<issue>3</issue>), <fpage>1890</fpage>&#x2013;<lpage>1913</lpage>. <pub-id pub-id-type="doi">10.1093/gji/ggw248</pub-id> </citation>
</ref>
<ref id="B44">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Torta</surname>
<given-names>J. M.</given-names>
</name>
<name>
<surname>Pav&#xf3;n&#x2010;Carrasco</surname>
<given-names>F. J.</given-names>
</name>
<name>
<surname>Marsal</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Finlay</surname>
<given-names>C. C.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Evidence for a new geomagnetic jerk in 2014</article-title>. <source>Geophys. Res. Lett.</source> <volume>42</volume>, <fpage>7933</fpage>&#x2013;<lpage>7940</lpage>. <pub-id pub-id-type="doi">10.1002/2015GL065501</pub-id> </citation>
</ref>
<ref id="B45">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tozzi</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>De Michelis</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Meloni</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2009</year>). <article-title>Geomagnetic jerks in the polar regions</article-title>. <source>Geophys. Res. Lett.</source> <volume>36</volume>, <fpage>L15304</fpage>. <pub-id pub-id-type="doi">10.1029/2009GL039359</pub-id> </citation>
</ref>
<ref id="B46">
<citation citation-type="web">
<person-group person-group-type="author">
<name>
<surname>Whaler</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Hammer</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Finlay</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Olsen</surname>
<given-names>N.</given-names>
</name>
</person-group> (<year>2020</year>). &#x201c;<article-title>Core-mantle boundary flows obtained purely from Swarm secular variation gradient information</article-title>,&#x201d; in <conf-name>22nd EGU General Assembly</conf-name>, <conf-loc>Vienna, Austria</conf-loc>, <conf-date>May 4&#x2013;8, 2020</conf-date>. <comment>Available at: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.5194/egusphere-egu2020-9616">https://doi.org/10.5194/egusphere-egu2020-9616</ext-link>
</comment> (<comment>Accessed</comment> April 30, 2020). </citation>
</ref>
</ref-list>
</back>
</article>
