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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Earth Sci.</journal-id>
<journal-title>Frontiers in Earth Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Earth Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-6463</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">673808</article-id>
<article-id pub-id-type="doi">10.3389/feart.2021.673808</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Earth Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Evaluating the Response of Global Column Resistance to a Large Volcanic Eruption by an Aerosol-Coupled Chemistry Climate Model</article-title>
<alt-title alt-title-type="left-running-head">Xie et&#x20;al.</alt-title>
<alt-title alt-title-type="right-running-head">Global Circuit to Volcanic Eruption</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Xie</surname>
<given-names>Yushan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1366275/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Ruyi</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1250651/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhu</surname>
<given-names>Zhipeng</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1364994/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhou</surname>
<given-names>Limin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1050987/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<label>
<sup>1</sup>
</label>Key Laboratory of Geographic Information Science, Ministry of Education, East China Normal University, <addr-line>Shanghai</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<label>
<sup>2</sup>
</label>Key Laboratory of Numerical Modeling for Atmospheric Science and Geophysical Fluid Dynamics, Institute of Atmospheric Physics, CAS, <addr-line>Beijing</addr-line>, <country>China</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/119057/overview">Irina Alexandrovna Mironova</ext-link>, Saint Petersburg State University, Russia</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/1117572/overview">Arseniy Karagodin-Doyennel</ext-link>, Physikalisch-Meteorologisches Observatorium Davos, Switzerland</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1292846/overview">Ziniu Xiao</ext-link>, Chinese Academy of Sciences (CAS), China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Limin Zhou, <email>lmzhou@geo.ecnu.edu.cn</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Atmospheric Science, a section of the journal Frontiers in Earth Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>16</day>
<month>06</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>9</volume>
<elocation-id>673808</elocation-id>
<history>
<date date-type="received">
<day>28</day>
<month>02</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>04</day>
<month>05</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2021 Xie, Zhang, Zhu and Zhou.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Xie, Zhang, Zhu and Zhou</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&#x20;terms.</p>
</license>
</permissions>
<abstract>
<p>Global electric circuits could be the key link between space weather and lower atmosphere climate. It has been suggested that the ultrafine erosol layer in the middle to upper stratosphere could greatly contribute to local column resistance and return current density. In previous work by Tinsley, Zhou, and Plemmons (Atmos. Res., 2006, 79 (3&#x2013;4), 266&#x2013;295), the artificial ultrafine layer was addressed and caused a significant symmetric effect on column resistance at high latitudes. In this work, we use an updated erosol coupled chemistry-climate model to establish a new global electric circuit model. The results show that the ultrafine aerosol layer exits the middle stratosphere, but due to the Brewer-Dobson circulation, there are significant seasonal variations in the ion loss due to variations in the ultrafine aerosol layer. In the winter hemisphere in the high latitude region, the column resistance will consequently be higher than that in the summer hemisphere. With an ultrafine aerosol layer in the decreasing phase of solar activity, the column resistance would be more sensitive to fluctuations in the low-energy electron precipitation (LEE) and middle-energy electron precipitation (MEE) particle fluxes.</p>
</abstract>
<kwd-group>
<kwd>global electric circuit</kwd>
<kwd>ultrafine aerosol</kwd>
<kwd>column resistance</kwd>
<kwd>brewer-dobson circulation</kwd>
<kwd>solar activity</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>The global atmospheric electric circuit could be important not only as a product of global thunderstorm activity (<xref ref-type="bibr" rid="B3">Bering et&#x20;al., 1998</xref>) but also because it may cause climate change and weather itself via electrical effects on cloud microphysics, with external and internal drivers (<xref ref-type="bibr" rid="B39">Tinsley and Yu, 2004</xref>; <xref ref-type="bibr" rid="B38">Tinsley, 2008</xref>), which depend on the current density J<sub>z</sub> flowing downwards from the ionosphere to the surface through clouds. This hypothesis has been reviewed in detail by <xref ref-type="bibr" rid="B38">Tinsley (2008)</xref>.</p>
<p>The ionosphere forms a conducting shell, which is charged by highly electrified clouds, including thunderclouds in low latitude regions and air fronts at middle and high latitudes. The diurnal variations in the global upward current of approximately 1000 A create a diurnally varying ionospheric potential (Vi) that averages approximately 250&#xa0;kV, which is essentially an equipotential out to approximately 50&#xb0; geomagnetic latitudes. At any location away from the generators, the downward return current density (Jz) is 1&#x2013;6&#xa0;pA m-2, depending on the atmospheric resistance R of the column of the unit cross section there. The vertical column resistance R at any location is mainly determined by the altitude of the surface, the aerosol, the cloud and radioactive radon concentrations near the surface, and the flux of galactic cosmic rays (GCRs) at that latitude (<xref ref-type="bibr" rid="B40">Tinsley et&#x20;al., 2006</xref>). The GCR flux creates ion pairs throughout the air column, increasing ion pairs cause the increase of conduct, leading to stronger Jz. There are two additional sources of ion pair production in the upper atmosphere: one is the relativistic electron flux and associated X-ray bremsstrahlung that penetrates down to approximately 30&#xa0;km in sub-auroral latitudes (<xref ref-type="bibr" rid="B36">Tinsley, 1996</xref>; <xref ref-type="bibr" rid="B10">Frahm et&#x20;al., 1997</xref>; <xref ref-type="bibr" rid="B22">Li et&#x20;al., 2001a</xref>, <xref ref-type="bibr" rid="B23">b</xref>), and the other is solar energetic particle (SEP) events (<xref ref-type="bibr" rid="B16">Holzworth et&#x20;al., 1987</xref>) that produce stratospheric ionization, excess positive charge, and occasionally a small amount of tropospheric ionization in the polar cap regions. We denote the stratospheric and tropospheric contributions to the column resistance at any location as S and T, respectively. Then Jz at that location is given by Ohm&#x2019;s Law: <inline-formula id="inf1">
<mml:math id="m1">
<mml:mrow>
<mml:mo>&#xa0;</mml:mo>
<mml:mi>J</mml:mi>
<mml:mi>z</mml:mi>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mi>V</mml:mi>
<mml:mi>i</mml:mi>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>/</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>T</mml:mi>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#x2b;</mml:mo>
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</inline-formula>. Therefore, any input that modulates Vi, T, or S will also modulate Jz. There are several quasi-static numerical models to evaluate the global distribution of column resistance, such as <xref ref-type="bibr" rid="B13">Hays and Roble (1979)</xref>, <xref ref-type="bibr" rid="B26">Makino and Ogawa (1985</xref>&#x2014;herein M085), <xref ref-type="bibr" rid="B32">Sapkota and Varshneya (1990</xref>&#x2014;herein SV90), <xref ref-type="bibr" rid="B40">Tinsley et&#x20;al. (2006</xref>&#x2014;herein TZ06), <xref ref-type="bibr" rid="B45">Zhou and Tinlsey (2010</xref>&#x2014;herein ZT09), and there are comprehensive models with the whole atmospheric dynamics and chemical components to calculate the column resistance to provide a full description of the response of the global air conductivity to internal drivers (tropospheric and stratospheric aerosols, radon gas concentrations, clouds) and external drivers (galactic cosmic rays, comet aerosols, clouds), such as <xref ref-type="bibr" rid="B2">Baumgaertner et&#x20;al. (2013</xref>&#x2014;herein BTNL 2013) and <xref ref-type="bibr" rid="B25">Lucas et&#x20;al. (2015</xref>&#x2014;herein LBT 2015).</p>
<p>It was proposed that the reduction in Jz due to the Forbush decrease in GCRs could be attributed to the latitudinal variations in the low atmospheric dynamics, represented by the vorticity area index (VAI), and the amplitude of the response was proportional to the amplitude of the Forbush decrease (<xref ref-type="bibr" rid="B37">Tinsley and Deen, 1991</xref>). Other studies claimed that the relationship between Jz and VAI was due to the internal variation of the thunderstorm (<xref ref-type="bibr" rid="B14">Hebert et&#x20;al., 2012</xref>) or interplanetary magnetic field (IMF) (<xref ref-type="bibr" rid="B48">Wilcox et&#x20;al., 1973</xref>; <xref ref-type="bibr" rid="B21">Lam and Tinsley, 2016</xref>; <xref ref-type="bibr" rid="B47">Zhou et&#x20;al., 2018</xref>). Responses of cloud cover to heliospheric current sheet (HCS) crossings have been found by <xref ref-type="bibr" rid="B19">Kniveton et&#x20;al. (2008)</xref> and to Forbush decreases by <xref ref-type="bibr" rid="B42">Veretenenko and Pudovkin (1997)</xref>, and responses of global cloud cover to global Jz changes inferred from the electric field (Ez) measurements at Vostok have been found by <xref ref-type="bibr" rid="B19">Kniveton et&#x20;al. (2008)</xref>. On longer time scales, the relation between the relativistic electron flux and the pressure fluctuation in the winter ice island pressure center is important (<xref ref-type="bibr" rid="B46">Zhou et&#x20;al., 2014</xref>). These responses between space weather and atmospheric parameters were more significant two or three years after large volcanic eruptions, such as the eruption of Mt. Aguge, Mt. El Chikon, and Mt. Pinatubo, which was proposed to be due to additional resistance by the ultrafine aerosol layer in the stratosphere (<xref ref-type="bibr" rid="B39">Tinsley and Yu, 2004</xref>; <xref ref-type="bibr" rid="B46">Zhou et&#x20;al., 2014</xref>). It has been suggested that after a large volcanic eruption, the gaseous H<sub>2</sub>SO<sub>4</sub> in the descending branch of the Brewer-Dobson circulation could be condensed by ion media nucleation and form large concentrations of ultrafine aerosols with radii of a few nanometers or tens of nanometers at mid-high latitudes, which could significantly increase the column resistance in the stratosphere.</p>
<p>The initial evaluation of this effect was performed by the global circuit model of TZ06 (<xref ref-type="bibr" rid="B40">Tinsley et&#x20;al., 2006</xref>). In the TZ06 model, an ultrafine aerosol layer was modeled by <xref ref-type="bibr" rid="B40">Tinsley et&#x20;al. (2006)</xref>, where column resistance is mainly shown in&#x20;situations with and without the estimated stratospheric ultrafine volcanic aerosol layer. The layer is located poleward of &#xb1;40&#xb0; geographic latitudes, where the layer column resistance becomes the dominant part of the stratosphere and is calculated for the absence of ionization due to electron precipitation, such as relativistic electron flux. This ionization is considered to be present most of the time and to make the ultrafine layer a good conductor so that the column resistance in the stratosphere (S) is negligible with respect to that in the troposphere (T). It is only for periods of a few days when the slow solar wind at the HCS crosses the earth that the precipitating relativistic electron flux decreases by an order of magnitude; R increases and Jz decreases at higher latitudes during a few years following large explosive volcanic eruptions. The concentration and spatial distribution of stratospheric ultrafine aerosols in TZ06 are artificial and static with no temporal variation, which provides only a rough estimation of their effects. The improved comprehensive model of BTNL 2013, based on CESM1, where the sulfate aerosol process in the stratosphere is from <xref ref-type="bibr" rid="B7">English et&#x20;al. (2011)</xref>, includes all types of aerosols, including ultrafine aerosols due to ion media nucleation in the stratosphere, and provides a more realistic picture of the global circuit. However, the lack of heating as aerosol radiative feedback in <xref ref-type="bibr" rid="B7">English et&#x20;al. (2011)</xref> causes a large bias in the aerosol burden between simulations and observations. The improved aerosol-chemistry-climate model SOCOL-AERv2 by <xref ref-type="bibr" rid="B9">Feinberg et&#x20;al. (2019)</xref> can already provide a more accurate treatment of stratosphere aerosols for low and high volcanic periods with aerosol radiative heating, sedimentation schemes, and coagulation efficiency. The purpose of this work is to investigate the effect of the stratospheric aerosol layer on the column resistance with the comprehensive global electric circuit model, which is based on SOCOL-AERv2 coupled with the global electric model of TZ06, where ultrafine aerosols due to ion media nucleation are involved to more accurately evaluate the effect of ultrafine aerosols and the temporal variation in this effect. In addition, the effects of ionization due to galactic cosmic rays and high-energy electron precipitation are addressed.</p>
</sec>
<sec id="s2">
<title>Description of the Model</title>
<p>The chemistry-climate model (CCM) SOCOL (SOlar Climate Ozone Links) version three is a three-dimensional model developed by the research group at the Physical-Meteorological Observatory and World Radiation Center (PMOD/WRC) in collaboration with the Institute for Atmospheric and Climate Science, ETHZ Switzerland (<xref ref-type="bibr" rid="B34">Stenke et&#x20;al., 2013</xref>). The effects of external drivers, such as galactic cosmic rays and solar protons, on the ozone layer and climate were investigated by the SOCOL model (<xref ref-type="bibr" rid="B6">Egorova et&#x20;al., 2011</xref>; <xref ref-type="bibr" rid="B27">Mironova et&#x20;al., 2021</xref>). A detailed description of the model can be found in <xref ref-type="bibr" rid="B31">Rozanov et&#x20;al. (1999)</xref>.</p>
<p>SOCOL is developed based on the Middle Atmosphere version of the European Center/Hamburg Model version 5 (MA-ECHAM5). MA-ECHAM5 (<xref ref-type="bibr" rid="B30">Roeckner et&#x20;al., 2003</xref>) is the dynamical core of the model responsible for atmospheric physics and dynamics in SOCOL, with a hybrid sigma-pressure coordinate system spanning from the surface to 0.01&#xa0;hPa. The horizontal spatial resolution of the model in this work is 3.75 &#xd7; 3.75&#xb0;. The model has 39 vertical levels from the surface to a height of approximately 80&#xa0;km in a hybrid sigma-pressure coordinate system, and the vertical resolution decreases with altitude and is 2&#xa0;km in the stratosphere. The dynamic frame in the model is solved with a semi-implicit time stepping scheme with a time resolution of 15&#xa0;min. The advection of water vapor, cloud water, and trace constituents is calculated by a flux-based 25&#x20;mass-conserving and shape-preserving transport scheme (<xref ref-type="bibr" rid="B24">Lin and Rood, 1996</xref>). Full radiation calculations, chemistry, and transport calculations are performed every 2&#xa0;h. The shortwave radiation scheme is based on the ECMWF model (<xref ref-type="bibr" rid="B49">Morcrette, 1991</xref>) with a modified parameterization for the water vapor continuum and corrected spectral Voigt line shape considering Doppler broadening at low pressure as well as with added aerosols, greenhouse gases, and clouds (<xref ref-type="bibr" rid="B50">Roeckner, 1995</xref>). The longwave radiation is based on the Rapid Radiative Transfer Model (RRTM) scheme (<xref ref-type="bibr" rid="B28">Mlawer et&#x20;al., 1997</xref>).</p>
<p>The chemistry-transport module Model for the Evaluation of OZONe Trends (MEZON) (<xref ref-type="bibr" rid="B5">Egorova et&#x20;al., 2003</xref>) shares the MA-ECHAM5 horizontal and vertical grids and treats 41 atmospheric species of hydrogen, oxygen, nitrogen, carbon, chlorine, and bromine groups treated with 140&#x20;gas-phase reactions, 46 photolysis reactions, and 16 heterogeneous reactions in/on liquid sulfate aerosols, water ice, and nitric acid trihydrate (NAT) (<xref ref-type="bibr" rid="B34">Stenke et&#x20;al., 2013</xref>).</p>
<p>The ion pair production rate due to galactic cosmic rays is calculated by the CRAC (Cosmic Ray Atmospheric Cascade) model (<xref ref-type="bibr" rid="B41">Usoskin et&#x20;al., 2010</xref>), which is based on a Monte Carlo simulation of the atmospheric cascade; in the troposphere and stratosphere, the accuracy is within 10% compared to the observation results. In the present work, we also add the ion pair due to low- and middle-energy electron precipitation (herein EEP, including LEE and MEE). The semi-empirical parameterization for LEE suggested by <xref ref-type="bibr" rid="B12">Funke et&#x20;al. (2016)</xref> is involved, and the ionization rate due to MEE is based on <xref ref-type="bibr" rid="B8">Fang et&#x20;al. (2010)</xref>.</p>
<p>In the troposphere, 13 types of aerosols based on the GADS database and <xref ref-type="bibr" rid="B15">Hess et&#x20;al. (1998)</xref> are involved, which is the same as the treatment in the TZ06 model. We use an analytical expression for the tropospheric aerosol size distribution given by <xref ref-type="bibr" rid="B15">Hess et&#x20;al. (1998)</xref>.</p>
<p>For the sulfate aerosol in the model, instead of the rough estimation that was used in TZ06, a detailed 2D sulfate aerosol model is coupled based on the updated size-resolved AER sulfate aerosol model, which was established in SOCOL by <xref ref-type="bibr" rid="B33">Sheng et&#x20;al. (2015)</xref>, <xref ref-type="bibr" rid="B35">Sukhodolov et&#x20;al. (2018)</xref>, and <xref ref-type="bibr" rid="B9">Feinberg et&#x20;al. (2019)</xref>. In this sulfate aerosol model, the particle distribution is resolved by 40 size bins spanning wet radii from 0.39&#xa0;nm to 3.2&#xa0;&#xb5;m by volume doubling, which also provides the size distribution of the sulfate aerosol. In addition, the microphysical processes of homogeneous nucleation, condensation/evaporation, coagulation, and sedimentation, which were suggested by <xref ref-type="bibr" rid="B33">Sheng et&#x20;al. (2015)</xref>, are also included. In the upper stratosphere at altitudes over 30&#xa0;km, the coagulation rate due to ion media nucleation is addressed in this new model, which is based on the INM model suggested by <xref ref-type="bibr" rid="B44">Yu and Turco (2001)</xref>.</p>
<p>The column resistance (R) varies with latitude and longitude, and with the upper boundary of 60&#xa0;km in our model, R is given by<disp-formula id="e1">
<mml:math id="m2">
<mml:mrow>
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<mml:mtr>
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<label>(1)</label>
</disp-formula>where Zs is the elevation of the surface and &#x3c3;(z) is air conductivity. The current density J<sub>z</sub> throughout the column is then<disp-formula id="e2">
<mml:math id="m3">
<mml:mrow>
<mml:mtable>
<mml:mtr>
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<mml:mi>J</mml:mi>
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<label>(2)</label>
</disp-formula>where V<sub>i</sub> is the overhead ionospheric potential. The most complex problem for this global circuit model is in evaluating &#x3c3;(z) globally as a function of altitude, latitude, longitude, and&#x20;time.</p>
<p>In this model, the first step is the evaluation of the ion pair production rate; the next step is the evaluation of the aerosol particle concentrations. Then, using the approximation that the concentrations of positive and negative ions in the air are equal, the ion pair concentration (n) is obtained by solving the equation<disp-formula id="e3">
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<label>(3)</label>
</disp-formula>for the steady state condition where dN/dt &#x3d; 0, where t is the time. Then, the conductivity is given by<disp-formula id="e4">
<mml:math id="m5">
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mi>&#x3c3;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>N</mml:mi>
<mml:mi>e</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
<mml:mn>1</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>&#x3bc;</mml:mi>
<mml:mn>2</mml:mn>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
<label>(4)</label>
</disp-formula>where e is the elementary charge, and <inline-formula id="inf2">
<mml:math id="m6">
<mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf3">
<mml:math id="m7">
<mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula> are the ion mobilities of the positive and negative&#x20;ions.</p>
<p>We use a set of expressions for &#x3b1; that closely fit the results of <xref ref-type="bibr" rid="B1">Bates (1982)</xref>. The expression for &#x3b2;<sub>r</sub> as a function of aerosol particle radius, r, that we use is given by <xref ref-type="bibr" rid="B51">Hoppel (1985)</xref>.</p>
<p>The present global electric circuit model calculates the atmospheric resistivity from the surface up to 60&#xa0;km height with 335 bins. We took only 32 vertical bins below 60&#xa0;km in the SOCOL-AERv2 model, all the outputs from the SOCOL-AERv2 model are linearly interpolated, and the sulfate gas concentration and sulfate aerosol surface area index (surface area density, SAD) are interpolated with the e power function.</p>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<sec id="s3-1">
<title>Comparison of the SO<sub>2</sub> Mixing Ratio</title>
<p>
<xref ref-type="fig" rid="F1">Figure&#x20;1</xref> compares the simulation results of the SO2 mixing ratio from SOCOL-AER at 26&#x2013;32&#xb0;N in April to May 1985 with MIPAS and ATMOS observed data (<xref ref-type="bibr" rid="B17">H&#xf6;pfner et&#x20;al., 2013</xref>; <xref ref-type="bibr" rid="B29">Rinsland et&#x20;al., 1995</xref>). There are a number of similarities between the simulation results and satellite measurements. The estimated instrumental uncertainty of MIPAS is 5&#x2013;10 pptv (<xref ref-type="bibr" rid="B17">H&#xf6;pfner et&#x20;al., 2013</xref>). Differences between observed data and simulation data below 45&#xa0;km are less than 10&#xb0;pptv. This result is similar to <xref ref-type="bibr" rid="B33">Sheng et&#x20;al. (2015)</xref>, who found that SOCOL-AER could successfully simulate aerosol features.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Comparison of the SO2 mixing ratio at 26&#x2013;32&#xb0;N in april to May 1985 simulated by SOCOL-AER (orange solid line), from ATMOS observations (purple squares) and from MIPAS measurements (gray dashes).</p>
</caption>
<graphic xlink:href="feart-09-673808-g001.tif"/>
</fig>
</sec>
<sec id="s3-2">
<title>Brewer-Dobson Circulation Seasonal Variations</title>
<p>As shown in <xref ref-type="fig" rid="F2">Figure&#x20;2</xref>, during 1990&#x2013;1993, the Brewer-Dobson circulation exhibited significant seasonal variations. The top half of the figure shows circulation characteristics during summer; at nearly 30&#xa0;km, the residual velocity at high latitudes decelerated in 1990 and 1992 but accelerated in 1991. The bottom half of <xref ref-type="fig" rid="F2">Figure&#x20;2</xref> shows that near 30&#xa0;km, the residual velocity at high latitudes accelerated the upper polar region during the 1990&#x2013;1992 winter but decelerated in&#x20;1993.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>The residual speed and acceleration in the summer (first row) and winter (second row) from 1990 to 1993. The colored diagram is acceleration, and the vector arrow is the composite of vertical wind and meridional wind (<inline-formula id="inf4">
<mml:math id="m8">
<mml:mrow>
<mml:mi>v</mml:mi>
<mml:mo>&#xd7;</mml:mo>
<mml:mn>4.899</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mn>10</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>).</p>
</caption>
<graphic xlink:href="feart-09-673808-g002.tif"/>
</fig>
</sec>
<sec id="s3-3">
<title>Comparison of the Ion Production Rate by GCRs and EPP</title>
<p>
<xref ref-type="fig" rid="F3">Figures 3A&#x2013;D</xref> show the ion pair production rate at standard temperature and pressure (STP) for particles with different energies during solar maxima and solar minima: 1) is for ion pair production rate due to GCRs during the solar minimum, 2) is for the ion pair production rate due to GCRs during the solar maximum, 3) is for the ion production rate due to GCRs &#x2b; EEP during the solar minimum, and 4) is for the ion production rate due to GCRs &#x2b; EEP during the solar maximum. This shows that the ion production rate during solar minima at an altitude of 60&#xa0;km in the polar region due to ionization of GCRs and EEP could be twice that during solar maxima, and at 30&#xa0;km, the ion production rate is enhanced by an additional 1.15 due to EEP. During solar maxima, the difference at an altitude of 60&#xa0;km is less than 10%. Therefore, additional EEP ionization was significantly attributed to ion production above a height of 30&#xa0;km in the polar region.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>The ion pair production rate due to GCRs and EEP. <bold>(A)</bold> shows the ion pair production rate due to GCRs during the solar minimum, <bold>(B)</bold> shows the ion pair production rate due to GCRs during the solar maximum, <bold>(C)</bold> shows the ion production rate due to GCRs &#x2b; EEP during the solar minimum, and <bold>(D)</bold> shows the ion production rate due to GCRs &#x2b; EEP during the solar maximum.</p>
</caption>
<graphic xlink:href="feart-09-673808-g003.tif"/>
</fig>
</sec>
<sec id="s3-4">
<title>Sulfate Aerosol in the Middle Stratosphere</title>
<p>With the SOCOL-AERv2 model, a more accurate simulation of sulfate aerosol concentration was achieved. In general, there are two sulfate aerosol layers after a volcanic eruption: one is in the troposphere, and the other is in the low stratosphere layer, which is well known as the &#x201c;Junge layer&#x201d; (<xref ref-type="bibr" rid="B18">Junge and Manson, 1961</xref>). <xref ref-type="bibr" rid="B44">Yu and Turco (2001)</xref> and Tinsley (2005) suggested that there was a third layer in the middle to upper stratosphere due to ultrafine sulfate aerosols. Therefore, <xref ref-type="fig" rid="F4">Figure&#x20;4</xref> shows the sulfate aerosol-related parameters in the middle to upper stratosphere. <xref ref-type="fig" rid="F4">Figure&#x20;4</xref> shows the zonal mean SAD (panels a and b) and sulfate mass concentration (panels c and d) as a function of altitude above 23&#xa0;km. <xref ref-type="fig" rid="F4">Figures 4A,C</xref> show the results in December-January-February (DJF) 1992&#x2013;1993 after the eruption of Mt. Pinatubo, and <xref ref-type="fig" rid="F4">Figures 4B,D</xref> show the results in DJF 1990&#x2013;1991 just before the eruption of Mt. Pinatubo. The results show that there is significant enhancement of SAD and sulfate mass concentration in the middle stratosphere after the eruption of Mt. Pinatubo compared with the results in DJF 1990&#x2013;1991 before the eruption. The most interesting aspect of <xref ref-type="fig" rid="F4">Figures 4A,C</xref> is that the maxima of SAD and sulfate mass concentration over the high latitudes of the Northern hemisphere are in the region of Brewer-Dobson circulation in the descending branch. In <xref ref-type="fig" rid="F2">Figures 2D,E</xref> there is a clear trend of residual velocity descent over the high latitudes of the Northern hemisphere at 30&#xa0;km during the 1990&#x2013;1992 winter. Compared to the estimation by <xref ref-type="bibr" rid="B53">Tinsley (2005)</xref> and <xref ref-type="bibr" rid="B40">Tinsley et&#x20;al. (2006)</xref>, the maximum SAD and sulfate mass concentrations are lower. They are centered at a height of approximately 30&#xa0;km.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>The characteristics of sulfate aerosols in the middle and upper stratosphere (panels <bold>(A)</bold> and <bold>(B)</bold>) and sulfate mass concentration (panels <bold>(C)</bold> and <bold>(D)</bold>) as a function of altitude above 23&#xa0;km.</p>
</caption>
<graphic xlink:href="feart-09-673808-g004.tif"/>
</fig>
</sec>
<sec id="s3-5">
<title>The Ion-Aerosol Attachment Efficiency</title>
<p>In the global electricity circuit model, ion loss due to ion-aerosol attachment is the main part of the whole ion loss. <xref ref-type="fig" rid="F5">Figure&#x20;5</xref> shows the profile of the ion-aerosol attachment rate (<italic>&#x3b2;</italic>) in two different regions (Antarctic 1) and Indian Ocean 2)) under different volcanic eruptions. In these two plots, the gray lines are the results from the TZ06 model, the gray solid line is the value in DJF with high volcanic aerosol loading, and the gray dashed line is the value in DJF with low volcanic aerosol loading. The black solid line is for DJF in 1990&#x2013;1991, the black dashed line is for DJF in 1991&#x2013;1992, and the red solid line is for June-July-August (JJA) in 1991. The results show that the ultrafine aerosol layer appears in only the high latitude region, which is consistent with previous studies. The ion loss due to attachment to ultrafine aerosols at low volcanic activity in the new model is approximately 20&#x20;times larger than that in the TZ06 model. The maximum ion loss due to attachment to sulfate aerosols exists at a height of 35&#xa0;km, which is consistent with the vertical distribution of sulfate aerosols in <xref ref-type="fig" rid="F4">Figure&#x20;4</xref>. After the large volcanic eruption, &#x3b2; is enhanced by approximately 3&#x2013;4&#x20;times due to seasonal variations, which is not addressed in TZ06, ZT09, or other models. The ion loss due to attachment to aerosols in the Junge layer is also increased by a factor of approximately 10 compared with the TZ06 model. Although aerosol in the Junge layer also exhibited a peak value in polar and tropical regions after volcanic eruption, it was only 100&#x20;times less than the effect due to surface aerosols and ultrafine aerosols.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>"Vertical profile of the ion-aerosol attachment rate (&#x03B2;) in two different regions (Antarctic <bold>(A)</bold> and Indian Ocean <bold>(B)</bold>) under different volcanic eruptions. In these two plots, the gray lines are the results from the TZ06 model, the gray solid line is the value in DJF with high volcanic aerosol loading, and the gray dashed line is the value in DJF with low volcanic aerosol loading. The black solid line is for DJF in 1990&#x2013;1991, the black dashed line is for DJF in 1991&#x2013;1992, and the red solid line is for JJA in&#x20;1991.</p>
</caption>
<graphic xlink:href="feart-09-673808-g005.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F6">Figure&#x20;6</xref> shows the ion-aerosol attachment rate at a height of 35&#xa0;km in JJA 1993 and DJF 1993&#x2013;1994. In the high-latitude region, there is a significant seasonal fluctuation in &#x3b2;, and the maximum variation is over 10&#x20;times.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Global ion-aerosol attachment rate at a height of 35&#xa0;km, <bold>(A)</bold> for JJA in 1993 and <bold>(A)</bold> for DJF in 1993&#x2013;1994.</p>
</caption>
<graphic xlink:href="feart-09-673808-g006.tif"/>
</fig>
</sec>
<sec id="s3-6">
<title>Profile of Resistivity</title>
<p>
<xref ref-type="fig" rid="F7">Figure&#x20;7</xref> shows the vertical profiles of atmospheric resistivity in DJF in the 1) Antarctic and 2) Indian Ocean. The solid lines are for the 1990&#x2013;1991 period, dotted lines are for the 1992&#x2013;1993 period, and dashed lines are for the 1993&#x2013;1994 period. In the high-latitude/Antarctic region, the effect of the Junge layer could not be detected, and ultrafine volcanic eruptions and resistivity at a 35&#xa0;km height significantly contributed to the whole column resistance, especially after volcanic eruptions. The sulfate aerosol effect weakens with time. In the tropical Indian Ocean region, the peak resistivity was found at a height of 20&#xa0;km, which is due to the Junge layer. However, the resistivity of the Junge layer is not large and does not significantly affect the whole column resistance value. It is apparent from <xref ref-type="fig" rid="F8">Figure&#x20;8B</xref> that above the Indian Ocean air resistivity for the 1993&#x2013;1994 period became almost the same as in pre-eruption time, a possible explanation for this might be that the effect and lifetime of ultrafine sulfate aerosols in the Junge layer was shorter than a&#x20;year.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Vertical profile of atmospheric resistivity in DJF in the <bold>(A)</bold> Antarctic and <bold>(B)</bold> Indian Ocean. The solid lines are for 1990&#x2013;1991, dotted lines are for 1992&#x2013;1993, and dashed lines are for 1993&#x2013;1994.</p>
</caption>
<graphic xlink:href="feart-09-673808-g007.tif"/>
</fig>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>The gridded global column resistance in DJF <bold>(A)</bold> 1990&#x2013;1991, <bold>(B)</bold> 1991&#x2013;1992, and <bold>(C)</bold> 1993&#x2013;1994.</p>
</caption>
<graphic xlink:href="feart-09-673808-g008.tif"/>
</fig>
</sec>
<sec id="s3-7">
<title>Global Distribution of Column Resistance</title>
<p>
<xref ref-type="fig" rid="F8">Figure&#x20;8</xref> shows the gridded global column resistance in DJF: 1) 1990&#x2013;1991, 2) 1991&#x2013;1992, and 3) 1993&#x2013;1994. In panel (a), a low column resistance appears in regions with high elevations or low geomagnetic latitudes, such as East Asia, where the column resistance is controlled by surface aerosols. After the eruption of Mt. Pinatubo, due to ultrafine aerosols, the column resistance at high latitudes significantly increases, and the maximum increase could be 2.8 times. In DJF, the greatest enhancement of column resistance exists in the Northern Hemisphere. Two years after the eruption, in panel (c), the effect of ultrafine aerosols declines.</p>
</sec>
<sec id="s3-8">
<title>Seasonal Effect</title>
<p>
<xref ref-type="fig" rid="F9">Figure&#x20;9</xref> shows the percentage of column resistance enhancement between JJA 1993 and DJF 1993&#x2013;1994. With simultaneous seasonal shifts in the column resistance, the column resistance at high latitudes undergoes large changes, and in the high latitudes of the winter hemisphere, the column resistance increases, while in the summer hemisphere, it decreases.</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>The percentage increase in column resistance between JJA 1993 and DJF 1993&#x2013;1994.</p>
</caption>
<graphic xlink:href="feart-09-673808-g009.tif"/>
</fig>
</sec>
<sec id="s3-9">
<title>EEP Effect</title>
<p>
<xref ref-type="fig" rid="F10">Figures 10A&#x2013;C</xref> show the percentage increases ((R<sub>GCR</sub>&#x2014;R<sub>GCR&#x2b;EEP</sub>)/R<sub>GCR</sub>)&#xd7;100%, of the column resistances in DJF 1) 1990&#x2013;1991, 2) 1991&#x2013;1992, and 3) 1993&#x2013;1994. In <xref ref-type="fig" rid="F10">Figure&#x20;10A</xref> and <xref ref-type="fig" rid="F10">Figure&#x20;10B</xref>, the maximum increase in the percentage of column resistance is less than 1.5%, and in <xref ref-type="fig" rid="F10">Figure&#x20;10C</xref>, the maximum percentage is over 7.2% in both the northern and southern polar regions, which indicates that two years after the eruption of Mt. Pinatubo, there would be a significant effect due to the absence of EEP ionization on the column resistance. In 1990&#x2013;1991 and 1991&#x2013;1992, during the solar maxima, high solar activity prevented the energetic electrons from penetrating into the middle stratosphere. In 1993&#x2013;1994, during the decreasing phase of solar activity, more energetic electrons reached the upper and even middle stratosphere. With ultrafine aerosols, the column resistance becomes sensitive to fluctuations in the energy particle&#x20;flux.</p>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>The percentage increases ((R<sub>GCR</sub>&#x2014;R<sub>GCR&#x2b;EEP</sub>)/R<sub>GCR</sub>)&#xd7;100%, of column resistance due to different external ionization sources in DJF <bold>(A)</bold> 1990&#x2013;1991, <bold>(B)</bold> 1991&#x2013;1992, and <bold>(C)</bold> 1993&#x2013;1994.</p>
</caption>
<graphic xlink:href="feart-09-673808-g010.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>Although the contribution of atmospheric resistivity from the sulfate aerosol layer in the lower stratosphere, called the Junge layer, is larger in the present simulation than in the previous TZ06 model (<xref ref-type="bibr" rid="B40">Tinsley et&#x20;al., 2006</xref>), the aerosols in the upper stratosphere still seem to have a main effect on the column resistance at high latitudes. The ultrafine aerosol layer has a significant effect on the column resistance after the volcanic eruption. <xref ref-type="bibr" rid="B53">Tinsley (2005)</xref> claimed that there was an ultrafine aerosol layer in the upper stratosphere formed by ion media nucleation, as suggested by <xref ref-type="bibr" rid="B44">Yu and Turco</xref>
<xref ref-type="bibr" rid="B44">(2001)</xref>, which could be consistent with the unexplained variability on all time scales in measured stratospheric conductivity (<xref ref-type="bibr" rid="B53">Tinsley, 2005</xref>; <xref ref-type="bibr" rid="B54">Bering et&#x20;al., 2005</xref>), especially in the descending branch of the Brewer-Dobson circulation at high latitudes. In the GEC model of the TZ06 model, the artificial ultrafine aerosol layer centered at 40&#xa0;km was modeled based on the numerical simulation by <xref ref-type="bibr" rid="B44">Yu and Turco (2001)</xref> for an H<sub>2</sub>SO<sub>4</sub> mass concentration of 6.35 &#xd7; 10<sup>2</sup>&#xa0;&#x3bc;g&#xa0;m<sup>&#x2212;3</sup>, which corresponds to a mass mixing ratio of 16 ppbm for the liquid droplets. In the TZ06 model, the sensitivity simulation showed that in the high volcanic eruption period, the column resistance in the high geomagnetic latitude region would be more sensitive to fluctuations in GCRs than in the low volcanic eruption period by a factor of two times due to the attribution of ultrafine aerosols and the high sensitivity of the polar region (<xref ref-type="bibr" rid="B40">Tinsley et&#x20;al., 2006</xref>). <xref ref-type="bibr" rid="B38">Tinsley (2008)</xref> expected that the ultrafine aerosol concentration would have a maximum effect on the column resistance two years after a large volcanic eruption. However, in the present simulation, based on the chemical-climate model, the SAD in the ultrafine sulfate aerosol layer first appears in the descending branch of the Brewer-Dobson circulation at high latitudes soon after the eruption of Mt. Pinatubo, which significantly affects the regional column resistance. Different from previous models (TZ06, <xref ref-type="bibr" rid="B40">Tinsley et&#x20;al., 2006</xref>), the column resistance response to volcanic eruptions shows a significant asymmetric structure in different hemispheres, and the column resistance in the high latitudes of the Northern Hemisphere has a larger response than that of the Southern Hemisphere. Two years after the volcanic eruption, the effect of ultrafine aerosols appears in only the North Atlantic region. This asymmetric structure might explain why more significant connections on day-to-day or annual time scales between space weather events and tropospheric responses, such as dynamic responses (<xref ref-type="bibr" rid="B20">Lam et&#x20;al., 2014</xref>), cloud cover (<xref ref-type="bibr" rid="B43">Voiculescu et&#x20;al., 2013</xref>) and cloud radiation (<xref ref-type="bibr" rid="B11">Frederick et&#x20;al., 2019</xref>), appeared in the Northern Hemisphere than in the Southern Hemisphere.</p>
<p>It has been claimed that the Brewer-Dobson circulation is strengthened in the winter hemisphere (<xref ref-type="bibr" rid="B4">Butchart, 2014</xref>). Then, in the winter hemisphere, the transport rate of sulfate in the stratosphere is accelerated, and more ultrafine aerosols can be produced, which causes higher column resistance in the high latitude region of the winter hemisphere than in that of the summer hemisphere. In previous work, the main seasonal variation in the column resistance was mainly due to variations in the aerosol concentration in the troposphere due to changes in the boundary layer or emissions (<xref ref-type="bibr" rid="B40">Tinsley et&#x20;al., 2006</xref>).</p>
<p>Many studies based on satellite observations and weather monitoring data have shown a significant connection between the fluctuations of space particles, such as GCRs, EEP, relativistic electron precipitation (REP), and the troposphere. The hypothesis suggested by <xref ref-type="bibr" rid="B38">Tinsley (2008)</xref> claimed that the return atmosphere current density (Jz) from the ionosphere to the land surface, which is partly controlled by atmospheric column resistance, could significantly affect the dynamic and thermal character in the troposphere through cloud electric microphysics, called the electri-scavenging or electri-anti-scavenging effect. The shorting out of the resistance of the ultrafine layer appears to be essentially when it occurs with REP, which produces bremsstrahlung X-rays that can dominate ion pair production in the middle stratosphere (<xref ref-type="bibr" rid="B10">Frahm et&#x20;al., 1997</xref>). On the basis of SAMPEX measurements, this is likely to be most of the time at sub-auroral latitudes (<xref ref-type="bibr" rid="B22">Li et&#x20;al., 2001a</xref>; <xref ref-type="bibr" rid="B23">Li et&#x20;al., 2001b</xref>). However, for a few days around the times of HCS crossings, the REP decreases by up to an order of magnitude (Tinsley et&#x20;al., 2000; <xref ref-type="bibr" rid="B55">Kirkland et&#x20;al., 1996</xref>; <xref ref-type="bibr" rid="B56">Kniveton and Tinsley, 2004</xref>). Then, the column resistance in the sub-auroral region could increase to a high value, as calculated for the high volcanic aerosol situation, and Jz would decrease. This scenario for a decrease in Jz around the times of HCS crossings, when there is a high concentration of stratospheric aerosols, is in accordance with the sparse and noisy Jz observations for those times (<xref ref-type="bibr" rid="B57">Reiter, 1977</xref>; <xref ref-type="bibr" rid="B58">Fischer and Miihelisen, 1980</xref>; <xref ref-type="bibr" rid="B52">Tinsley et&#x20;al., 1994</xref>). Because of the lack of a detailed model to simulate the global ion production rate due to REP, the effect of EEP is considered in the present model. The treatment of ultrafine aerosol concentrations and stratospheric ion mobility in the model confirms the essential contribution of ultrafine aerosols to column resistance. Even two years after a large volcanic eruption, the column resistance could still be sensitive to fluctuations in electron precipitation.</p>
<p>When the EEP effect was coupled with the seasonal effect, it could be predicted that the column resistance would be more sensitive to EEP changes in the winter hemisphere, which is consistent with most of the data analysis results.</p>
<p>Clouds seems to play an important role in local column resistance. The ZT09 model claimed that the variation in clouds caused less than 10% of the global atmospheric resistance, while the BTNL2013 model claimed that the effect of clouds was underestimated by the ZT09 model. Clouds are also a highly variable factor in atmospheric systems, in addition to total cloud coverage and cloud microphysics. While clouds are unstable and most cloud effects appear at low and middle latitudes, in high latitudes, ultrafine aerosols seem to be more important. Therefore, in the next step of the global circuit model, involving accurate clouds could be an important direction.</p>
</sec>
<sec sec-type="conclusion" id="s5">
<title>Conclusion</title>
<p>An updated global circuit model based on a chemistry-climate model (SOCOL-AERv2) with an accurate aerosol formation process is set up. The results provide a more accurate evaluation of the layer of ultrafine aerosols on global column resistance. The asymmetric distribution of ultrafine aerosols causes different responses of local column resistance to fluctuations in energetic particle precipitation. Column resistance in the high latitudes of the winter hemisphere would be more sensitive to energetic particle precipitation than that of the summer hemisphere. Since the EEP flux could contribute more relativistic electrons in the middle stratosphere, with the apparent ultrafine aerosol layer, the column resistance in the winter hemisphere would be more sensitive to fluctuations in the flux of REP. The whole atmosphere chemistry-climate model coupled with the global circuit sub-model including accurate ion pair production by REP could provide a clearer picture of the link between space weather and the troposphere.</p>
</sec>
</body>
<back>
<sec id="s6">
<title>Data Availability Statement</title>
<p>The raw data supporting the conclusion of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s7">
<title>Author Contributions</title>
<p>LZ, designing the work for the publication and making the original GEC model, taking in charge of the whole work; YX, operating the updated global circuit model and finishing 80% writing work for the manuscript; RZ, operating the SOCOL_AER model and finishing 20% writing work of the manuscript; ZZ, operating the SOCOL_AER&#x20;model.</p>
</sec>
<sec id="s8">
<title>Funding</title>
<p>This work was funded in part by the Strategic Priority Research Program of CAS (Grant No. XBD 41000000) and the National Science Foundation of China (41971020, 41905059).</p>
</sec>
<sec sec-type="COI-statement" id="s9">
<title>Conflict of Interest</title>
<p>The 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>
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<title>References</title>
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