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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Astron. Space Sci.</journal-id>
<journal-title>Frontiers in Astronomy and Space Sciences</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Astron. Space Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-987X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1528501</article-id>
<article-id pub-id-type="doi">10.3389/fspas.2024.1528501</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Astronomy and Space Sciences</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>The effects of plasma source on adiabatic electron acceleration at dipolarization fronts</article-title>
<alt-title alt-title-type="left-running-head">Chepuri et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fspas.2024.1528501">10.3389/fspas.2024.1528501</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Chepuri</surname>
<given-names>S. N. F.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1782291/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Jaynes</surname>
<given-names>A. N.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2012580/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Joseph</surname>
<given-names>J.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1958358/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Turner</surname>
<given-names>D. L.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1843657/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Gabrielse</surname>
<given-names>C.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1184187/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Cohen</surname>
<given-names>I. J.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1785570/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Baker</surname>
<given-names>D. N.</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/839441/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Mauk</surname>
<given-names>B. H.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1138249/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Leonard</surname>
<given-names>T.</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2196499/overview"/>
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<contrib contrib-type="author">
<name>
<surname>Fennell</surname>
<given-names>J. F.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
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</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Physics and Astronomy</institution>, <institution>University of Iowa</institution>, <addr-line>Iowa City</addr-line>, <addr-line>IA</addr-line>, <country>United States</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>The Johns Hopkins University Applied Physics Laboratory</institution>, <addr-line>Laurel</addr-line>, <addr-line>MD</addr-line>, <country>United States</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>The Aerospace Corporation</institution>, <addr-line>El Segundo</addr-line>, <addr-line>CA</addr-line>, <country>United States</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Laboratory of Atmospheric and Space Physics</institution>, <institution>University of Colorado Boulder</institution>, <addr-line>Boulder</addr-line>, <addr-line>CO</addr-line>, <country>United States</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>CIRES</institution>, <institution>University of Colorado Boulder</institution>, <addr-line>Boulder</addr-line>, <addr-line>CO</addr-line>, <country>United States</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/546069/overview">Evgeny V. Mishin</ext-link>, Boston College, United States</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/1931526/overview">Ravindra Desai</ext-link>, University of Warwick, United Kingdom</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/187391/overview">Joseph E. Borovsky</ext-link>, Space Science Institute (SSI), United States</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: S. N. F. Chepuri, <email>sanjay-chepuri@uiowa.edu</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>13</day>
<month>01</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>11</volume>
<elocation-id>1528501</elocation-id>
<history>
<date date-type="received">
<day>14</day>
<month>11</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>24</day>
<month>12</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Chepuri, Jaynes, Joseph, Turner, Gabrielse, Cohen, Baker, Mauk, Leonard and Fennell.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Chepuri, Jaynes, Joseph, Turner, Gabrielse, Cohen, Baker, Mauk, Leonard and Fennell</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>Particle acceleration is a commonly observed phenomenon at dipolarization fronts. Many studies have attempted to determine the acceleration mechanism, with betatron acceleration being a major candidate. In previous work, we attempted to match the observed change in electron energy to the change predicted by betatron acceleration, but found that although this worked in some cases, overall betatron acceleration alone could not describe the observed energy spectrum changes. In this work, we attempted to study whether ion acceleration showed similar behavior and whether a quasi-adiabatic correction would be more accurate. On average the betatron acceleration equation overestimated the observed acceleration and the quasi-adiabatic correction did not account for the difference, although there are limitations to this study due to data fidelity. We then turned to study whether our assumptions about the source population having the same phase space density as the cold pre-existing background population in the plasma sheet are valid. We indirectly studied this by comparing the relative abundances of <inline-formula id="inf1">
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</inline-formula> as proxies for ionospheric and solar wind populations respectively. We found the betatron acceleration equation method performs slightly better when there is a stronger ionospheric component. This suggests that when more plasma containing <inline-formula id="inf3">
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</abstract>
<kwd-group>
<kwd>energetic particles</kwd>
<kwd>dipolarization fronts</kwd>
<kwd>adiabatic acceleration</kwd>
<kwd>betatron acceleration</kwd>
<kwd>MMS</kwd>
<kwd>magnetotail</kwd>
<kwd>ions</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Space Physics</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Dipolarization fronts (DFs) are a commonly observed phenomenon in the tail of Earth&#x2019;s magnetosphere. They are observed as a sudden increase in the z-component of the magnetic field (e.g., <xref ref-type="bibr" rid="B48">Russell and McPherron, 1973</xref>; <xref ref-type="bibr" rid="B1">Angelopoulos et al., 1992</xref>; <xref ref-type="bibr" rid="B40">Nakamura et al., 2002</xref>). This increased z-component is a result of the fact that DFs carry a more dipolar field than the stretched tail field around it. Accompanying reconnection in the tail, there is often a high-speed earthward flow such as a bursty bulk flow (BBF) (e.g., <xref ref-type="bibr" rid="B1">Angelopoulos et al., 1992</xref>). Dipolarizing flux bundles (DFBs) are smaller flux tubes embedded in BBFs that carry a more dipolar field than the surrounding plasma (e.g., <xref ref-type="bibr" rid="B35">Liu et al., 2014</xref>). DFs are the kinetic-scale boundaries between DFBs and are often considered a tangential discontinuity between the dipolar field and the stretched tail field (e.g., <xref ref-type="bibr" rid="B50">Sergeev et al., 2009</xref>; <xref ref-type="bibr" rid="B17">Fu et al., 2012</xref>), although not always (<xref ref-type="bibr" rid="B3">Balikhin et al., 2014</xref>). This process is associated with substorms (e.g., <xref ref-type="bibr" rid="B4">Baumjohann et al., 1999</xref>; <xref ref-type="bibr" rid="B16">Fu et al., 2020</xref>, and references therein) with evidence that they are more common with higher geomagnetic activity (e.g., <xref ref-type="bibr" rid="B35">Liu et al., 2014</xref>), a link furthered by the occurrence rate of DFs being about five events per day (<xref ref-type="bibr" rid="B34">Liu et al., 2013</xref>; <xref ref-type="bibr" rid="B57">Xiao et al., 2017</xref>), which is comparable to substorms.</p>
<p>An increase in the flux of energetic (a few 10 s of keV) ions has been found in many cases at DFs (e.g., <xref ref-type="bibr" rid="B46">Runov et al., 2011</xref>; <xref ref-type="bibr" rid="B41">Pan et al., 2014</xref>; <xref ref-type="bibr" rid="B6">Birn et al., 2015</xref>; <xref ref-type="bibr" rid="B37">Malykhin et al., 2018</xref>), most prominently at DFs with the strongest increase in <inline-formula id="inf4">
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</inline-formula> (<xref ref-type="bibr" rid="B37">Malykhin et al., 2018</xref>). At lower energies, below around 20 keV, the proton flux can decrease due to those ions coming from less dense sources (<xref ref-type="bibr" rid="B6">Birn et al., 2015</xref>). The energetic ions at <inline-formula id="inf5">
<mml:math id="m5">
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</inline-formula>20 keV-<inline-formula id="inf6">
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</inline-formula>80 keV are found earthward of the DF, while they are found closer to the DF above that energy (<xref ref-type="bibr" rid="B6">Birn et al., 2015</xref>). This is because the ions are often accelerated when reflected by the DF, so they end up in front of it (<xref ref-type="bibr" rid="B65">Zhou et al., 2010</xref>; <xref ref-type="bibr" rid="B67">Zhou et al., 2019</xref>). These ions are typically anisotropic, sometimes with pancake-like (i.e., trapped) pitch-angle distributions, likely as a result of betatron-type acceleration (<xref ref-type="bibr" rid="B7">Birn et al., 2017</xref>; <xref ref-type="bibr" rid="B66">Zhou et al., 2018</xref>). <xref ref-type="bibr" rid="B66">Zhou et al. (2018)</xref> tested the anisotropy against an adiabaticity parameter and found that the anisotropy was stronger when the plasma was more adiabatic. Although these energetic ions are primarily <inline-formula id="inf7">
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</inline-formula> can be efficiently accelerated at DFs as well, and are accelerated even further when the DFs are followed by turbulence (<xref ref-type="bibr" rid="B42">Panasyuk et al., 2021</xref>).</p>
<p>The acceleration of ions at DFs is much more complicated than electrons at the same location because in general the thickness of the front is smaller than the ion gyroradius, so fully adiabatic acceleration is not possible (e.g., <xref ref-type="bibr" rid="B37">Malykhin et al., 2018</xref>), producing orbits that are &#x201c;partially adiabatic and weakly chaotic&#x201d; (<xref ref-type="bibr" rid="B9">B&#xfc;chner and Zelenyi, 1989</xref>). For example, a typical DF thickness is <inline-formula id="inf9">
<mml:math id="m9">
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</inline-formula>1,000 km (e.g., <xref ref-type="bibr" rid="B46">Runov et al., 2011</xref>) while the gyroradius of a 50 keV proton in a 10 nT field can be up to <inline-formula id="inf10">
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</inline-formula> km but a 50 keV electron in the same field has a gyroradius of <inline-formula id="inf11">
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</inline-formula> km, so nonadiabatic effects that are not relevant for electrons are for protons and heavier ions. An example of the type of particle motion occurring in this situation is a Speiser orbit (<xref ref-type="bibr" rid="B51">Speiser, 1965</xref>) with half orbits around <inline-formula id="inf12">
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</inline-formula> in the equatorial plane followed by quasi-adiabatic motion out of the plane (<xref ref-type="bibr" rid="B6">Birn et al., 2015</xref>). Ions can also be reflected at DFs multiple times (e.g., <xref ref-type="bibr" rid="B65">Zhou et al., 2010</xref>; <xref ref-type="bibr" rid="B64">Zhou et al., 2012</xref>; <xref ref-type="bibr" rid="B6">Birn et al., 2015</xref>; <xref ref-type="bibr" rid="B36">Lu et al., 2016</xref>; <xref ref-type="bibr" rid="B66">Zhou et al., 2018</xref>). Another way in which the ions can be not fully adiabatic is when they originate near the reconnection site and initially gain energy nonadiabatically before adiabatic or quasi-adiabatic acceleration once they reach the DFs (<xref ref-type="bibr" rid="B41">Pan et al., 2014</xref>). There are other fully non-adiabatic ways in which ions can be accelerated as well however. They can be trapped if the DF has a negative <inline-formula id="inf13">
<mml:math id="m13">
<mml:mrow>
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<mml:mrow>
<mml:mi>z</mml:mi>
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</inline-formula> dip or quasi-trapped if <inline-formula id="inf14">
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</inline-formula> never drops below 0. Quasi-trapping can accelerate particle over 40 keV depending on the number of encounters with the front before getting magnetized and trapping can accelerate particles up to 100 keV depending on how much time the particle is in phase with the front. Additionally wave-particle interactions can accelerate ions. Some of these include waves in turbulent magnetic structures (<xref ref-type="bibr" rid="B20">Grigorenko et al., 2015</xref>) and lower hybrid drift (LHD) waves, especially in slower DFs (<xref ref-type="bibr" rid="B19">Greco et al., 2017</xref>).</p>
<p>These ions present in the plasma sheet are a mix of ions from the ionosphere like <inline-formula id="inf15">
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<mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:mo>&#x2b;</mml:mo>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> (e.g., <xref ref-type="bibr" rid="B60">Young et al., 1982</xref>; <xref ref-type="bibr" rid="B12">Daglis, 2006</xref>; <xref ref-type="bibr" rid="B27">Kistler, 2020</xref>). <inline-formula id="inf21">
<mml:math id="m21">
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<mml:mrow>
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</mml:mrow>
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</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> is present at both sources, so it is not useful for distinguishing between the two populations. The solar wind is highly ionized, with the most common species after <inline-formula id="inf22">
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</inline-formula> at <inline-formula id="inf24">
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</mml:mrow>
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</inline-formula>1%&#x2013;4% of the plasma depending on the solar cycle and whether it is in the fast or slow solar wind. Meanwhile, the ionosphere is mostly singly ionized, with <inline-formula id="inf25">
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</inline-formula>, and <inline-formula id="inf28">
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<mml:msup>
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</mml:mrow>
<mml:mrow>
<mml:mo>&#x2b;</mml:mo>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> (e.g., <xref ref-type="bibr" rid="B27">Kistler, 2020</xref>). <inline-formula id="inf29">
<mml:math id="m29">
<mml:mrow>
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</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> can enter the plasma sheet from either the nightside auroral region or dayside cusp, especially during storms (e.g., <xref ref-type="bibr" rid="B24">Kistler et al., 2010</xref>; <xref ref-type="bibr" rid="B26">Kistler et al., 2016</xref>; <xref ref-type="bibr" rid="B23">Kistler et al., 2019</xref>). During storms, <inline-formula id="inf30">
<mml:math id="m30">
<mml:mrow>
<mml:msup>
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</inline-formula> in the plasma sheet is enhanced (<xref ref-type="bibr" rid="B25">Kistler et al., 2005</xref>) and the source evolves from being primarily solar wind dominated to primarily ionosphere dominated (<xref ref-type="bibr" rid="B22">Kistler et al., 2023</xref>). <inline-formula id="inf31">
<mml:math id="m31">
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</inline-formula> is also enhanced in the plasma sheet during substorms (<xref ref-type="bibr" rid="B43">Pandya et al., 2018</xref>) and more specifically the levels of <inline-formula id="inf32">
<mml:math id="m32">
<mml:mrow>
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</inline-formula> increase with higher Kp index (<xref ref-type="bibr" rid="B60">Young et al., 1982</xref>; <xref ref-type="bibr" rid="B39">Mouikis et al., 2010</xref>; <xref ref-type="bibr" rid="B43">Pandya et al., 2018</xref>). These cold ionospheric ions can be found behind a DF (<xref ref-type="bibr" rid="B53">Wang et al., 2017</xref>; <xref ref-type="bibr" rid="B58">Xu et al., 2019</xref>) and can even affect the DF itself, such as by making the DF slower (<xref ref-type="bibr" rid="B31">Liang et al., 2016</xref>). <inline-formula id="inf33">
<mml:math id="m33">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mi mathvariant="normal">O</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2b;</mml:mo>
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</mml:mrow>
</mml:math>
</inline-formula> density is enhanced at DFs like <inline-formula id="inf34">
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</mml:math>
</inline-formula> density is, but it occurs more gradually (<xref ref-type="bibr" rid="B63">Zhao et al., 2018</xref>).</p>
<p>
<inline-formula id="inf35">
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</mml:mrow>
<mml:mrow>
<mml:mo>&#x2b;</mml:mo>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> can reach the plasma sheet from two origins: either the cusp on the dayside or the auroral region on the nightside (e.g., <xref ref-type="bibr" rid="B59">Yau et al., 1985</xref>). Of these two, both can be relevant but generally the auroral zone is a larger contributor (e.g., <xref ref-type="bibr" rid="B59">Yau et al., 1985</xref>; <xref ref-type="bibr" rid="B55">Winglee, 2003</xref>). The tail is generally more disturbed when more <inline-formula id="inf36">
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</mml:mrow>
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</mml:mrow>
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</mml:mrow>
</mml:math>
</inline-formula> is from the cusp than the auroral zone (<xref ref-type="bibr" rid="B62">Yu and Ridley, 2013</xref>). These ions are most commonly deposited into the plasma sheet at a distance of <inline-formula id="inf37">
<mml:math id="m37">
<mml:mrow>
<mml:mo>&#x223c;</mml:mo>
</mml:mrow>
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</inline-formula> 20&#x2013;40 <inline-formula id="inf38">
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</inline-formula> downtail (<xref ref-type="bibr" rid="B30">Li et al., 2013</xref>; <xref ref-type="bibr" rid="B2">Artemyev et al., 2020</xref>), which is often tailward of a DF (<xref ref-type="bibr" rid="B32">Liang et al., 2017</xref>). In fact, increased levels of <inline-formula id="inf39">
<mml:math id="m39">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mi mathvariant="normal">O</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2b;</mml:mo>
</mml:mrow>
</mml:msup>
</mml:mrow>
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</inline-formula> can cause the nightside reconnection site to move earthward, so <inline-formula id="inf40">
<mml:math id="m40">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mi mathvariant="normal">O</mml:mi>
</mml:mrow>
<mml:mrow>
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</mml:mrow>
</mml:math>
</inline-formula> is often deposited near the reconnection site or sometimes even downtail of it (<xref ref-type="bibr" rid="B54">Wiltberger et al., 2010</xref>). Polar wind plasma, which is primarily <inline-formula id="inf41">
<mml:math id="m41">
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</mml:mrow>
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<mml:mo>&#x2b;</mml:mo>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>, reaches the plasma sheet first, followed by the hot cusp plasma and auroral outflow that have more <inline-formula id="inf42">
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</mml:mrow>
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</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> (<xref ref-type="bibr" rid="B22">Kistler et al., 2023</xref>). The distance downtail ions are transported into the plasma sheet depends on the particle velocity, not energy, so for the same energy <inline-formula id="inf43">
<mml:math id="m43">
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</mml:mrow>
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</inline-formula> will enter closer to Earth than <inline-formula id="inf44">
<mml:math id="m44">
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</mml:mrow>
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</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> will (<xref ref-type="bibr" rid="B27">Kistler, 2020</xref>). There is also a dawn-dusk asymmetry in where ions are transported, with more on the dusk side despite there not being a corresponding asymmetry in the source region (<xref ref-type="bibr" rid="B30">Li et al., 2013</xref>), with this asymmetry also present for energetic <inline-formula id="inf45">
<mml:math id="m45">
<mml:mrow>
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</mml:mrow>
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</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> in addition to cold ions (<xref ref-type="bibr" rid="B28">Kronberg et al., 2015</xref>). Once the ions are in the plasma sheet, their flow is primarily earthward, but there is a very small dawnward component on the dawnside and a more significant duskward component on the duskside (<xref ref-type="bibr" rid="B21">Hori et al., 2000</xref>).</p>
<p>This work builds off of the study we previously undertook in <xref ref-type="bibr" rid="B11">Chepuri et al. (2023)</xref>. In that study we studied how well adiabatic acceleration equations explained energetic electron observations at DFs. We found that betatron acceleration overestimated the observed electron acceleration while a combined betatron and Fermi acceleration equation underestimated it while having a high error. Two potential explanations are that there are non-adiabatic processes occurring or that the implicit assumption in this method that the quiet plasma sheet before the DF is similar to the source population is not generally valid. In this work, first we attempt to study ion acceleration to see if they exhibit similar behavior to electrons. Then, we study the composition of the plasma as a proxy for what the source population is to try to answer the open questions from the previous study.</p>
</sec>
<sec id="s2">
<title>2 Instruments</title>
<p>The Magnetospheric Multiscale (MMS) mission consists of four spacecraft in tight formation launched in 2015 (<xref ref-type="bibr" rid="B10">Burch et al., 2016</xref>). Starting in 2017, the orbit had an apogee of <inline-formula id="inf46">
<mml:math id="m46">
<mml:mrow>
<mml:mo>&#x223c;</mml:mo>
<mml:mn>25</mml:mn>
<mml:mspace width="2.77695pt" class="tmspace"/>
<mml:msub>
<mml:mrow>
<mml:mi>R</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>E</mml:mi>
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</inline-formula> to spend the most amount of time possible in the nightside reconnection region (<xref ref-type="bibr" rid="B18">Fuselier et al., 2016</xref>). The orbit is such that MMS has a tail season when apogee is on the nightside in the Northern hemisphere summer, meaning we can focus our search for events in that time range.</p>
<p>The primary instruments used to measure energetic particles for this study came from the Energetic Particle Detector (EPD) investigation (<xref ref-type="bibr" rid="B38">Mauk et al., 2016</xref>). These were the Fly&#x2019;s Eye Energetic Particle Spectrometer (FEEPS) for electrons (<xref ref-type="bibr" rid="B8">Blake et al., 2016</xref>) and the Energetic Ion Spectrometer (EIS) for ions (<xref ref-type="bibr" rid="B38">Mauk et al., 2016</xref>). FEEPS measures electrons in the energy range of 25&#x2013;650 keV while EIS can measure <inline-formula id="inf47">
<mml:math id="m47">
<mml:mrow>
<mml:msup>
<mml:mrow>
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</mml:mrow>
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</inline-formula> in an energy range of 20&#x2013;500 keV and <inline-formula id="inf48">
<mml:math id="m48">
<mml:mrow>
<mml:msup>
<mml:mrow>
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</mml:mrow>
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</mml:mrow>
</mml:math>
</inline-formula> above <inline-formula id="inf49">
<mml:math id="m49">
<mml:mrow>
<mml:mo>&#x223c;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>130 keV. FEEPS has 16 energy channels and observes nearly a full sky with 2.5 s time resolution in survey mode. EIS uses time-of-flight measurements to determine energies as well as basic differentiation between Hydrogen, Helium, and Oxygen. In addition to EPD data, we also used the Fast Plasma Investigation (FPI) to measure lower energies up to 30 keV (<xref ref-type="bibr" rid="B44">Pollock et al., 2016</xref>). Each spacecraft has four dual 180-degree that spectrometers for electrons, which allow for a <inline-formula id="inf50">
<mml:math id="m50">
<mml:mrow>
<mml:mn>4</mml:mn>
<mml:mi>&#x3c0;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>-sr field of view. To study the composition of the thermal plasma, we used the Hot Plasma Composition Analyzer (HPCA) (<xref ref-type="bibr" rid="B61">Young et al., 2016</xref>). It measures ions from 1 eV to 40 keV and can differentiate between <inline-formula id="inf51">
<mml:math id="m51">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mi mathvariant="normal">H</mml:mi>
</mml:mrow>
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</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf52">
<mml:math id="m52">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mi mathvariant="normal">H</mml:mi>
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</mml:mrow>
<mml:mrow>
<mml:mo>&#x2b;</mml:mo>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf53">
<mml:math id="m53">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mi mathvariant="normal">H</mml:mi>
<mml:mi mathvariant="normal">e</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:mo>&#x2b;</mml:mo>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>, and <inline-formula id="inf54">
<mml:math id="m54">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mi mathvariant="normal">O</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2b;</mml:mo>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>. It does this all with a time resolution of around 10 s.</p>
<p>Data from the FIELDS instrument suite (<xref ref-type="bibr" rid="B52">Torbert et al., 2016</xref>), especially the fluxgate magnetometer (FGM) (<xref ref-type="bibr" rid="B47">Russell et al., 2016</xref>) was also necessary to measure magnetic fields and provide other context. Finally, we studied waves with the search coil magnetometer (<xref ref-type="bibr" rid="B29">Le Contel et al., 2016</xref>) and the electric field double probes (<xref ref-type="bibr" rid="B33">Lindqvist et al., 2016</xref>; <xref ref-type="bibr" rid="B15">Ergun et al., 2016</xref>).</p>
</sec>
<sec id="s3">
<title>3 Ion acceleration</title>
<sec id="s3-1">
<title>3.1 Quasi-adiabatic correction to betatron acceleration</title>
<p>The first complicating factor in using adiabatic acceleration to describe ion acceleration at dipolarization fronts is the fact the ions have larger gyroradii than electrons. Because of this, it is not always accurate to assume the acceleration is adiabatic, and is often described as &#x201c;quasi-adabatic&#x201d; (e.g., <xref ref-type="bibr" rid="B6">Birn et al., 2015</xref>; <xref ref-type="bibr" rid="B45">Runov et al., 2017</xref>), as described in <xref ref-type="sec" rid="s1">Section 1</xref>. One way to account for this mathematically is with an equation describing the variation in the magnetic moment as adiabaticity is violated. <xref ref-type="bibr" rid="B13">Delcourt and Moore (1992)</xref> derived <xref ref-type="disp-formula" rid="e1">Equation 1</xref>:<disp-formula id="e1">
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<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mi>&#x3c7;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mfenced>
<mml:mo stretchy="false">&#x7c;</mml:mo>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>where <inline-formula id="inf55">
<mml:math id="m56">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf56">
<mml:math id="m57">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> are the magnetic moment before and after the dipolarization and <inline-formula id="inf57">
<mml:math id="m58">
<mml:mrow>
<mml:mi>q</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf58">
<mml:math id="m59">
<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>, and <inline-formula id="inf59">
<mml:math id="m60">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> are the charge, mass, and initial velocity of the particle. <inline-formula id="inf60">
<mml:math id="m61">
<mml:mrow>
<mml:mi>&#x3c7;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is defined in <xref ref-type="disp-formula" rid="e2">Equation 2</xref>:<disp-formula id="e2">
<mml:math id="m62">
<mml:mrow>
<mml:mi>&#x3c7;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x3c4;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3c4;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(2)</label>
</disp-formula>where <inline-formula id="inf61">
<mml:math id="m63">
<mml:mrow>
<mml:mi>&#x3c4;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the dipolarization time and <inline-formula id="inf62">
<mml:math id="m64">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3c4;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the cyclotron period. Finally, <inline-formula id="inf63">
<mml:math id="m65">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>C</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="normal">&#x394;</mml:mi>
<mml:mi>A</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is defined in <xref ref-type="disp-formula" rid="e3">Equation 3</xref>:<disp-formula id="e3">
<mml:math id="m66">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>C</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="normal">&#x394;</mml:mi>
<mml:mi>A</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>&#x3c4;</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>E</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>p</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(3)</label>
</disp-formula>where <inline-formula id="inf64">
<mml:math id="m67">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>E</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>p</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is half of the peak electric field. Expanding this equation yields the change in velocity from the change in magnetic field from <inline-formula id="inf65">
<mml:math id="m68">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>B</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> to <inline-formula id="inf66">
<mml:math id="m69">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>B</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> in <xref ref-type="disp-formula" rid="e4">Equation 4</xref>:<disp-formula id="e4">
<mml:math id="m70">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>B</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>B</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#xb1;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>q</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>C</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="normal">&#x394;</mml:mi>
<mml:mi>A</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo stretchy="false">&#x7c;</mml:mo>
<mml:mi>sin</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>&#x3c0;</mml:mi>
<mml:mi>&#x3c7;</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mo stretchy="false">&#x7c;</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mi>&#x3c0;</mml:mi>
<mml:mi>&#x3c7;</mml:mi>
<mml:mo stretchy="false">&#x7c;</mml:mo>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mi>&#x3c7;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mfenced>
<mml:mo stretchy="false">&#x7c;</mml:mo>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(4)</label>
</disp-formula>(<xref ref-type="bibr" rid="B14">Delcourt and Sauvaud, 1994</xref>). When <inline-formula id="inf67">
<mml:math id="m71">
<mml:mrow>
<mml:mi>&#x3c7;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is large, the final term goes as <inline-formula id="inf68">
<mml:math id="m72">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mi>&#x3c7;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> and the correction goes to 0, so this is the adiabatic limit. In this regime, ion behavior resembles previously studied electron behavior. When <inline-formula id="inf69">
<mml:math id="m73">
<mml:mrow>
<mml:mi>&#x3c7;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is small however, the final term goes as <inline-formula id="inf70">
<mml:math id="m74">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>sin</mml:mi>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mi>&#x3c0;</mml:mi>
<mml:mi>&#x3c7;</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mi>&#x3c0;</mml:mi>
<mml:mi>&#x3c7;</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</inline-formula> and the correction is significant. Turning this change in velocity to a change in energy, the quasi-adiabatic betatron acceleration change in energy is given by <xref ref-type="disp-formula" rid="e5">Equation 5</xref>:<disp-formula id="e5">
<mml:math id="m75">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>W</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>B</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>B</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mo stretchy="false">&#x7c;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>B</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo stretchy="false">&#x7c;</mml:mo>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mfenced>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:msqrt>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>W</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:msqrt>
<mml:mo>&#xb1;</mml:mo>
<mml:mi>A</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(5)</label>
</disp-formula>where <inline-formula id="inf71">
<mml:math id="m76">
<mml:mrow>
<mml:mi>A</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>q</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>C</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="normal">&#x394;</mml:mi>
<mml:mi>A</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo stretchy="false">&#x7c;</mml:mo>
<mml:mi>sin</mml:mi>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mi>&#x3c0;</mml:mi>
<mml:mi>&#x3c7;</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mo stretchy="false">&#x7c;</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:msqrt>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>m</mml:mi>
</mml:mrow>
</mml:msqrt>
<mml:mi>&#x3c0;</mml:mi>
<mml:mi>&#x3c7;</mml:mi>
<mml:mo stretchy="false">&#x7c;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mi>&#x3c7;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo stretchy="false">&#x7c;</mml:mo>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</inline-formula>. For the purposes of this study, change in flux is more useful than change in energy, so similar to <xref ref-type="bibr" rid="B11">Chepuri et al. (2023)</xref>, we assumed a piecewise power law with a power law index <inline-formula id="inf72">
<mml:math id="m77">
<mml:mrow>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> to give <xref ref-type="disp-formula" rid="e6">Equation 6</xref> for change in flux:<disp-formula id="e6">
<mml:math id="m78">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>j</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>j</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
<mml:msup>
<mml:mrow>
<mml:mfenced open="[" close="]">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>W</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>B</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>B</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>B</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mfenced>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:msqrt>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>W</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:msqrt>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>A</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:msup>
<mml:mo>.</mml:mo>
</mml:mrow>
</mml:math>
<label>(6)</label>
</disp-formula>
</p>
</sec>
<sec id="s3-2">
<title>3.2 Event selection</title>
<p>We used the same sample of DFs as in <xref ref-type="bibr" rid="B11">Chepuri et al. (2023)</xref>, based on criteria from <xref ref-type="bibr" rid="B49">Schmid et al. (2011)</xref> and <xref ref-type="bibr" rid="B56">Wu et al. (2013)</xref>, which were:<list list-type="simple">
<list-item>
<p>- <inline-formula id="inf73">
<mml:math id="m79">
<mml:mrow>
<mml:mi mathvariant="normal">&#x394;</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>B</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3e;</mml:mo>
<mml:mn>4</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula> nT</p>
</list-item>
<list-item>
<p>- Maximum elevation angle, <inline-formula id="inf74">
<mml:math id="m80">
<mml:mrow>
<mml:mi>&#x3b8;</mml:mi>
<mml:mo>&#x3e;</mml:mo>
<mml:mn>45</mml:mn>
<mml:mo>&#xb0;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>, where <inline-formula id="inf75">
<mml:math id="m81">
<mml:mrow>
<mml:mi>&#x3b8;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mi>tan</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>B</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>B</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>x</mml:mi>
<mml:mi>y</mml:mi>
</mml:mrow>
</mml:msub>
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</mml:mfrac>
</mml:mrow>
</mml:mfenced>
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</inline-formula>
</p>
</list-item>
<list-item>
<p>- Increase in elevation angle, <inline-formula id="inf76">
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<mml:mn>10</mml:mn>
<mml:mo>&#xb0;</mml:mo>
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</mml:math>
</inline-formula>
</p>
</list-item>
<list-item>
<p>- Maximum earthward flow <inline-formula id="inf77">
<mml:math id="m83">
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<mml:mrow>
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<mml:mo>&#x3e;</mml:mo>
<mml:mn>150</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula> km/s</p>
</list-item>
<list-item>
<p>- Maximum plasma <inline-formula id="inf78">
<mml:math id="m84">
<mml:mrow>
<mml:mi>&#x3b2;</mml:mi>
<mml:mo>&#x3e;</mml:mo>
<mml:mn>0.5</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula> to ensure the spacecraft is in the plasma sheet</p>
</list-item>
<list-item>
<p>- Maximum <inline-formula id="inf79">
<mml:math id="m85">
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<mml:msub>
<mml:mrow>
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<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> occurs after the minimum <inline-formula id="inf80">
<mml:math id="m86">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>B</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> so the dipolarization is propagating towards the spacecraft and located at a distance of beyond <inline-formula id="inf81">
<mml:math id="m87">
<mml:mrow>
<mml:mn>10</mml:mn>
<mml:msub>
<mml:mrow>
<mml:mi>R</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>E</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and in an MLT range between 19&#x2013;5. </p>
</list-item>
</list>
</p> <p> Then, to select for events with ion acceleration, we found events with at least a 5x increase in proton flux at either the 54 keV or 80 keV channel in EIS, which are the energies in the range where we expect to see acceleration at DFs. We simply used EIS protons rather than looking at all ion species because <inline-formula id="inf82">
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<mml:mrow>
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<mml:mrow>
<mml:mi mathvariant="normal">H</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2b;</mml:mo>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> is the dominant ion species, so using these protons alone can describe the larger energetic ion population. In addition, to ensure that the observed acceleration was not a fluke of small number statistics, we imposed a limit of 30% error in counts from Poisson statistics. With this definition, we identified 70 events with ion acceleration to use in this study.</p>
</sec>
<sec id="s3-3">
<title>3.3 Results: ion acceleration</title>
<p>To study how well this equation described ion acceleration, we used energetic proton data from the EIS instrument on MMS. However, the survey level EIS data showed a data artifact with a periodicity similar to the spacecraft spin period. For example, this could be the instrument measuring an ion beam which is only visible as the spacecraft spins to face it. Looking into the data more for some examples provided more evidence that it was in fact a beam. The periodic signal was visible in both EIS protons and FEEPS ions, but the flux peak was offset in a way that is consistent with the offset look direction of the two instruments. Additionally, inspection of EIS angle-angle plots show evidence of a beam in protons. These type of artifacts were very common, potentially because they are a result of gyroradius effects of the approaching DF. As a result, we were limited to spin-averaged data to avoid misleading measurements facing different directions. This produces one data point every <inline-formula id="inf83">
<mml:math id="m89">
<mml:mrow>
<mml:mo>&#x223c;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>19.5 s, so it is difficult to match up changes in proton flux at this low time-resolution with changes in the magnetic field that can occur within seconds or even less than a second. <xref ref-type="fig" rid="F1">Figure 1</xref> shows MMS data for one example event on 26 June 2017 and illustrates this data issue. Panel <bold>(a)</bold> shows the magnetic field vector in GSM coordinates, panel <bold>(b)</bold> shows the magnetic elevation angle, panel <bold>(c)</bold> shows the energetic proton flux from EIS with the periodic data artifact clearly visible and the approximate peaks for some of the periods marked by arrows, panel <bold>(d)</bold> shows the spin-averaged EIS energetic proton flux, and panel <bold>(e)</bold> shows the thermal ion flux from FPI. The vertical lines show the minimum <inline-formula id="inf84">
<mml:math id="m90">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>B</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> value before the DF and the peak <inline-formula id="inf85">
<mml:math id="m91">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>B</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>. This level of data cannot be used to precisely test the validity of the equations, but it can at least give a lower bound since the data point we use will include some of the pre-accelerated ion flux in addition to the accelerated ion flux. This means we would expect the modeled flux given by the equation to be lower than the observed flux. We can test it by comparing the observed and modeled energy spectra similar to what we did for the electron spectra in <xref ref-type="bibr" rid="B11">Chepuri et al. (2023)</xref>. <xref ref-type="fig" rid="F2">Figure 2</xref> shows these spectra for the same example event shown in <xref ref-type="fig" rid="F1">Figure 1</xref>. The green squares show the observed ion spectrum before the dipolarization, the black circles show the observed ion spectrum at the peak of the dipolarization, and the purple diamonds show the modeled betatron acceleration with a quasi-adiabatic correction as calculated by <xref ref-type="disp-formula" rid="e6">Equation 6</xref>. The error bars are derived from Poisson statistics assuming a <inline-formula id="inf86">
<mml:math id="m92">
<mml:mrow>
<mml:msqrt>
<mml:mrow>
<mml:mi>N</mml:mi>
</mml:mrow>
</mml:msqrt>
</mml:mrow>
</mml:math>
</inline-formula> error associated with an observation of <inline-formula id="inf87">
<mml:math id="m93">
<mml:mrow>
<mml:mi>N</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> counts. For the energies with overlap between FPI and EIS measurements, the observed fluxes from the two instruments are consistent, validating our choice to assume that measuring energetic protons with EIS is sufficient to explain the overall energetic ion behavior. Similar to the results for betatron acceleration of electrons, we found that on average this method actually overestimated the flux, despite our expectations. Because of the lack of detail in the data, we were not able to examine this more precisely. However, there were two potential factors in this method not being accurate: either there are non-adiabatic processes occurring or this method does not identify the source population being accelerated correctly. Because adding a correction to account for breaking adiabaticity does not improve the method&#x2019;s performance, this suggests that the source population is a bigger problem. To address the question of source population, we will return to the electron events identified in <xref ref-type="bibr" rid="B11">Chepuri et al. (2023)</xref> and add to it the analysis of plasma composition for these events.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>MMS data from an example DF with energetic ion acceleration. <bold>(A)</bold> Magnetic field vector in GSM coordinates, <bold>(B)</bold> Magnetic elevation angle, <bold>(C)</bold> EIS energetic proton flux, <bold>(D)</bold> Spin-averaged EIS energetic proton flux, <bold>(E)</bold> FPI thermal ion flux. The vertical lines show the minimum <inline-formula id="inf88">
<mml:math id="m94">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>B</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> value before the DF and the peak <inline-formula id="inf89">
<mml:math id="m95">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>B</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and the arrows point to the approximate peaks of some of the periodic data artifacts.</p>
</caption>
<graphic xlink:href="fspas-11-1528501-g001.tif"/>
</fig>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Energy spectrum of observed ions before the dipolarization (green squares), observed ions at peak of dipolarization (black circles), and betatron model with quasi-adiabatic correction of ions at peak (purple diamonds).</p>
</caption>
<graphic xlink:href="fspas-11-1528501-g002.tif"/>
</fig>
</sec>
</sec>
<sec id="s4">
<title>4 Plasma population at electron acceleration events</title>
<sec id="s4-1">
<title>4.1 Ion composition data</title>
<p>With <italic>in situ</italic> spacecraft data, we are unable to measure both the source population and the particles that have been accelerated by the DF without extremely fortuitous geometry, so we are unable to definitively test how well betatron acceleration explains acceleration using these equations. However, one way we can gain some information about where the plasma originates is by studying the plasma composition. As discussed in <xref ref-type="sec" rid="s1">Section 1</xref>, we can use the relative levels of different ions to determine how much of the plasma is from different sources, and specifically <inline-formula id="inf90">
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<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mi mathvariant="normal">O</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2b;</mml:mo>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> as a marker of plasma from the ionosphere and <inline-formula id="inf91">
<mml:math id="m97">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mi mathvariant="normal">H</mml:mi>
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</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> as a marker of plasma from the solar wind. We will test the plasma composition of the DFs with electron acceleration that were used in <xref ref-type="bibr" rid="B11">Chepuri et al. (2023)</xref>.</p>
<p>We used the HPCA instrument on MMS to measure the prevalence of these species. However, the compression scheme used on HPCA data gave anomalously low values for minor ion fluxes, including both <inline-formula id="inf92">
<mml:math id="m98">
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<mml:mrow>
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<mml:mrow>
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</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf93">
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</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>, so data from times when this compression scheme was active must be discarded. This leaves us with the periods that this scheme was turned off, which were 27 May 2018 - 25 September 2018, 16 April 2019 - 17 August 2019, and after 24 May 2021 (Kistler, private communication). Luckily for our purposes, the dates when the data is usable from 2018 to 2019 were during the tail season, so most of our data from those years in addition to 2021 and later are reliable. This left us with 70 out of the original 168 events with non-compressed HPCA data.</p>
<p>HPCA can differentiate between four different species: <inline-formula id="inf94">
<mml:math id="m100">
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</inline-formula>, <inline-formula id="inf95">
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</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf96">
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</inline-formula>, and <inline-formula id="inf97">
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</mml:mrow>
</mml:math>
</inline-formula>. We can compare the relative amounts of the two sources by comparing the ratio of the <inline-formula id="inf98">
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</inline-formula> density to the <inline-formula id="inf99">
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</inline-formula> density, and we can also look at the absolute amount of each by using the ratio of <inline-formula id="inf100">
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</inline-formula> density to <inline-formula id="inf101">
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</mml:math>
</inline-formula> density for ionosphere and <inline-formula id="inf102">
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</inline-formula> density to <inline-formula id="inf103">
<mml:math id="m109">
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</mml:mrow>
</mml:math>
</inline-formula> density. <xref ref-type="fig" rid="F3">Figure 3</xref> shows data for an example DF with electron acceleration. Panel <bold>(a)</bold> shows the basic field and particle data for the DF: magnetic field vector in GSM coordinates in panel (a-i), magnetic elevation angle in panel (a-ii), FFEPS energetic electron flux in panel (a-iii), and FPI thermal electron flux in panel (a-iv). Panel (b) shows the HPCA data with the plasma composition. Panel (b-i) shows the <inline-formula id="inf104">
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</inline-formula> density, panel (b-ii) shows the <inline-formula id="inf105">
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</inline-formula> density, panel (b-iii) shows the <inline-formula id="inf106">
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</inline-formula> density, and panel (b-v) shows the ratio of <inline-formula id="inf108">
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</inline-formula> density. Finally, panel (c) shows the energy spectra of observed electrons before the dipolarization (green squares), observed electrons at peak of dipolarization (black circles), and the expected spectrum of electrons based on the betatron acceleration equation (purple diamonds) for this event. For each of our events, we compared the normalized error of the model to the levels of these ion species.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>MMS data including plasma composition from an example DF with energetic electron acceleration. <bold>(A&#x2013;I)</bold> Magnetic field vector in GSM coordinates, <bold>(A&#x2013;II)</bold> Magnetic elevation angle, <bold>(A&#x2013;III)</bold> FEEPS energetic electron flux, <bold>(A&#x2013;IV)</bold> FPI thermal electron flux, <bold>(B&#x2013;I)</bold> <inline-formula id="inf110">
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</inline-formula> density, <bold>(B&#x2013;V)</bold> Ratio of <inline-formula id="inf114">
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</inline-formula> density, <bold>(C)</bold> Energy spectrum of observed electrons before the dipolarization (green squares), observed electrons at peak of dipolarization (black circles), and betatron model of electrons at peak (purple diamonds).</p>
</caption>
<graphic xlink:href="fspas-11-1528501-g003.tif"/>
</fig>
</sec>
<sec id="s4-2">
<title>4.2 Results: source population</title>
<p>To quantify the accuracy of the model, we used the root mean square error of each energy channel for each event normalized to the standard deviation. This was chosen because when this normalized error is greater than 1, we cannot say with any confidence that the equation accurately describes the data. In <xref ref-type="fig" rid="F4">Figure 4</xref>, we show the normalized error for each event as a function of the <inline-formula id="inf116">
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</inline-formula> level (panel <bold>(a)</bold>), <inline-formula id="inf117">
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</inline-formula> level (panel <bold>(b)</bold>), and the ratio between the two species (panel <bold>(c)</bold>). The events are marked if the initial magnetic field is greater than 10 nT (blue), or less (orange), following our results from the previous study that high error events tend to have an initial magnetic field <inline-formula id="inf118">
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</inline-formula>10 nT. From these figures, focusing on the blue data points for high magnetic field, we can see that in panel <bold>(c)</bold> there appears to be lower error for events with a higher level of <inline-formula id="inf119">
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</inline-formula>. Looking at the two individual species, there does not appear to be any correlation with <inline-formula id="inf121">
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</inline-formula>, but it does seem that error is reduced with higher <inline-formula id="inf122">
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</inline-formula> are more important for the improved accuracy of the betatron acceleration equation than lower levels of <inline-formula id="inf124">
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<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>The normalized root mean square error of the betatron acceleration model for each energetic electron event with respect to the plasma composition. <bold>(A)</bold> <inline-formula id="inf125">
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</caption>
<graphic xlink:href="fspas-11-1528501-g004.tif"/>
</fig>
<p>We also looked at a few characteristics of plasma composition in our events to ensure that there were not other factors that we were overlooking in our analysis. Some of these are shown in <xref ref-type="fig" rid="F5">Figure 5</xref>. First we confirmed that there was no correlation between <inline-formula id="inf129">
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</inline-formula> (panel <bold>(a)</bold>), so our analysis in the previous paragraph treating the two species as separate is reasonable. We also compared the radial distance from Earth to the densities of the two species. We found that in the regions where we were sampling, there was also no correlation with either <inline-formula id="inf131">
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</inline-formula> density (panel <bold>(d)</bold>), so we are also not measuring a process related to distance. In <xref ref-type="sec" rid="s5">Section 5</xref>, we will discuss why these patterns may be occurring.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>
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</inline-formula> density, <bold>(B)</bold> <inline-formula id="inf136">
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</caption>
<graphic xlink:href="fspas-11-1528501-g005.tif"/>
</fig>
</sec>
</sec>
<sec id="s5">
<title>5 Discussion and conclusion</title>
<p>We were not able to conclusively test this method of ion betatron acceleration at DFs, but we still were able to test some aspects of it. Adding a quasi-adiabatic correction did not improve the method&#x2019;s results, which points to focusing on the source population as the main driver of error. However, the imprecise data introduces even more uncertainty. Each measurement of energetic protons covers nearly 20 s, while the changes in the magnetic field occur on the order of a few seconds. This could potentially lead to an underestimate of the acceleration since the measurement of energetic ions after the dipolarization includes some time from before the dipolarization as well. It could lead to other less predictable errors as well though, so this data is not generally reliable, meaning most of the conclusions we can draw from this work are related to the composition of the plasma.</p>
<p>Using HPCA data to study the plasma source provided some more useful results. We are using this data to determine the source of the plasma because that is potentially one of the biggest reasons why the implemented does not work. This method relies on the source population being similar to the quiet plasma sheet. <xref ref-type="bibr" rid="B5">Birn et al. (2014)</xref> showed that is not necessarily accurate. They found in simulations that the distance the source population traveled to the DF was dependent on energy and pitch angle. Parallel electrons above <inline-formula id="inf140">
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</inline-formula>100 keV are from the inner tail with x<inline-formula id="inf141">
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</inline-formula>, but below <inline-formula id="inf142">
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</mml:math>
</inline-formula>10 keV they are from the plasma sheet boundary layer or lobes, with the intermediate energies being from the distant tail. For perpendicular electrons, the lower energy boundary is similar, but it goes up to a few 100 s of keV before the electrons are primarily from the near tail.</p>
<p>We were able to see that using betatron acceleration is more accurate when there are higher levels of <inline-formula id="inf143">
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</inline-formula>. <inline-formula id="inf144">
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</inline-formula> outflowing from the ionosphere tends to be deposited relatively closer to Earth, with those ions being transported to the plasma sheet around 85% of the time, typically Earthward of 40&#x2013;55 <inline-formula id="inf145">
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</inline-formula> during disturbed times, as many of our events are (<xref ref-type="bibr" rid="B30">Li et al., 2013</xref>). More precisely, <inline-formula id="inf146">
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</inline-formula> typically reaches the plasma sheet at around 20&#x2013;40 <inline-formula id="inf147">
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</inline-formula> (<xref ref-type="bibr" rid="B2">Artemyev et al., 2020</xref>). This would put the bulk of <inline-formula id="inf148">
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</inline-formula> ions near the tail reconnection site. As is shown in <xref ref-type="fig" rid="F5">Figure 5</xref> (panel <bold>(c)</bold>), this is around or not far downtail of our observations. There may be a slight trend towards having higher levels of <inline-formula id="inf149">
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</inline-formula> entering the tail from the solar wind (e.g., <xref ref-type="bibr" rid="B55">Winglee, 2003</xref>) so we do not have a comparable relationship between <inline-formula id="inf153">
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</inline-formula> levels and accuracy of this method.</p>
<p>We have statistically studied dipolarization fronts in the tail with observations of energetic particles by MMS, following the work in (<xref ref-type="bibr" rid="B11">Chepuri et al., 2023</xref>). First, we attempted to test the accuracy of an equation for betatron acceleration of ions, including a quasi-adiabatic correction. However, because of the quality of the data, we could not determine a precise relationship beyond setting a bound for the acceleration level. This led us to test the composition of the plasma at these DFs to learn more about the source population. For the DFs with energetic electron acceleration, we found that this method of testing betatron acceleration was more accurate when more <inline-formula id="inf154">
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</inline-formula> was present. We hypothesize that this is because <inline-formula id="inf155">
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</mml:mrow>
</mml:math>
</inline-formula> that flows out of the ionosphere reaches the tail closer to our observations, so higher levels of <inline-formula id="inf156">
<mml:math id="m162">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mi mathvariant="normal">O</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2b;</mml:mo>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> are indicative of a source closer to the observed DF, which makes this method more accurate.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s6">
<title>Data availability statement</title>
<p>Publicly available datasets were analyzed in this study. This data can be found here: <ext-link ext-link-type="uri" xlink:href="https://lasp.colorado.edu/mms/sdc">https://lasp.colorado.edu/mms/sdc</ext-link>.</p>
</sec>
<sec sec-type="author-contributions" id="s7">
<title>Author contributions</title>
<p>SC: Conceptualization, Formal Analysis, Investigation, Methodology, Writing&#x2013;original draft, Writing&#x2013;review and editing. AJ: Funding acquisition, Supervision, Writing&#x2013;review and editing. JJ: Writing&#x2013;review and editing. DT: Writing&#x2013;review and editing. CG: Writing&#x2013;review and editing. IC: Writing&#x2013;review and editing. DB: Writing&#x2013;review and editing. BM: Writing&#x2013;review and editing. TL: Writing&#x2013;review and editing. JF: Writing&#x2013;review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s8">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This work was supported by funding from the MMS mission, under NASA contract NNG04EB99C.</p>
</sec>
<ack>
<p>The authors would like to acknowledge L. M. Kistler for her help with interpreting HPCA data.</p>
</ack>
<sec sec-type="COI-statement" id="s9">
<title>Conflict of interest</title>
<p>Authors CG and JF were employed by The Aerospace Corporation.</p>
<p>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>
<sec sec-type="ai-statement" id="s10">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript</p>
</sec>
<sec sec-type="disclaimer" id="s11">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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