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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Astron. Space Sci.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Astronomy and Space Sciences</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Astron. Space Sci.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">2296-987X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
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<article-meta>
<article-id pub-id-type="publisher-id">1643505</article-id>
<article-id pub-id-type="doi">10.3389/fspas.2026.1643505</article-id>
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<article-categories>
<subj-group subj-group-type="heading">
<subject>Brief Research Report</subject>
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<title-group>
<article-title>Comparisons of observed and forward modeled Balmer-&#x3b1; intensities from WACCM-X and MSIS-00</article-title>
<alt-title alt-title-type="left-running-head">Ashworth 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.2026.1643505">10.3389/fspas.2026.1643505</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Ashworth</surname>
<given-names>Lauren T.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Mierkiewicz</surname>
<given-names>Edwin J.</given-names>
</name>
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<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
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<contrib contrib-type="author">
<name>
<surname>Nossal</surname>
<given-names>Susan M.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
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<contrib contrib-type="author">
<name>
<surname>Qian</surname>
<given-names>Liying</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1998586"/>
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<contrib contrib-type="author">
<name>
<surname>McInerney</surname>
<given-names>Joseph M.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Haffner</surname>
<given-names>L. Matthew</given-names>
</name>
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<sup>1</sup>
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<contrib contrib-type="author">
<name>
<surname>Woodward</surname>
<given-names>R. Carey</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Myers</surname>
<given-names>Brandon J.</given-names>
</name>
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<sup>1</sup>
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<aff id="aff1">
<label>1</label>
<institution>Department of Physical Sciences, Embry-Riddle Aeronautical University</institution>, <city>Daytona Beach</city>, <state>FL</state>, <country country="US">United States</country>
</aff>
<aff id="aff2">
<label>2</label>
<institution>Department of Physics, University of Wisconsin-Madison</institution>, <city>Madison</city>, <state>WI</state>, <country country="US">United States</country>
</aff>
<aff id="aff3">
<label>3</label>
<institution>High Altitude Observatory, NSF National Center for Atmospheric Research</institution>, <city>Boulder</city>, <state>CO</state>, <country country="US">United States</country>
</aff>
<author-notes>
<corresp id="c001">
<label>&#x2a;</label>Correspondence: Lauren T. Ashworth, <email xlink:href="mailto:ashwortl@my.erau.edu">ashwortl@my.erau.edu</email>; Edwin J. Mierkiewicz, <email xlink:href="mailto:mierkiee@erau.edu">mierkiee@erau.edu</email>
</corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-04-01">
<day>01</day>
<month>04</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2026</year>
</pub-date>
<volume>13</volume>
<elocation-id>1643505</elocation-id>
<history>
<date date-type="received">
<day>10</day>
<month>06</month>
<year>2025</year>
</date>
<date date-type="rev-recd">
<day>13</day>
<month>02</month>
<year>2026</year>
</date>
<date date-type="accepted">
<day>10</day>
<month>03</month>
<year>2026</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2026 Ashworth, Mierkiewicz, Nossal, Qian, McInerney, Haffner, Woodward and Myers.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Ashworth, Mierkiewicz, Nossal, Qian, McInerney, Haffner, Woodward and Myers</copyright-holder>
<license>
<ali:license_ref start_date="2026-04-01">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. 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.</license-p>
</license>
</permissions>
<abstract>
<p>From 2000 to 2001, ground-based geocoronal hydrogen Balmer-<inline-formula id="inf1">
<mml:math id="m1">
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</inline-formula> 80,000) Fabry-Perot interferometer (FPI). In previous work, the PBO March 2000 observations have been compared to forward modeled MSISE-90 H<inline-formula id="inf6">
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</inline-formula> intensities using the radiative transport code, lyao_rt (Bishop, Journal of Qunatitative Spectroscopy and Radiative Transfer, 1999, 61, 473&#x2013;491). Results indicate that hydrogen column abundances exceed those predicted by MSISE-90 (Bishop et al., Journal of Geophysical Research, 2004, 109, 473&#x2013;491). Furthermore, the PBO 2000&#x2013;2001 observations have been compared to NRLMSISE-00 (MSIS-00) H<inline-formula id="inf7">
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</inline-formula> intensities generated by lyao_rt. It was found that the observed dusk-to-dawn intensity variation and MSIS-00 show good agreement near the equinoxes and summer solstice, however, MSIS-00 underestimates the dusk-to-dawn asymmetry near the winter solstice (Gallant et al., Journal of Geophysical Research: Space Physics, 2019, 124, 4525&#x2013;4538). More recent work has focused on forward modeling Whole Atmosphere Community Climate Model-eXtended (WACCM-X) simulations for three separate observatory locations, including PBO. Here, we investigate variations in upper thermospheric hydrogen by comparing WACCM-X and MSIS-00 forward modeled H<inline-formula id="inf8">
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<mml:mi>&#x3b1;</mml:mi>
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</inline-formula> intensities for the March equinox with the PBO March 2000 evening observations used in Bishop et al. (Journal of Geophysical Research, 2004, 109, 473&#x2013;491). WACCM-X underestimates the March 2000 observations by less than a factor of 2.0 rayleighs whereas MSIS-00 underestimates the observations by 2.6 rayleighs. A further analysis suggests that WACCM-X is better at simulating the underlying hydrogen density distribution than MSIS-00. Model-model-data comparisons between the 2000&#x2013;2001 PBO observations, MSIS-00, and WACCM-X simulations that are representative of the observational conditions are currently underway.</p>
</abstract>
<kwd-group>
<kwd>Balmer-&#x3b1;</kwd>
<kwd>Fabry-Perot interferometer</kwd>
<kwd>forward modeling</kwd>
<kwd>geocoronal hydrogen</kwd>
<kwd>MSIS-00</kwd>
<kwd>WACCM-X</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declared that financial support was received for this work and/or its publication. This research is supported by NSF CEDAR 2050077, NSF CEDAR 2050072, NSF CEDAR 2049536, NSF Astronomy 2009276, and NASA HTMS 80NSSC20K1278.</funding-statement>
</funding-group>
<counts>
<fig-count count="2"/>
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<equation-count count="0"/>
<ref-count count="29"/>
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<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Space Physics</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<label>1</label>
<title>Introduction</title>
<p>Hydrogen distribution is key to understanding the chemistry and dynamics of the middle and upper atmosphere (<xref ref-type="bibr" rid="B4">Bishop, 2001</xref>). Atomic hydrogen in the mesosphere is a byproduct of photolysis reactions of <inline-formula id="inf9">
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<mml:mrow>
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</inline-formula>, and <inline-formula id="inf11">
<mml:math id="m11">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>H</mml:mtext>
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<mml:mn>2</mml:mn>
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</mml:mrow>
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</inline-formula> and plays an important role in <inline-formula id="inf12">
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<mml:mrow>
<mml:msub>
<mml:mrow>
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</inline-formula> chemistry in the middle atmosphere (<xref ref-type="bibr" rid="B6">Brasseur and Solomon, 2005</xref>). Furthermore, as a minor species in the lower thermosphere, atomic hydrogen becomes increasingly important in the upper thermosphere, where hydrogen charge exchange reactions contribute to hydrogen kinetics and escape (<xref ref-type="bibr" rid="B9">Chamberlain and Hunten, 1987</xref>). In the exosphere, neutral hydrogen becomes the dominant species and resonantly scatters sunlight at Lyman-<inline-formula id="inf13">
<mml:math id="m13">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
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</inline-formula> (1,216 &#xc5;; hereafter referred to as Ly-<inline-formula id="inf14">
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<mml:mrow>
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</inline-formula>) to produce the diffuse geocorona around the Earth. Increased exospheric hydrogen contributes to the recovery of the plasmasphere after geomagnetic storms as well as ring current decay during geomagnetic storms (<xref ref-type="bibr" rid="B16">Krall et al., 2018</xref>). Additionally, hydrogen charge exchange reactions between hydrogen and hydrogen ions result in energetic neutral atoms (ENAs). Therefore, reliable measurements of the geocoronal density are essential for techniques such as ENA imaging to determine the ion distributions of the inner magnetosphere (<xref ref-type="bibr" rid="B14">Ilie et al., 2013</xref>).</p>
<p>Multiple studies have analyzed geocoronal hydrogen ground- and space-based measurements and how they compare to the NRLMSISE-00 [(<xref ref-type="bibr" rid="B22">Picone et al., 2002</xref>); hereafter referred to as MSIS-00] empirical model. <xref ref-type="bibr" rid="B11">Gallant et al. (2019)</xref> compared ground-based geocoronal hydrogen Balmer-<inline-formula id="inf15">
<mml:math id="m15">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> (6,563 &#xc5;; hereafter referred to as H<inline-formula id="inf16">
<mml:math id="m16">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
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</inline-formula>) observations from a Fabry-Perot interferometer (FPI) located at Pine Bluff Observatory (PBO) in 2000&#x2013;2001 (<xref ref-type="bibr" rid="B19">Mierkiewicz et al., 2012</xref>) to MSIS-00 forward modeled H<inline-formula id="inf17">
<mml:math id="m17">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
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</inline-formula> intensities. The results indicate a seasonal trend in the observed dusk-to-dawn intensity variation consistent with a diurnal variation in the underlying thermospheric hydrogen density distribution. Furthermore, they found that the observed H<inline-formula id="inf18">
<mml:math id="m18">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
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</inline-formula> emission intensities are higher than the MSIS-00 forward modeled intensities by 1.5&#x2013;2.5 rayleighs indicating a discrepancy in the underlying MSIS-00 hydrogen distribution (<xref ref-type="bibr" rid="B11">Gallant et al., 2019</xref>). <xref ref-type="bibr" rid="B21">Nossal et al. (2012)</xref> compared ground-based H<inline-formula id="inf19">
<mml:math id="m19">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
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</inline-formula> observations from the Wisconsin H-Alpha Mapper (WHAM) FPI to MSIS-00 forward modeled H<inline-formula id="inf20">
<mml:math id="m20">
<mml:mrow>
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</inline-formula> intensities over an entire solar cycle. The MSIS-00 forward modeled intensities show a greater solar cycle variation than the observed emission intensities and, therefore, indicate possible discrepancies in the underlying hydrogen distribution for solar minimum and maximum during nighttime conditions (<xref ref-type="bibr" rid="B21">Nossal et al., 2012</xref>). Moreover, <xref ref-type="bibr" rid="B28">Waldrop and Paxton (2013)</xref> analyzed Ly-<inline-formula id="inf21">
<mml:math id="m21">
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</inline-formula> measurements from the Global Ultraviolet Imager (GUVI) instrument aboard NASA&#x2019;s Thermosphere Ionosphere Mesosphere Energetics and Dynamics (TIMED) spacecraft and found that MSIS-00 overestimates GUVI upper thermospheric hydrogen density by 36%&#x2013;67% at solar minimum and 42%&#x2013;74% at solar maximum during dayside conditions. <xref ref-type="bibr" rid="B29">Wan et al. (2022)</xref> demonstrated that exobase hydrogen densities derived from GUVI Ly-<inline-formula id="inf22">
<mml:math id="m22">
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</inline-formula> observations exhibit solar cycle, seasonal, and local time variability not captured by MSIS-00 or NRLMSIS 2.0 (<xref ref-type="bibr" rid="B10">Emmert et al., 2021</xref>), including a weakening dawn-dusk asymmetry towards solar minimum. In contrast, <xref ref-type="bibr" rid="B15">Joshi et al. (2019)</xref> used MSIS-00 to prescribe the background thermosphere within a radiative transfer model inversion of Ly-<inline-formula id="inf23">
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</inline-formula> emission measured by GUVI. They found that the vertical flux of thermospheric hydrogen is nearly constant over a large range of solar activity and typically exceeds the calculated thermal evaporative flux. These studies emphasize the need for improved representations of upper thermospheric hydrogen transport and coupling in empirical models across various temporal scales.</p>
<p>WACCM-X (Whole Atmosphere Community Climate Model-eXtended) is a comprehensive numerical model that simulates the entire atmosphere and ionosphere from the Earth&#x2019;s surface to <inline-formula id="inf24">
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</inline-formula>700 km (<xref ref-type="bibr" rid="B17">Liu et al., 2018</xref>). Previous work by <xref ref-type="bibr" rid="B23">Qian et al. (2018)</xref> compared WACCM-X simulations of atomic hydrogen for different temporal and spatial scales to observations from TIMED&#x2019;s Sounding of the Atmosphere using Broadband Emission Radiometry (SABER) instrument as well as abundances specified by MSIS-00. They found that in the upper thermosphere, hydrogen density is predicted to be higher in the winter than summer, higher at solar minimum than solar maximum, and higher during the night than day.</p>
<p>We forward model WACCM-X hydrogen density and temperature profiles using the radiative transport code, lyao_rt (<xref ref-type="bibr" rid="B3">Bishop, 1999</xref>) to obtain H<inline-formula id="inf25">
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<mml:mrow>
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</inline-formula> column emission intensities. Intensities are reported in rayleighs (R), where 1 R is defined as an apparent column emission rate of <inline-formula id="inf26">
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</mml:mrow>
</mml:math>
</inline-formula> (<xref ref-type="bibr" rid="B7">Chamberlain, 1961</xref>), which has been shown (<xref ref-type="bibr" rid="B1">Baker and Romick, 1976</xref>) to be numerically equivalent to a specific intensity (or surface brightness) of <inline-formula id="inf29">
<mml:math id="m29">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mn>10</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>6</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>/4<inline-formula id="inf30">
<mml:math id="m30">
<mml:mrow>
<mml:mi>&#x3c0;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> ph <inline-formula id="inf31">
<mml:math id="m31">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>s</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> <inline-formula id="inf32">
<mml:math id="m32">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>cm</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> <inline-formula id="inf33">
<mml:math id="m33">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>sr</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>. WHAM observations are calibrated against the North American Nebula (NGC 7000) using the 850 R absolute intensity standard (<xref ref-type="bibr" rid="B25">Scherb, 1981</xref>). Additionally, the WACCM-X simulations used in this study are from <xref ref-type="bibr" rid="B27">Solomon et al. (2019)</xref> for the years 2001&#x2013;2005 run for perpetual solar maximum conditions and were selected to be compared qualitatively to the <xref ref-type="bibr" rid="B19">Mierkiewicz et al. (2012)</xref> ground-based H<inline-formula id="inf34">
<mml:math id="m34">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> observations from 2000 to 2001. Here, we compare these WACCM-X model runs for the March equinox with observations from March 2000. Although these simulations do not reproduce the observational conditions for March 2000, they are appropriate for a qualitative seasonal comparison. WACCM-X is chosen over other models like the Thermosphere Ionosphere Electrodynamics-General Circulation Model (TIE-GCM), Whole Atmosphere Model (WAM), and Ground-to-topside model of Atmosphere and Ionosphere for Aeronomy (GAIA) for simulating upper atmosphere temperature, winds, and neutral species densities, including hydrogen density, because of its vertical coverage from the surface to the exobase (<inline-formula id="inf35">
<mml:math id="m35">
<mml:mrow>
<mml:mo>&#x223c;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>700 km depending on solar activity), advanced chemistry modules, including multi-species hydrogen chemistry, and self-consistent neutral and ionized species coupling. It captures key processes such as hydrogen transport, ion-neutral interactions, and variability driven by tides and planetary waves more holistically than models with limited altitude ranges (TIE-GCM) or simpler chemistry and ion-neutral coupling (WAM and GAIA). Additionally, this work aims to build off the previous work of <xref ref-type="bibr" rid="B11">Gallant et al. (2019)</xref> that compared the 2000&#x2013;2001 PBO observations to forward modeled MSIS-00 results. The broader significance of this work lies in establishing a framework for examining geocoronal hydrogen variability over a wide range of temporal scales, including during geomagnetic storm conditions.</p>
<p>The 2000&#x2013;2001 ground-based H<inline-formula id="inf36">
<mml:math id="m36">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> observations from <xref ref-type="bibr" rid="B19">Mierkiewicz et al. (2012)</xref> are described in <xref ref-type="sec" rid="s2-1">Section 2.1</xref>, the WACCM-X simulations used in this study are described in <xref ref-type="sec" rid="s2-2">Section 2.2</xref>, and the forward modeling technique to produce WACCM-X and MSIS-00 H<inline-formula id="inf37">
<mml:math id="m37">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> emission intensity is described in <xref ref-type="sec" rid="s2-3">Section 2.3</xref>. Results are presented in <xref ref-type="sec" rid="s3">Section 3</xref> and discussed in <xref ref-type="sec" rid="s4">Section 4</xref>.</p>
</sec>
<sec sec-type="methods" id="s2">
<label>2</label>
<title>Methods</title>
<sec id="s2-1">
<label>2.1</label>
<title>2000-2001 ground-based H<inline-formula id="inf38">
<mml:math id="m38">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> observations</title>
<p>From 2000 to 2001, a comprehensive data set of 20 dark Moon periods consisting of multiple nighttime observations was obtained at PBO in Wisconsin (43.07<inline-formula id="inf39">
<mml:math id="m39">
<mml:mrow>
<mml:mo>&#xb0;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>N, 270.33<inline-formula id="inf40">
<mml:math id="m40">
<mml:mrow>
<mml:mo>&#xb0;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>E). These nighttime geocoronal H<inline-formula id="inf41">
<mml:math id="m41">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> line profile observations were collected using a 15 cm aperture, dual etalon FPI. The PBO FPI is coupled to a siderostat with a circular 1.5<inline-formula id="inf42">
<mml:math id="m42">
<mml:mrow>
<mml:mo>&#xb0;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> field of view on the sky and has a resolving power of <italic>R</italic> &#x3d; <inline-formula id="inf43">
<mml:math id="m43">
<mml:mrow>
<mml:mi>&#x3bb;</mml:mi>
<mml:mo>/</mml:mo>
<mml:mi mathvariant="normal">&#x394;</mml:mi>
<mml:mi>&#x3bb;</mml:mi>
<mml:mo>&#x2248;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 80,000 and a spectral resolution of 0.08 &#xc5; at H<inline-formula id="inf44">
<mml:math id="m44">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> (<xref ref-type="bibr" rid="B19">Mierkiewicz et al., 2012</xref>). Furthermore, observations were made during optimal dark sky conditions where the Sun was at least 10<inline-formula id="inf45">
<mml:math id="m45">
<mml:mrow>
<mml:mo>&#xb0;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> below the horizon (solar depression angle <inline-formula id="inf46">
<mml:math id="m46">
<mml:mrow>
<mml:mo>&#x2265;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 10<inline-formula id="inf47">
<mml:math id="m47">
<mml:mrow>
<mml:mo>&#xb0;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>) and on clear nights within 2 weeks centered around the new Moon (<xref ref-type="bibr" rid="B19">Mierkiewicz et al., 2012</xref>). Additionally, the siderostat allowed observations of a wide range of viewing geometries while avoiding regions of significant Galactic H<inline-formula id="inf48">
<mml:math id="m48">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> emission (<xref ref-type="bibr" rid="B12">Haffner et al., 2003</xref>). Therefore, all observations were obtained at least 10<inline-formula id="inf49">
<mml:math id="m49">
<mml:mrow>
<mml:mo>&#xb0;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> away from the Galactic plane but as close to the zenith as possible. See <xref ref-type="bibr" rid="B19">Mierkiewicz et al. (2012)</xref> for more information regarding the 2000&#x2013;2001 PBO observations and <xref ref-type="bibr" rid="B18">Mierkiewicz et al. (2006)</xref> for more information regarding the technique of Fabry-Perot spectroscopy applied to geocoronal hydrogen.</p>
<p>Here, we focus on PBO observations from March 2000. This observation period was the focus of the model-data comparisons in <xref ref-type="bibr" rid="B5">Bishop et al. (2004)</xref> and lasted from 28 February to 6 March, with the new Moon on 6 March. Solar conditions include the <inline-formula id="inf50">
<mml:math id="m50">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>F</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>10.7</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> index varying between 197 and 219 with an 81-day average of 182. Geophysical conditions were generally quiet with 28 February being the only day with an Ap index <inline-formula id="inf51">
<mml:math id="m51">
<mml:mrow>
<mml:mo>&#x3e;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>12 (<xref ref-type="bibr" rid="B19">Mierkiewicz et al., 2012</xref>).</p>
</sec>
<sec id="s2-2">
<label>2.2</label>
<title>WACCM-X simulations</title>
<p>
<xref ref-type="bibr" rid="B26">Solomon et al. (2018)</xref>, <xref ref-type="bibr" rid="B27">Solomon et al. (2019)</xref> conducted the first whole atmosphere simulations of global variability using WACCM-X over a <inline-formula id="inf52">
<mml:math id="m52">
<mml:mrow>
<mml:mo>&#x223c;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>30-year period, where solar and geomagnetic conditions were controlled in order to isolate atmospheric responses to changes in radiatively active gases. The WACCM-X simulations were run for perpetual solar and geomagnetic conditions representative of solar minimum (<inline-formula id="inf53">
<mml:math id="m53">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>F</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>10.7</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> &#x3d; 70 and Kp &#x3d; 0.3) (<xref ref-type="bibr" rid="B26">Solomon et al., 2018</xref>) and solar maximum (<inline-formula id="inf54">
<mml:math id="m54">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>F</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>10.7</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> &#x3d; 200 and Kp &#x3d; 3.0) (<xref ref-type="bibr" rid="B27">Solomon et al., 2019</xref>). These studies found that as the lower atmosphere gradually warms, the upper atmosphere shows a cooling trend (<xref ref-type="bibr" rid="B26">Solomon et al., 2018</xref>; <xref ref-type="bibr" rid="B27">2019</xref>).</p>
<p>In this study, the <xref ref-type="bibr" rid="B27">Solomon et al. (2019)</xref> perpetual solar maximum simulations for the years 2001&#x2013;2005 are used, but specifically for the PBO geographic location. Furthermore, these WACCM-X simulations are characterized for all seasons at UT &#x3d; 0 which corresponds to local evening twilight (6 p.m. or 7 p.m. depending on the season) at PBO; March equinox comparisons are presented here. WACCM-X model inputs are summarized in <xref ref-type="table" rid="T1">Table 1</xref>. See <xref ref-type="bibr" rid="B27">Solomon et al. (2019)</xref> for more information regarding these WACCM-X simulations.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>WACCM-X model input parameters.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th colspan="2" align="center">WACCM-X model input parameters</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Coordinates</td>
<td align="left">43.07<inline-formula id="inf55">
<mml:math id="m55">
<mml:mrow>
<mml:mo>&#xb0;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>N, 270.33<inline-formula id="inf56">
<mml:math id="m56">
<mml:mrow>
<mml:mo>&#xb0;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>E</td>
</tr>
<tr>
<td align="left">Years</td>
<td align="left">2001&#x2013;2005</td>
</tr>
<tr>
<td align="left">Day of year<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref>
</td>
<td align="left">79</td>
</tr>
<tr>
<td align="left">Hour</td>
<td align="left">UT 0</td>
</tr>
<tr>
<td align="left">Kp index</td>
<td align="left">3</td>
</tr>
<tr>
<td align="left">
<inline-formula id="inf57">
<mml:math id="m57">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>F</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>10.7</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> index</td>
<td align="left">200</td>
</tr>
<tr>
<td align="left">Average <inline-formula id="inf58">
<mml:math id="m58">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> at surface</td>
<td align="left">375 ppmv</td>
</tr>
<tr>
<td align="left">Average <inline-formula id="inf59">
<mml:math id="m59">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>CH</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>4</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> at surface</td>
<td align="left">1.74 ppmv</td>
</tr>
<tr>
<td align="left">Average <inline-formula id="inf60">
<mml:math id="m60">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>CFC</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>11</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> &#x2b; <inline-formula id="inf61">
<mml:math id="m61">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>CFC</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>12</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> at surface</td>
<td align="left">0.79 ppmv</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>The WACCM-X thermospheric temperature and density profile outputs are based on these parameters and used as inputs to lyao_rt to calculate forward modeled WACCM-X H<inline-formula id="inf62">
<mml:math id="m62">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> intensity.</p>
</fn>
<fn id="Tfn1">
<label>
<sup>a</sup>
</label>
<p>Day of year 80 used for 2004 (leap year).</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s2-3">
<label>2.3</label>
<title>Forward modeling WACCM-X &#x26; MSIS-00 H<inline-formula id="inf63">
<mml:math id="m63">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> emission intensity</title>
<p>Geocoronal H<inline-formula id="inf64">
<mml:math id="m64">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> column emission intensity is modeled using the atomic resonance radiative transport code, known as lyao_rt, developed by James Bishop (<xref ref-type="bibr" rid="B3">Bishop, 1999</xref>). These H<inline-formula id="inf65">
<mml:math id="m65">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> column emission intensities are calculated assuming a non-isothermal, spherically symmetric exosphere and depend on the hydrogen density [H] profile, solar Lyman-<inline-formula id="inf66">
<mml:math id="m66">
<mml:mrow>
<mml:mi>&#x3b2;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> line center flux, and observational viewing geometry. Geocoronal H<inline-formula id="inf67">
<mml:math id="m67">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> emission is excited by solar Lyman-<inline-formula id="inf68">
<mml:math id="m68">
<mml:mrow>
<mml:mi>&#x3b2;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> (1,026 &#xc5;; hereafter referred to as Ly-<inline-formula id="inf69">
<mml:math id="m69">
<mml:mrow>
<mml:mi>&#x3b2;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>), however, Ly-<inline-formula id="inf70">
<mml:math id="m70">
<mml:mrow>
<mml:mi>&#x3b2;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is fully absorbed by <inline-formula id="inf71">
<mml:math id="m71">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>O</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> at approximately 102 km. Therefore, the Earth&#x2019;s shadow is a cylinder with a radius equal to the radius of the Earth (6,378 km) plus 102 km. Because singly scattered H<inline-formula id="inf72">
<mml:math id="m72">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> emission originates in the sunlit atmosphere, the Earth&#x2019;s shadow is used as a means to probe the altitude structure of the exosphere. As a result, H<inline-formula id="inf73">
<mml:math id="m73">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> emission intensity is expressed as a function of shadow altitude, where shadow altitude is the altitude of the crossing point between the Earth&#x2019;s shadow and the ground-based FPIs line-of-sight. <xref ref-type="bibr" rid="B5">Bishop et al. (2004)</xref> found that shadow altitude is the more advantageous independent parameter compared to solar zenith angle (see Figure 1 in <xref ref-type="bibr" rid="B5">Bishop et al. (2004)</xref>). Furthermore, <xref ref-type="bibr" rid="B19">Mierkiewicz et al. (2012)</xref> have also shown that H<inline-formula id="inf74">
<mml:math id="m74">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> emission intensity varies significantly with shadow altitude with <inline-formula id="inf75">
<mml:math id="m75">
<mml:mrow>
<mml:mo>&#x223c;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>2 R at midnight and <inline-formula id="inf76">
<mml:math id="m76">
<mml:mrow>
<mml:mo>&#x223c;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>15 R at dawn and dusk.</p>
<p>In this study, lyao_rt was set to use WACCM-X thermospheric temperature and density profiles, including H, O, <inline-formula id="inf77">
<mml:math id="m77">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>O</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, and <inline-formula id="inf78">
<mml:math id="m78">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>N</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, extending from 102&#x2013;494 km [nominal exobase in the <xref ref-type="bibr" rid="B5">Bishop et al. (2004)</xref> study], as inputs for a model thermosphere. Lyao_rt first extends the WACCM-X hydrogen model thermosphere to exospheric altitudes using either the Chamberlain model exosphere (<xref ref-type="bibr" rid="B8">Chamberlain, 1963</xref>) or the Bishop analytic exosphere model (<xref ref-type="bibr" rid="B2">Bishop, 1991</xref>). Lyao_rt then uses the extended [H] profile and observational viewing geometry to calculate H<inline-formula id="inf79">
<mml:math id="m79">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> column emission intensities. Lyao_rt also computes line-of-sight apparent column emission rates of hydrogen for specified look directions. Synthetic line-of-sight geometries for the zenith look direction are used in this work. To extend the WACCM-X thermospheric hydrogen density profile to exospheric altitudes, the &#x201c;evaporative&#x201d; case of the Bishop analytic exosphere model (<xref ref-type="bibr" rid="B3">Bishop, 1999</xref>) is used, where the population of hydrogen atoms traveling on satellite orbits is determined using the kinetic distribution of the hydrogen atoms traveling on ballistic orbits. This population is calculated using two parameters specifying the extent of the satellite atom component, the satellite component temperature <inline-formula id="inf80">
<mml:math id="m80">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>T</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mtext>s</mml:mtext>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and density <inline-formula id="inf81">
<mml:math id="m81">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>n</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mtext>s</mml:mtext>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> (<xref ref-type="bibr" rid="B3">Bishop, 1999</xref>). However, in the evaporative case, the satellite atom component is calculated using the nominal exobase temperature <inline-formula id="inf82">
<mml:math id="m82">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>T</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mtext>c</mml:mtext>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and number density <inline-formula id="inf83">
<mml:math id="m83">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>n</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mtext>c</mml:mtext>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> provided by WACCM-X.</p>
<p>MSIS-00 thermospheric temperature and density profiles were also used with lyao_rt. Similarly to WACCM-X, the evaporative case of the Bishop analytic exosphere model is applied to extend the MSIS-00 model hydrogen distribution to exospheric altitudes. Lyao_rt can also allow for a user-specified [H] profile that can be substituted for the MSIS-00 [H] profile. This &#x201c;modified&#x201d; MSIS-00 [H] profile is built from 3 parameters described in <xref ref-type="bibr" rid="B4">Bishop (2001)</xref>, known as the [H](z) thermospheric parameters: exobase density <inline-formula id="inf84">
<mml:math id="m84">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>n</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mtext>exo</mml:mtext>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, photochemical upward flux <inline-formula id="inf85">
<mml:math id="m85">
<mml:mrow>
<mml:mi>&#x3d5;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>, and mesospheric peak density <inline-formula id="inf86">
<mml:math id="m86">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>n</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mtext>max</mml:mtext>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>. This is extensively studied by <xref ref-type="bibr" rid="B5">Bishop et al. (2004)</xref> who substituted user-specified [H] profiles for MSISE-90 (<xref ref-type="bibr" rid="B13">Hedin, 1991</xref>) [H] profiles to fit the model to the PBO 4 March 2000 observations. Here, the March equinox MSIS-00 [H] profile is adjusted using the same satellite atom and [H](z) thermospheric parameter values for PM conditions from Figure 3a in <xref ref-type="bibr" rid="B5">Bishop et al. (2004)</xref>. This modified MSIS-00 profile is used as a proxy to the March 2000 observations which allows us to evaluate the relative agreement between WACCM-X, MSIS-00, and the observations. See <xref ref-type="table" rid="T2">Table 2</xref> for the lyao_rt input parameters used for each forward modeled run and the satellite atom and [H](z) thermospheric parameter values used to calculate modified MSIS-00 H<inline-formula id="inf87">
<mml:math id="m87">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> emission intensities. See <xref ref-type="bibr" rid="B5">Bishop et al. (2004)</xref> for more information regarding the search procedure used to determine these [H](z) thermospheric parameters as well as a sensitivity analysis of the search procedure.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Lyao_rt input parameters used to calculate forward modeled H<inline-formula id="inf88">
<mml:math id="m88">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> intensities for WACCM-X, MSIS-00, and modified MSIS-00.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th colspan="2" align="center">Lyao_rt input parameters</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">Coordinates</td>
<td align="center">43.07<inline-formula id="inf89">
<mml:math id="m89">
<mml:mrow>
<mml:mo>&#xb0;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>N, 270.33<inline-formula id="inf90">
<mml:math id="m90">
<mml:mrow>
<mml:mo>&#xb0;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>E</td>
</tr>
<tr>
<td align="center">Year</td>
<td align="center">2000</td>
</tr>
<tr>
<td align="center">Day of year<xref ref-type="table-fn" rid="Tfn2">
<sup>a</sup>
</xref>
</td>
<td align="center">79</td>
</tr>
<tr>
<td align="center">Hour</td>
<td align="center">UT 0</td>
</tr>
<tr>
<td align="center">Ap index<xref ref-type="table-fn" rid="Tfn3">
<sup>b</sup>
</xref>
</td>
<td align="center">15</td>
</tr>
<tr>
<td align="center">
<inline-formula id="inf91">
<mml:math id="m91">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>F</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>10.7</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> index</td>
<td align="center">200</td>
</tr>
<tr>
<td colspan="2" align="center">Modified MSIS-00 hydrogen input parameters</td>
</tr>
<tr>
<td align="center">[H](z) Thermospheric parameters (<inline-formula id="inf92">
<mml:math id="m92">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>n</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mtext>exo</mml:mtext>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf93">
<mml:math id="m93">
<mml:mrow>
<mml:mi>&#x3d5;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf94">
<mml:math id="m94">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>n</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mtext>max</mml:mtext>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>)</td>
<td align="center">
<inline-formula id="inf95">
<mml:math id="m95">
<mml:mrow>
<mml:mn>4.0</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:mn>1</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>4</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> <inline-formula id="inf96">
<mml:math id="m96">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>cm</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf97">
<mml:math id="m97">
<mml:mrow>
<mml:mn>3.0</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:mn>1</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>8</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> <inline-formula id="inf98">
<mml:math id="m98">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>cm</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> <inline-formula id="inf99">
<mml:math id="m99">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>s</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf100">
<mml:math id="m100">
<mml:mrow>
<mml:mn>1.0</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:mn>1</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>8</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> <inline-formula id="inf101">
<mml:math id="m101">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>cm</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
</tr>
<tr>
<td align="center">Satellite atom parameters (<inline-formula id="inf102">
<mml:math id="m102">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>T</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mtext>s</mml:mtext>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf103">
<mml:math id="m103">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>n</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mtext>s</mml:mtext>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>)</td>
<td align="center">600 K, <inline-formula id="inf104">
<mml:math id="m104">
<mml:mrow>
<mml:mn>3.0</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:mn>1</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>6</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> <inline-formula id="inf105">
<mml:math id="m105">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>cm</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>For WACCM-X and MSIS-00, the evaporative case of lyao_rt is used to extend hydrogen to exospheric altitudes and the nominal exobase temperature <inline-formula id="inf106">
<mml:math id="m106">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>T</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mtext>c</mml:mtext>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and number density <inline-formula id="inf107">
<mml:math id="m107">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>n</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mtext>c</mml:mtext>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is used to calculate the exospheric satellite atom population. Alternatively, modified MSIS-00 forward modeled intensities are calculated based on a user-specified [H] profile set by the [H](z) thermospheric parameters. The satellite atom component for modified MSIS-00 is calculated based on user-specified values of satellite atom temperature <inline-formula id="inf108">
<mml:math id="m108">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>T</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mtext>s</mml:mtext>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and density <inline-formula id="inf109">
<mml:math id="m109">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>n</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mtext>s</mml:mtext>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>. Both parameter values are consistent with those used in <xref ref-type="bibr" rid="B5">Bishop et al. (2004)</xref>.</p>
</fn>
<fn id="Tfn2">
<label>
<sup>a</sup>
</label>
<p>Day of year 80 used for 2004 (leap year).</p>
</fn>
<fn id="Tfn3">
<label>
<sup>b</sup>
</label>
<p>Chosen to be consistent with the conditions with which WACCM-X was run.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec sec-type="results" id="s3">
<label>3</label>
<title>Results</title>
<p>In order to investigate variations of upper thermospheric hydrogen, WACCM-X thermospheric temperature and density profiles for the conditions outlined in <xref ref-type="table" rid="T1">Table 1</xref> are used as inputs to lyao_rt. MSIS-00 forward modeled simulations are also conducted for the conditions in <xref ref-type="table" rid="T2">Table 2</xref>. For the MSIS-00 case, lyao_rt uses the Ap index as opposed to the Kp index used by WACCM-X. Therefore, to be consistent with WACCM-X, Kp &#x3d; 3 is converted to Ap &#x3d; 15 using NOAA&#x2019;s Geomagnetic Kp and Ap Indices. Furthermore, the solar Ly-<inline-formula id="inf110">
<mml:math id="m110">
<mml:mrow>
<mml:mi>&#x3b2;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> line center flux for high solar activity is estimated to be <inline-formula id="inf111">
<mml:math id="m111">
<mml:mrow>
<mml:mn>14.0</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:mn>1</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>9</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> ph <inline-formula id="inf112">
<mml:math id="m112">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>cm</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> <inline-formula id="inf113">
<mml:math id="m113">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>s</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> <inline-formula id="inf114">
<mml:math id="m114">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>&#x30a;A</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>. This value was calculated by deriving the scaling needed to match the forward modeled H<inline-formula id="inf115">
<mml:math id="m115">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> column emission intensity with the full set of March 2000 PBO observations (<xref ref-type="bibr" rid="B20">Myers et al., 2024</xref>) and is within range of the values reported in <xref ref-type="bibr" rid="B5">Bishop et al. (2004)</xref>. Lastly, observational uncertainty in the geocoronal signal arises from tropospheric scattering by molecules and aerosols in the lower atmosphere (<xref ref-type="bibr" rid="B5">Bishop et al., 2004</xref>) as well as cascade enhancements of the Balmer-<inline-formula id="inf116">
<mml:math id="m116">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> line profile (<xref ref-type="bibr" rid="B24">Roesler et al., 2014</xref>; <xref ref-type="bibr" rid="B19">Mierkiewicz et al., 2012</xref>). The March 2000 observations are not adjusted to account for estimates of tropospheric scattering and the model runs do not account for cascade enhancements. These effects will be carefully considered in future work.</p>
<sec id="s3-1">
<label>3.1</label>
<title>Case study: march equinox</title>
<p>
<xref ref-type="fig" rid="F1">Figure 1</xref> illustrates the 2001&#x2013;2005 WACCM-X vertical [H] profiles and forward modeled H<inline-formula id="inf117">
<mml:math id="m117">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> intensities for the March equinox at PBO. <xref ref-type="fig" rid="F1">Figure 1a</xref> compares the WACCM-X forward modeled H<inline-formula id="inf118">
<mml:math id="m118">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> intensities to an MSIS-00 forward modeled simulation and the March 2000 PBO observations. At <inline-formula id="inf119">
<mml:math id="m119">
<mml:mrow>
<mml:mo>&#x223c;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>400 km shadow altitude, the forward modeled WACCM-X and MSIS-00 March equinox H<inline-formula id="inf120">
<mml:math id="m120">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> intensities are lower than the observed H<inline-formula id="inf121">
<mml:math id="m121">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> emission intensities by approximately 1.9 R and 2.6 R, respectively. These results show that WACCM-X is in better agreement in terms of magnitude of intensity to the observations than MSIS-00. In <xref ref-type="fig" rid="F1">Figure 1b</xref>, a modified MSIS-00 simulation characterized by the [H](z) thermospheric parameters listed in <xref ref-type="table" rid="T2">Table 2</xref> is added. Here, it is evident that the modified MSIS-00 intensity profile shows better agreement with the observations than both WACCM-X and MSIS-00. <xref ref-type="fig" rid="F1">Figure 1c</xref> shows extended vertical [H] profiles for all March equinox simulations. The [H] profiles are &#x201c;zoomed in&#x201d; to an altitude range of 300&#x2013;500 km in <xref ref-type="fig" rid="F1">Figure 1d</xref> to better illustrate how each profile behaves near the exobase (<inline-formula id="inf122">
<mml:math id="m122">
<mml:mrow>
<mml:mo>&#x223c;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>500 km). According to <xref ref-type="fig" rid="F1">Figure 1c</xref>, the modified MSIS-00 thermospheric [H] profile agrees more closely with WACCM-X. However, <xref ref-type="fig" rid="F1">Figure 1d</xref> shows that, near the exobase, MSIS-00 is in better agreement with WACCM-X than the modified MSIS-00 case. Therefore, the March equinox WACCM-X and MSIS-00 [H] profiles appear to disagree in the thermosphere but converge near the exobase.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>March Equinox. <bold>(a)</bold> PBO March equinox WACCM-X forward modeled H<inline-formula id="inf123">
<mml:math id="m123">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> intensities (colored triangles) compared to PBO observations from March 2000 (black crosses) and a MSIS-00 forward modeled simulation (gray triangles). Observational error bars indicate <inline-formula id="inf124">
<mml:math id="m124">
<mml:mrow>
<mml:mo>&#xb1;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>10% of the intensity value consistent with <xref ref-type="bibr" rid="B5">Bishop et al. (2004)</xref>. <bold>(b)</bold> Same as <bold>(a)</bold> but now compared to a forward modeled modified MSIS-00 simulation (gray circles) where the [H] profile used is the best fit to the March 2000 observations. Parameter values for the modified MSIS-00 simulation are outlined in <xref ref-type="table" rid="T2">Table 2</xref>. <bold>(c)</bold> Extended vertical [H] profiles for all March equinox simulations. The solid lines indicate the input MSIS-00 [H] profile and one of the input WACCM-X [H] profiles (2004). <bold>(d)</bold> Vertical [H] profiles for all March equinox simulations for the altitude range 300&#x2013;500 km.</p>
</caption>
<graphic xlink:href="fspas-13-1643505-g001.tif">
<alt-text content-type="machine-generated">Four-panel scientific figure showing data on shadow altitude, intensity, and hydrogen density. Panels a and b present scatter plots with error bars of intensity versus shadow altitude for years 2001&#x2013;2005, MSIS-00 model, and March 2000 observations; panel b adds Modified MSIS-00. Panels c and d display hydrogen density versus altitude for the same data sets, with panel d focusing on altitude range 300&#x2013;500 kilometers. Each panel uses different colored and shaped markers corresponding to the year or model, and all axes are clearly labeled.</alt-text>
</graphic>
</fig>
<p>Using the same viewing geometry as WACCM-X and MSIS-00, the modified MSIS-00 forward model run is used to represent the observed H<inline-formula id="inf125">
<mml:math id="m125">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> intensity from PBO. <xref ref-type="fig" rid="F2">Figure 2</xref> shows ratios of the modified MSIS-00 intensity profile to the WACCM-X and MSIS-00 intensity profiles. <xref ref-type="fig" rid="F2">Figure 2a</xref> illustrates three intensity profiles, including the mean WACCM-X, MSIS-00, and modified MSIS-00 intensity profiles, used to calculate the ratios in <xref ref-type="fig" rid="F2">Figure 2b</xref>. Similarly, <xref ref-type="fig" rid="F2">Figure 2c</xref> shows all the intensity profiles used to calculate the ratios in <xref ref-type="fig" rid="F2">Figure 2d</xref>. As shown in <xref ref-type="fig" rid="F2">Figure 2c</xref>, individual WACCM-X intensities for each year (2001&#x2013;2005) are used to calculate the ratios. The ratios of the reference profile to both the mean and individual WACCM-X intensities show that WACCM-X is closer in intensity value to the observations than MSIS-00, however, the slope of the reference profile to the individual WACCM-X runs has a range of -<inline-formula id="inf126">
<mml:math id="m126">
<mml:mrow>
<mml:mn>1.7</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:mn>1</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>5</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> to -<inline-formula id="inf127">
<mml:math id="m127">
<mml:mrow>
<mml:mn>1.9</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:mn>1</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>5</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>. The slope of reference profile/MSIS-00 falls just outside the less negative end of this range with a value of -<inline-formula id="inf128">
<mml:math id="m128">
<mml:mrow>
<mml:mn>1.5</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:mn>1</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>5</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>. This suggests that the MSIS-00 intensity profile offers slightly better agreement to the reference profile intensity profile compared to WACCM-X in terms of the slope. The difference between WACCM-X and MSIS-00, however, is not extreme and demonstrates that more comparisons between observations and modeled simulations are needed.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Model Comparison. <bold>(a)</bold> Modified MSIS-00 (reference profile), MSIS-00, and average WACCM-X forward modeled intensities. The average WACCM-X intensity is an average of all 5 years (2001&#x2013;2005). Here, the modified MSIS-00 forward model run is referred to as the reference profile and and is used as a representative of the observed H<inline-formula id="inf129">
<mml:math id="m129">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> emission intensity from PBO (see <xref ref-type="fig" rid="F1">Figure 1b</xref>). <bold>(b)</bold> Ratio of the reference profile to MSIS-00 modeled intensity (gray squares) and ratio of the reference profile to the mean WACCM-X modeled intensity (green squares). <bold>(c)</bold> Reference profile, MSIS-00, and 2001&#x2013;2005 WACCM-X intensities. <bold>(d)</bold> Ratio of the reference profile to MSIS-00 modeled intensity (gray squares) and ratio of the reference profile to each WACCM-X modeled intensity (colored squares).</p>
</caption>
<graphic xlink:href="fspas-13-1643505-g002.tif">
<alt-text content-type="machine-generated">Four-panel scientific figure presents line and scatter plots comparing modeled intensity profiles and reference profiles as a function of shadow altitude. Panel a shows intensity versus shadow altitude for Average WACCM-X, MSIS-00, and Modified MSIS-00, using green, gray, and open circle markers respectively. Panel b depicts reference profile to modeled intensity ratios for Average WACCM-X and MSIS-00 models as squared points. Panel c presents similar intensity data by year from 2001 to 2005, plus MSIS-00 and Modified MSIS-00, with yearly profiles depicted in distinct colors. Panel d shows the corresponding yearly intensity ratios, using colored square markers for each year.</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<label>4</label>
<title>Discussion</title>
<p>In this work, we use WACCM-X simulations as inputs to the radiative transport code, lyao_rt (<xref ref-type="bibr" rid="B3">Bishop, 1999</xref>), facilitating a comparison between modeled H<inline-formula id="inf130">
<mml:math id="m130">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> column emission intensities and ground-based geocoronal H<inline-formula id="inf131">
<mml:math id="m131">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> observations. March equinox WACCM-X simulations characterized for perpetual solar maximum conditions from 2001 to 2005 are compared to ground-based observations from March 2000 taken at Pine Bluff Observatory in Wisconsin. Both the WACCM-X simulations and the Fabry-Perot observations were performed during periods of similar geophysical conditions. Although the WACCM-X runs were for perpetual solar maximum conditions and not specifically for the conditions of the observations, we can obtain qualitative information regarding the model&#x2019;s ability to simulate the underlying thermospheric [H] distribution. The MSIS-00 empirical model is also coupled to lyao_rt to perform a model-model-data comparison for the March equinox case. Several points of discussion are presented below:<list list-type="order">
<list-item>
<p>The modified MSIS-00 H<inline-formula id="inf132">
<mml:math id="m132">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> emission intensity profile, or the reference profile, offers better agreement with the March 2000 observations than WACCM-X and MSIS-00 (see <xref ref-type="fig" rid="F1">Figures 1a,b</xref>). This is expected because, in the modified case, lyao_rt uses inputs of exobase density <inline-formula id="inf133">
<mml:math id="m133">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>n</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mtext>exo</mml:mtext>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, photochemical upward flux <inline-formula id="inf134">
<mml:math id="m134">
<mml:mrow>
<mml:mi>&#x3d5;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>, and mesospheric peak density <inline-formula id="inf135">
<mml:math id="m135">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>n</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mtext>max</mml:mtext>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> that are consistent with <xref ref-type="bibr" rid="B5">Bishop et al. (2004)</xref> to substitute the MSIS-00 [H] profile with a user-specified [H] profile that best fits the March 2000 PBO observations. Lyao_rt then calculates the H<inline-formula id="inf136">
<mml:math id="m136">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> emission intensity using this user-specified [H] profile. For model-data comparisons, the modified MSIS-00 intensity profile is treated as a proxy to the observations.</p>
</list-item>
<list-item>
<p>At <inline-formula id="inf137">
<mml:math id="m137">
<mml:mrow>
<mml:mo>&#x223c;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>400 km shadow altitude, both forward modeled WACCM-X and MSIS-00 March equinox H<inline-formula id="inf138">
<mml:math id="m138">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> intensities underestimate the observed H<inline-formula id="inf139">
<mml:math id="m139">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> emission intensities by approximately 1.9 R and 2.6 R, respectively (see <xref ref-type="fig" rid="F1">Figure 1a</xref>). The ratios between the reference profile and the WACCM-X simulations suggest that WACCM-X offers better agreement in terms of magnitude with the March 2000 PBO observations (see <xref ref-type="fig" rid="F2">Figures 2b,d</xref>). Below 250 km, the MSIS-00 hydrogen distribution is derived based on the assumption of diffusive equilibrium with adjustments for chemistry and dynamics below the turbopause (<xref ref-type="bibr" rid="B22">Picone et al., 2002</xref>). This could lead to an underestimation of hydrogen column abundance resulting in a [H] profile that differs in magnitude and shape from ground-based H<inline-formula id="inf140">
<mml:math id="m140">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> observations (<xref ref-type="bibr" rid="B4">Bishop, 2001</xref>; <xref ref-type="bibr" rid="B5">Bishop et al., 2004</xref>). Additionally, the <xref ref-type="bibr" rid="B27">Solomon et al. (2019)</xref> WACCM-X simulations used here may deviate from the observations due to various contributing factors, including perpetual solar and geomagnetic conditions.</p>
</list-item>
<list-item>
<p>March equinox WACCM-X and MSIS-00 [H] disagree throughout the thermosphere, however, converge near the exobase (see <xref ref-type="fig" rid="F1">Figures 1c,d</xref>). As mentioned previously, the diffusive equilibrium assumption in MSIS-00 could result in lower hydrogen densities and column abundances than those predicted by numerical models such as WACCM-X. Although it reproduces the observed decrease in [H] with high solar activity (<xref ref-type="bibr" rid="B23">Qian et al., 2018</xref>), MSIS-00 still underestimates the absolute hydrogen abundance more than WACCM-X. Furthermore, the modified MSIS-00 [H] profile agrees with WACCM-X, especially at thermospheric altitudes (see <xref ref-type="fig" rid="F1">Figure 1c</xref>). We know that the modified MSIS-00 intensity profile yields the best fit to the March 2000 observations, therefore, this could further suggest that WACCM-X is better at simulating the underlying [H] and temperature distribution than MSIS-00.</p>
</list-item>
<list-item>
<p>The slightly flatter slope of the ratio between the reference profile and MSIS-00 suggests that MSIS-00 offers slightly better agreement with the relative change in intensity with respect to shadow altitude. This implies that the shape of the MSIS-00 hydrogen intensity profile is closer to the March 2000 PBO observations than WACCM-X (see <xref ref-type="fig" rid="F2">Figures 2b,d</xref>). Further comparisons are needed to confirm or deny whether the shape of the MSIS-00 intensity profile repeatedly matches the observations.</p>
</list-item>
<list-item>
<p>WACCM-X shows interannual variability and model relative uncertainty in the hydrogen distribution, which leads to forward modeled intensity variations particularly at lower shadow altitudes (see <xref ref-type="fig" rid="F2">Figure 2d</xref>). Although our analysis focuses on [H] and forward modeled intensity, the persistence of model relative uncertainty across the 5-year interval is consistent with the behavior reported for thermospheric temperature by <xref ref-type="bibr" rid="B27">Solomon et al. (2019)</xref> using the same simulations. Here, when coupling WACCM-X with lyao_rt we see that the model relative uncertainty is reflected in the calculated H<inline-formula id="inf141">
<mml:math id="m141">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> intensities.</p>
</list-item>
</list>
</p>
<p>We present an early application of forward modeling WACCM-X simulations to compute H<inline-formula id="inf142">
<mml:math id="m142">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> emission intensities. Here, we also include a comparative analysis with MSIS-00 and its &#x201c;modified version.&#x201d; The PBO WACCM-X simulations used in this work were run for March equinox (day of year 79 or 80) during the years 2001&#x2013;2005, perpetual solar maximum conditions, and UT &#x3d; 0. In the present work, the lyao_rt simulations assume a spherically symmetric hydrogen density, which represents a first-order approximation intended to isolate the primary dependencies of the H<inline-formula id="inf143">
<mml:math id="m143">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> signal on the global hydrogen density structure. While this assumption enables efficient forward modeling and comparison with observations, it may introduce systematic biases in the modeled H<inline-formula id="inf144">
<mml:math id="m144">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> intensities if strong asymmetries are present (e.g., along the Sun-Earth line). As an intermediate approximation, some effects of time-dependent asymmetry could be explored through a sequence of lyao_rt simulations that each assume spherical symmetry but allow the hydrogen density to evolve in time, with the resulting H<inline-formula id="inf145">
<mml:math id="m145">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> intensities interpreted in an averaged sense. Such an approach may capture aspects of the net variability in global hydrogen abundance while avoiding the computational complexity of fully asymmetric radiative transfer. However, this approximation would still be unable to reproduce directional scattering effects explicitly tied to the Sun-Earth geometry. Addressing these effects more rigorously would require extending lyao_rt to incorporate asymmetric hydrogen distributions, for example, through parameterized day-night density contrasts or coupling to two- or three-dimensional exospheric models along the Sun-Earth direction. Such developments are beyond the scope of the current study but represent an important avenue for future work aimed at improving the physical realism of H<inline-formula id="inf146">
<mml:math id="m146">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> modeling and reducing potential biases associated with symmetry assumptions. In future work, we plan to increase the accuracy of these model-model-data comparisons by comparing the 2000&#x2013;2001 PBO observations to WACCM-X simulations that are representative of observational conditions, including correct dates, solar conditions, and nudged with meteorology analysis fields in the troposphere-stratosphere so the model atmosphere remains close to observed meteorological conditions. Model uncertainties and observational errors will also be explored more in depth. We will also run lyao_rt with line-of-sight viewing geometries consistent with the observations as opposed to the synthetic viewing geometry used in this work. Other future work includes producing line widths for WACCM-X simulations as well as coupling NRLMSIS 2.0 (<xref ref-type="bibr" rid="B10">Emmert et al., 2021</xref>) with lyao_rt to conduct further comparisons with this new MSIS model version.</p>
<p>Radiative transfer processes, such as the resonant scattering of solar Ly-<inline-formula id="inf147">
<mml:math id="m147">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> by atomic hydrogen and multiple scattering, rely on an accurate representation of hydrogen thermospheric density and temperature where these profiles directly control the populations of energetic states and the resulting exospheric hydrogen intensity. As a result, comparisons between forward modeled WACCM-X H<inline-formula id="inf148">
<mml:math id="m148">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> intensities and ground-based observations contribute to validating thermospheric hydrogen variability within the WACCM-X numerical model.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec sec-type="author-contributions" id="s6">
<title>Author contributions</title>
<p>LA: Writing &#x2013; review and editing, Visualization, Formal Analysis, Writing &#x2013; original draft. EM: Funding acquisition, Writing &#x2013; review and editing. SN: Writing &#x2013; review and editing. LQ: Writing &#x2013; review and editing. JM: Resources, Writing &#x2013; review and editing. LH: Writing &#x2013; review and editing. RW: Writing &#x2013; review and editing. BM: Writing &#x2013; review and editing.</p>
</sec>
<ack>
<title>Acknowledgements</title>
<p>This research is a collaborative effort between Embry-Riddle Aeronautical University, University of Wisconsin-Madison, and the NSF National Center for Atmospheric Research. The authors would like to give a special thank you to the late James Bishop for the development and implementation of the lyao_rt code.</p>
</ack>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of interest</title>
<p>The author(s) declared that this work was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
<p>The reviewer GC-P declared a past co-authorship with the author LQ to the handling editor.</p>
</sec>
<sec sec-type="ai-statement" id="s9">
<title>Generative AI statement</title>
<p>The author(s) declared that generative AI was not used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec sec-type="disclaimer" id="s10">
<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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<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2893953/overview">Masatomi Iizawa</ext-link>, Technical University of Braunschweig, Germany</p>
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<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3264730/overview">Pratik Joshi</ext-link>, University of Illinois at Urbana-Champaign, United States</p>
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