<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "https://jats.nlm.nih.gov/nlm-dtd/publishing/3.0/journalpublishing3.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="research-article" dtd-version="3.0" xml:lang="en">
<front>
<journal-meta>
<journal-id journal-id-type="publisher">ACP</journal-id>
<journal-title-group>
<journal-title>Atmospheric Chemistry and Physics</journal-title>
<abbrev-journal-title abbrev-type="publisher">ACP</abbrev-journal-title>
<abbrev-journal-title abbrev-type="nlm-ta">Atmos. Chem. Phys.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1680-7324</issn>
<publisher><publisher-name>Copernicus Publications</publisher-name>
<publisher-loc>Göttingen, Germany</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.5194/acp-14-6315-2014</article-id>
<title-group>
<article-title>Analysis of transpacific transport of black carbon during HIPPO-3: implications for black carbon aging</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Shen</surname>
<given-names>Z.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Liu</surname>
<given-names>J.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Horowitz</surname>
<given-names>L. W.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Henze</surname>
<given-names>D. K.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Fan</surname>
<given-names>S.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>H.</surname>
<given-names>Levy II</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Mauzerall</surname>
<given-names>D. L.</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Lin</surname>
<given-names>J.-T.</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Tao</surname>
<given-names>S.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>College of Urban and Environmental Sciences, Peking University, Beijing, China</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>NOAA Geophysical Fluid Dynamics Laboratory, Princeton, NJ, USA</addr-line>
</aff>
<aff id="aff3">
<label>3</label>
<addr-line>Department of Mechanical Engineering, University of Colorado, Boulder, CO, USA</addr-line>
</aff>
<aff id="aff4">
<label>4</label>
<addr-line>Woodrow Wilson School of Public and International Affairs, Princeton University, Princeton, NJ, USA</addr-line>
</aff>
<aff id="aff5">
<label>5</label>
<addr-line>Department of Civil and Environmental Engineering, Princeton University, Princeton, NJ, USA</addr-line>
</aff>
<aff id="aff6">
<label>6</label>
<addr-line>Laboratory for Climate and Ocean-Atmosphere Studies, Department of Atmospheric and Oceanic Sciences, School of Physics, Peking University, Beijing 100871, China</addr-line>
</aff>
<aff id="aff7">
<label>7</label>
<addr-line>now at: Program in Atmospheric and Oceanic Sciences, Princeton University, Princeton, NJ, USA</addr-line>
</aff>
<pub-date pub-type="epub">
<day>25</day>
<month>06</month>
<year>2014</year>
</pub-date>
<volume>14</volume>
<issue>12</issue>
<fpage>6315</fpage>
<lpage>6327</lpage>
<permissions>
<copyright-statement>Copyright: &#x000a9; 2014 Z. Shen et al.</copyright-statement>
<copyright-year>2014</copyright-year>
<license license-type="open-access">
<license-p>This work is licensed under the Creative Commons Attribution 3.0 Unported License. To view a copy of this licence, visit <ext-link ext-link-type="uri"  xlink:href="https://creativecommons.org/licenses/by/3.0/">https://creativecommons.org/licenses/by/3.0/</ext-link></license-p>
</license>
</permissions>
<self-uri xlink:href="https://acp.copernicus.org/articles/14/6315/2014/acp-14-6315-2014.html">This article is available from https://acp.copernicus.org/articles/14/6315/2014/acp-14-6315-2014.html</self-uri>
<self-uri xlink:href="https://acp.copernicus.org/articles/14/6315/2014/acp-14-6315-2014.pdf">The full text article is available as a PDF file from https://acp.copernicus.org/articles/14/6315/2014/acp-14-6315-2014.pdf</self-uri>
<abstract>
<p>Long-range transport of black carbon (BC) is a growing concern as a result
of the efficiency of BC in warming the climate and its adverse impact on
human health. We study transpacific transport of BC during HIPPO-3 using a
combination of inverse modeling and sensitivity analysis. We use the
GEOS-Chem chemical transport model and its adjoint to constrain Asian BC
emissions and estimate the source of BC over the North Pacific. We find that
different sources of BC dominate the transport to the North Pacific during
the southbound (29 March 2010) and northbound (13 April 2010) measurements
in HIPPO-3. While biomass burning in Southeast Asia (SE) contributes about
60% of BC in March, more than 90% of BC comes from fossil fuel and
biofuel combustion in East Asia (EA) during the April mission. GEOS-Chem
simulations generally resolve the spatial and temporal variation of BC
concentrations over the North Pacific, but are unable to reproduce the low
and high tails of the observed BC distribution. We find that the optimized
BC emissions derived from inverse modeling fail to improve model simulations
significantly. This failure indicates that uncertainties in BC removal as
well as transport, rather than in emissions, account for the major biases in
GEOS-Chem simulations of BC over the North Pacific.
&lt;br&gt;&lt;br&gt;
The aging process, transforming BC from hydrophobic into hydrophilic form,
is one of the key factors controlling wet scavenging and remote
concentrations of BC. Sensitivity tests on BC aging (ignoring uncertainties
of other factors controlling BC long range transport) suggest that in order
to fit HIPPO-3 observations, the aging timescale of anthropogenic BC from
EA may be several hours (faster than assumed in most global models), while
the aging process of biomass burning BC from SE may occur much slower, with
a timescale of a few days. To evaluate the effects of BC aging and wet
deposition on transpacific transport of BC, we develop an idealized model of
BC transport. We find that the mid-latitude air masses sampled during
HIPPO-3 may have experienced a series of precipitation events, particularly
near the EA and SE source region. Transpacific transport of BC is sensitive
to BC aging when the aging rate is fast; this sensitivity peaks when the
aging timescale is in the range of 1–1.5 d. Our findings indicate that BC
aging close to the source must be simulated accurately at a process level in
order to simulate better the global abundance and climate forcing of BC.</p>
</abstract>
<counts><page-count count="13"/></counts>
</article-meta>
</front>
<body/>
<back>
<ref-list>
<title>References</title>
<ref id="ref1">
<label>1</label><mixed-citation publication-type="other" xlink:type="simple">Akagi, S. K., Craven, J. S., Taylor, J. W., McMeeking, G. R., Yokelson, R. J., Burling, I. R., Urbanski, S. P., Wold, C. E., Seinfeld, J. H., Coe, H., Alvarado, M. J., and Weise, D. R.: Evolution of trace gases and particles emitted by a chaparral fire in California, Atmos. Chem. Phys., 12, 1397–1421, &lt;a href=&quot;http://dx.doi.org/10.5194/acp-12-1397-2012&quot;&gt;https://doi.org/10.5194/acp-12-1397-2012&lt;/a&gt;, 2012.</mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple">Bey, I., Jacob, D. J., Yantosca, R. M., Logan, J. A., Field, B. D., Fiore, A. M., Li, Q. B., Liu, H. G. Y., Mickley, L. J., and Schultz, M. G.: Global modeling of tropospheric chemistry with assimilated meteorology: Model description and evaluation, J. Geophys. Res.-Atmos., 106, 23073–23095, &lt;a href=&quot;http://dx.doi.org/10.1029/2001jd000807&quot;&gt;https://doi.org/10.1029/2001jd000807&lt;/a&gt;, 2001.</mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple">Bond, T. C., Streets, D. G., Yarber, K. F., Nelson, S. M., Woo, J. H., and Klimont, Z.: A technology-based global inventory of black and organic carbon emissions from combustion, J. Geophys. Res.-Atmos., 109, D14203, &lt;a href=&quot;http://dx.doi.org/10.1029/2003jd003697&quot;&gt;https://doi.org/10.1029/2003jd003697&lt;/a&gt;, 2004.</mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple">Bond, T. C., Bhardwaj, E., Dong, R., Jogani, R., Jung, S. K., Roden, C., Streets, D. G., and Trautmann, N. M.: Historical emissions of black and organic carbon aerosol from energy-related combustion, 1850–2000, Global Biogeochem. Cy., 21, Gb2018, &lt;a href=&quot;http://dx.doi.org/10.1029/2006gb002840&quot;&gt;https://doi.org/10.1029/2006gb002840&lt;/a&gt;, 2007.</mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple">Bond, T. C., Doherty, S., Fahey, D., Forster, P., Berntsen, T., DeAngelo, B., Flanner, M., Ghan, S., Kärcher, B., and Koch, D.: Bounding the role of black carbon in the climate system: A scientific assessment, J. Geophys. Res.-Atmos., 118, 5380–5552, &lt;a href=&quot;http://dx.doi.org/10.1002/jgrd.50171&quot;&gt;https://doi.org/10.1002/jgrd.50171&lt;/a&gt;, 2013.</mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple">Byrd, R. H., Lu, P. H., Nocedal, J., and Zhu, C. Y.: A Limited Memory Algorithm for Bound Constrained Optimization, Siam J. Sci. Comput., 16, 1190–1208, &lt;a href=&quot;http://dx.doi.org/10.1137/0916069&quot;&gt;https://doi.org/10.1137/0916069&lt;/a&gt;, 1995.</mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple">Chung, S. H. and Seinfeld, J. H.: Global distribution and climate forcing of carbonaceous aerosols, J. Geophys. Res.-Atmos., 107, 4407, &lt;a href=&quot;http://dx.doi.org/10.1029/2001jd001397&quot;&gt;https://doi.org/10.1029/2001jd001397&lt;/a&gt;, 2002.</mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple">Cooke, W. F., Ramaswamy, V., and Kasibhatla, P.: A general circulation model study of the global carbonaceous aerosol distribution, J. Geophys. Res.-Atmos., 107, 4279, &lt;a href=&quot;http://dx.doi.org/10.1029/2001jd001274&quot;&gt;https://doi.org/10.1029/2001jd001274&lt;/a&gt;, 2002.</mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple">Cozic, J., Verheggen, B., Mertes, S., Connolly, P., Bower, K., Petzold, A., Baltensperger, U., and Weingartner, E.: Scavenging of black carbon in mixed phase clouds at the high alpine site Jungfraujoch, Atmos. Chem. Phys., 7, 1797–1807, &lt;a href=&quot;http://dx.doi.org/10.5194/acp-7-1797-2007&quot;&gt;https://doi.org/10.5194/acp-7-1797-2007&lt;/a&gt;, 2007.</mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple">Croft, B., Lohmann, U., and von Salzen, K.: Black carbon ageing in the Canadian Centre for Climate modelling and analysis atmospheric general circulation model, Atmos. Chem. Phys., 5, 1931–1949, &lt;a href=&quot;http://dx.doi.org/10.5194/acp-5-1931-2005&quot;&gt;https://doi.org/10.5194/acp-5-1931-2005&lt;/a&gt;, 2005.</mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple">Duncan, B. N., Martin, R. V., Staudt, A. C., Yevich, R., and Logan, J. A.: Interannual and seasonal variability of biomass burning emissions constrained by satellite observations, J. Geophys. Res.-Atmos., 108, 4100, &lt;a href=&quot;http://dx.doi.org/10.1029/2002jd002378&quot;&gt;https://doi.org/10.1029/2002jd002378&lt;/a&gt;, 2003.</mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple">Fan, S. M., Schwarz, J. P., Liu, J., Fahey, D. W., Ginoux, P., Horowitz, L. W., Levy, H., Ming, Y., and Spackman, J. R.: Inferring ice formation processes from global-scale black carbon profiles observed in the remote atmosphere and model simulations, J. Geophys. Res.-Atmos., 117, D23205, &lt;a href=&quot;http://dx.doi.org/10.1029/2012jd018126&quot;&gt;https://doi.org/10.1029/2012jd018126&lt;/a&gt;, 2012.</mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple">Fiore, A. M., Jacob, D. J., Bey, I., Yantosca, R. M., Field, B. D., Fusco, A. C., and Wilkinson, J. G.: Background ozone over the United States in summer: Origin, trend, and contribution to pollution episodes, J. Geophys. Res.-Atmos., 107, 4275, &lt;a href=&quot;http://dx.doi.org/10.1029/2001jd000982&quot;&gt;https://doi.org/10.1029/2001jd000982&lt;/a&gt;, 2002.</mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple">Fiore, A. M., Naik, V., Spracklen, D. V., Steiner, A., Unger, N., Prather, M., Bergmann, D., Cameron-Smith, P. J., Cionni, I., Collins, W. J., Dalsoren, S., Eyring, V., Folberth, G. A., Ginoux, P., Horowitz, L. W., Josse, B., Lamarque, J. F., MacKenzie, I. A., Nagashima, T., O&apos;Connor, F. M., Righi, M., Rumbold, S. T., Shindell, D. T., Skeie, R. B., Sudo, K., Szopa, S., Takemura, T., and Zeng, G.: Global air quality and climate, Chem. Soc. Rev., 41, 6663–6683, &lt;a href=&quot;http://dx.doi.org/10.1039/C2cs35095e&quot;&gt;https://doi.org/10.1039/C2cs35095e&lt;/a&gt;, 2012.</mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple">Fu, T.-M., Cao, J. J., Zhang, X. Y., Lee, S. C., Zhang, Q., Han, Y. M., Qu, W. J., Han, Z., Zhang, R., Wang, Y. X., Chen, D., and Henze, D. K.: Carbonaceous aerosols in China: top-down constraints on primary sources and estimation of secondary contribution, Atmos. Chem. Phys., 12, 2725–2746, &lt;a href=&quot;http://dx.doi.org/10.5194/acp-12-2725-2012&quot;&gt;https://doi.org/10.5194/acp-12-2725-2012&lt;/a&gt;, 2012.</mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple">Gao, R. S., Schwarz, J. P., Kelly, K. K., Fahey, D. W., Watts, L. A., Thompson, T. L., Spackman, J. R., Slowik, J. G., Cross, E. S., Han, J. H., Davidovits, P., Onasch, T. B., and Worsnop, D. R.: A novel method for estimating light-scattering properties of soot aerosols using a modified single-particle soot photometer, Aerosol Sci. Tech., 41, 125–135, &lt;a href=&quot;http://dx.doi.org/10.1080/02786820601118398&quot;&gt;https://doi.org/10.1080/02786820601118398&lt;/a&gt;, 2007.</mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple">Hakami, A., Henze, D. K., Seinfeld, J. H., Chai, T., Tang, Y., Carmichael, G. R., and Sandu, A.: Adjoint inverse modeling of black carbon during the Asian Pacific Regional Aerosol Characterization Experiment, J. Geophys. Res.-Atmos., 110, D14301, &lt;a href=&quot;http://dx.doi.org/10.1029/2004jd005671&quot;&gt;https://doi.org/10.1029/2004jd005671&lt;/a&gt;, 2005.</mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple">Heald, C. L., Jacob, D. J., Jones, D. B. A., Palmer, P. I., Logan, J. A., Streets, D. G., Sachse, G. W., Gille, J. C., Hoffman, R. N., and Nehrkorn, T.: Comparative inverse analysis of satellite (MOPITT) and aircraft (TRACE-P) observations to estimate Asian sources of carbon monoxide, J. Geophys. Res.-Atmos., 109, D23306, &lt;a href=&quot;http://dx.doi.org/10.1029/2004jd005185&quot;&gt;https://doi.org/10.1029/2004jd005185&lt;/a&gt;, 2004.</mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple">Henze, D. K., Hakami, A., and Seinfeld, J. H.: Development of the adjoint of GEOS-Chem, Atmos. Chem. Phys., 7, 2413–2433, &lt;a href=&quot;http://dx.doi.org/10.5194/acp-7-2413-2007&quot;&gt;https://doi.org/10.5194/acp-7-2413-2007&lt;/a&gt;, 2007.</mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple">Henze, D. K., Seinfeld, J. H., and Shindell, D. T.: Inverse modeling and mapping US air quality influences of inorganic PM&lt;sub&gt;2.5&lt;/sub&gt; precursor emissions using the adjoint of GEOS-Chem, Atmos. Chem. Phys., 9, 5877–5903, &lt;a href=&quot;http://dx.doi.org/10.5194/acp-9-5877-2009&quot;&gt;https://doi.org/10.5194/acp-9-5877-2009&lt;/a&gt;, 2009.</mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple">Highwood, E. J. and Kinnersley, R. P.: When smoke gets in our eyes: The multiple impacts of atmospheric black carbon on climate, air quality and health, Environ. Int., 32, 560–566, &lt;a href=&quot;http://dx.doi.org/10.1016/j.envint.2005.12.003&quot;&gt;https://doi.org/10.1016/j.envint.2005.12.003&lt;/a&gt;, 2006.</mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple">Holzer, M., Hall, T. M., and Stull, R. B.: Seasonality and weather-driven variability of transpacific transport, J. Geophys. Res.-Atmos., 110, D23103, &lt;a href=&quot;http://dx.doi.org/10.1029/2005jd006261&quot;&gt;https://doi.org/10.1029/2005jd006261&lt;/a&gt;, 2005.</mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple">Huang, Y., Wu, S., Dubey, M. K., and French, N. H. F.: Impact of aging mechanism on model simulated carbonaceous aerosols, Atmos. Chem. Phys., 13, 6329–6343, &lt;a href=&quot;http://dx.doi.org/10.5194/acp-13-6329-2013&quot;&gt;https://doi.org/10.5194/acp-13-6329-2013&lt;/a&gt;, 2013.</mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple">Jaegle, L., Jacob, D. J., Brune, W. H., Tan, D., Faloona, I. C., Weinheimer, A. J., Ridley, B. A., Campos, T. L., and Sachse, G. W.: Sources of HO&lt;i&gt;&lt;sub&gt;x&lt;/sub&gt;&lt;/i&gt; and production of ozone in the upper troposphere over the United States, Geophys. Res. Lett., 25, 1709–1712, &lt;a href=&quot;http://dx.doi.org/10.1029/98gl00041&quot;&gt;https://doi.org/10.1029/98gl00041&lt;/a&gt;, 1998.</mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple">Kharol, S. K., Martin, R. V., Philip, S., Vogel, S., Henze, D. K., Chen, D., Wang, Y., Zhang, Q., and Heald, C. L.: Persistent sensitivity of Asian aerosol to emissions of nitrogen oxides, Geophys. Res. Lett., 40, 1021–1026, &lt;a href=&quot;http://dx.doi.org/10.1002/Grl.50234&quot;&gt;https://doi.org/10.1002/Grl.50234&lt;/a&gt;, 2013.</mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple">Koch, D.: Transport and direct radiative forcing of carbonaceous and sulfate aerosols in the GISS GCM, J. Geophys. Res.-Atmos., 106, 20311–20332, &lt;a href=&quot;http://dx.doi.org/10.1029/2001jd900038&quot;&gt;https://doi.org/10.1029/2001jd900038&lt;/a&gt;, 2001.</mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple">Koch, D. and Hansen, J.: Distant origins of Arctic black carbon: A Goddard Institute for Space Studies ModelE experiment, J. Geophys. Res.-Atmos., 110, D04204, &lt;a href=&quot;http://dx.doi.org/10.1029/2004jd005296&quot;&gt;https://doi.org/10.1029/2004jd005296&lt;/a&gt;, 2005.</mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple">Koch, D., Schulz, M., Kinne, S., McNaughton, C., Spackman, J. R., Balkanski, Y., Bauer, S., Berntsen, T., Bond, T. C., Boucher, O., Chin, M., Clarke, A., De Luca, N., Dentener, F., Diehl, T., Dubovik, O., Easter, R., Fahey, D. W., Feichter, J., Fillmore, D., Freitag, S., Ghan, S., Ginoux, P., Gong, S., Horowitz, L., Iversen, T., Kirkevåg, A., Klimont, Z., Kondo, Y., Krol, M., Liu, X., Miller, R., Montanaro, V., Moteki, N., Myhre, G., Penner, J. E., Perlwitz, J., Pitari, G., Reddy, S., Sahu, L., Sakamoto, H., Schuster, G., Schwarz, J. P., Seland, Ø., Stier, P., Takegawa, N., Takemura, T., Textor, C., van Aardenne, J. A., and Zhao, Y.: Evaluation of black carbon estimations in global aerosol models, Atmos. Chem. Phys., 9, 9001–9026, &lt;a href=&quot;http://dx.doi.org/10.5194/acp-9-9001-2009&quot;&gt;https://doi.org/10.5194/acp-9-9001-2009&lt;/a&gt;, 2009.</mixed-citation>
</ref>
<ref id="ref29">
<label>29</label><mixed-citation publication-type="other" xlink:type="simple">Koffi, B., Schulz, M., Breon, F. M., Griesfeller, J., Winker, D., Balkanski, Y., Bauer, S., Berntsen, T., Chin, M. A., Collins, W. D., Dentener, F., Diehl, T., Easter, R., Ghan, S., Ginoux, P., Gong, S. L., Horowitz, L. W., Iversen, T., Kirkevag, A., Koch, D., Krol, M., Myhre, G., Stier, P., and Takemura, T.: Application of the CALIOP layer product to evaluate the vertical distribution of aerosols estimated by global models: AeroCom phase I results, J. Geophys. Res.-Atmos., 117, D10201, &lt;a href=&quot;http://dx.doi.org/10.1029/2011jd016858&quot;&gt;https://doi.org/10.1029/2011jd016858&lt;/a&gt;, 2012.</mixed-citation>
</ref>
<ref id="ref30">
<label>30</label><mixed-citation publication-type="other" xlink:type="simple">Kopacz, M., Jacob, D. J., Henze, D. K., Heald, C. L., Streets, D. G., and Zhang, Q.: Comparison of adjoint and analytical Bayesian inversion methods for constraining Asian sources of carbon monoxide using satellite (MOPITT) measurements of CO columns, J. Geophys. Res.-Atmos., 114, D04305, &lt;a href=&quot;http://dx.doi.org/10.1029/2007jd009264&quot;&gt;https://doi.org/10.1029/2007jd009264&lt;/a&gt;, 2009.</mixed-citation>
</ref>
<ref id="ref31">
<label>31</label><mixed-citation publication-type="other" xlink:type="simple">Kopacz, M., Mauzerall, D. L., Wang, J., Leibensperger, E. M., Henze, D. K., and Singh, K.: Origin and radiative forcing of black carbon transported to the Himalayas and Tibetan Plateau, Atmos. Chem. Phys., 11, 2837–2852, &lt;a href=&quot;http://dx.doi.org/10.5194/acp-11-2837-2011&quot;&gt;https://doi.org/10.5194/acp-11-2837-2011&lt;/a&gt;, 2011.</mixed-citation>
</ref>
<ref id="ref32">
<label>32</label><mixed-citation publication-type="other" xlink:type="simple">Laborde, M., Schnaiter, M., Linke, C., Saathoff, H., Naumann, K.-H., Möhler, O., Berlenz, S., Wagner, U., Taylor, J. W., Liu, D., Flynn, M., Allan, J. D., Coe, H., Heimerl, K., Dahlkötter, F., Weinzierl, B., Wollny, A. G., Zanatta, M., Cozic, J., Laj, P., Hitzenberger, R., Schwarz, J. P., and Gysel, M.: Single Particle Soot Photometer intercomparison at the AIDA chamber, Atmos. Meas. Tech., 5, 3077–3097, &lt;a href=&quot;http://dx.doi.org/10.5194/amt-5-3077-2012&quot;&gt;https://doi.org/10.5194/amt-5-3077-2012&lt;/a&gt;, 2012.</mixed-citation>
</ref>
<ref id="ref33">
<label>33</label><mixed-citation publication-type="other" xlink:type="simple">Lamarque, J.-F., Bond, T. C., Eyring, V., Granier, C., Heil, A., Klimont, Z., Lee, D., Liousse, C., Mieville, A., Owen, B., Schultz, M. G., Shindell, D., Smith, S. J., Stehfest, E., Van Aardenne, J., Cooper, O. R., Kainuma, M., Mahowald, N., McConnell, J. R., Naik, V., Riahi, K., and van Vuuren, D. P.: Historical (1850–2000) gridded anthropogenic and biomass burning emissions of reactive gases and aerosols: methodology and application, Atmos. Chem. Phys., 10, 7017–7039, &lt;a href=&quot;http://dx.doi.org/10.5194/acp-10-7017-2010&quot;&gt;https://doi.org/10.5194/acp-10-7017-2010&lt;/a&gt;, 2010.</mixed-citation>
</ref>
<ref id="ref34">
<label>34</label><mixed-citation publication-type="other" xlink:type="simple">Lin , J. T. and McElroy, M. B.: Impacts of boundary layer mixing on pollutant vertical profiles in the lower troposphere: Implications to satellite remote sensing, Atmos. Environ., 44, 1726–1739, &lt;a href=&quot;http://dx.doi.org/10.1016/j.atmosenv.2010.02.009&quot;&gt;https://doi.org/10.1016/j.atmosenv.2010.02.009&lt;/a&gt;, 2010.</mixed-citation>
</ref>
<ref id="ref35">
<label>35</label><mixed-citation publication-type="other" xlink:type="simple">Lin, J. T., Wuebbles, D. J., and Liang, X. Z.: Effects of intercontinental transport on surface ozone over the United States: Present and future assessment with a global model, Geophys. Res. Lett., 35, L02805, &lt;a href=&quot;http://dx.doi.org/10.1029/2007gl031415&quot;&gt;https://doi.org/10.1029/2007gl031415&lt;/a&gt;, 2008.</mixed-citation>
</ref>
<ref id="ref36">
<label>36</label><mixed-citation publication-type="other" xlink:type="simple">Lin, J.-T., Liu, Z., Zhang, Q., Liu, H., Mao, J., and Zhuang, G.: Modeling uncertainties for tropospheric nitrogen dioxide columns affecting satellite-based inverse modeling of nitrogen oxides emissions, Atmos. Chem. Phys., 12, 12255–12275, &lt;a href=&quot;http://dx.doi.org/10.5194/acp-12-12255-2012&quot;&gt;https://doi.org/10.5194/acp-12-12255-2012&lt;/a&gt;, 2012.</mixed-citation>
</ref>
<ref id="ref37">
<label>37</label><mixed-citation publication-type="other" xlink:type="simple">Lin, J. T., Pan, D., Davis, S. J., Zhang, Q., He, K. B., Wang, C., Streets, D. G., Wuebbles, D. J., and Guan, D. B.: China&apos;s international trade and air pollution in the United States, P. Natl. Acad. Sci. USA, 111, 1736–1741, &lt;a href=&quot;http://dx.doi.org/10.1073/pnas.1312860111&quot;&gt;https://doi.org/10.1073/pnas.1312860111&lt;/a&gt;, 2014.</mixed-citation>
</ref>
<ref id="ref38">
<label>38</label><mixed-citation publication-type="other" xlink:type="simple">Lin, M. Y., Fiore, A. M., Horowitz, L. W., Cooper, O. R., Naik, V., Holloway, J., Johnson, B. J., Middlebrook, A. M., Oltmans, S. J., Pollack, I. B., Ryerson, T. B., Warner, J. X., Wiedinmyer, C., Wilson, J., and Wyman, B.: Transport of Asian ozone pollution into surface air over the western United States in spring, J. Geophys. Res.-Atmos., 117, D00v07, &lt;a href=&quot;http://dx.doi.org/10.1029/2011jd016961&quot;&gt;https://doi.org/10.1029/2011jd016961&lt;/a&gt;, 2012.</mixed-citation>
</ref>
<ref id="ref39">
<label>39</label><mixed-citation publication-type="other" xlink:type="simple">Liu, J. F. and Mauzerall, D. L.: Estimating the average time for inter-continental transport of air pollutants, Geophys. Res. Lett., 32, L11814, &lt;a href=&quot;http://dx.doi.org/10.1029/2005gl022619&quot;&gt;https://doi.org/10.1029/2005gl022619&lt;/a&gt;, 2005.</mixed-citation>
</ref>
<ref id="ref40">
<label>40</label><mixed-citation publication-type="other" xlink:type="simple">Liu, J. F., Mauzerall, D. L., and Horowitz, L. W.: Analysis of seasonal and interannual variability in transpacific transport, J. Geophys. Res.-Atmos., 110, D04302, &lt;a href=&quot;http://dx.doi.org/10.1029/2004jd005207&quot;&gt;https://doi.org/10.1029/2004jd005207&lt;/a&gt;, 2005.</mixed-citation>
</ref>
<ref id="ref41">
<label>41</label><mixed-citation publication-type="other" xlink:type="simple">Liu, J. F., Mauzerall, D. L., and Horowitz, L. W.: Evaluating inter-continental transport of fine aerosols: (2) Global health impact, Atmos Environ, 43, 4339–4347, &lt;a href=&quot;http://dx.doi.org/10.1016/j.atmosenv.2009.05.032&quot;&gt;https://doi.org/10.1016/j.atmosenv.2009.05.032&lt;/a&gt;, 2009a.</mixed-citation>
</ref>
<ref id="ref42">
<label>42</label><mixed-citation publication-type="other" xlink:type="simple">Liu, J. F., Mauzerall, D. L., Horowitz, L. W., Ginoux, P., and Fiore, A. M.: Evaluating inter-continental transport of fine aerosols: (1) Methodology, global aerosol distribution and optical depth, Atmos. Environ., 43, 4327–4338, &lt;a href=&quot;http://dx.doi.org/10.1016/j.atmosenv.2009.03.054&quot;&gt;https://doi.org/10.1016/j.atmosenv.2009.03.054&lt;/a&gt;, 2009b.</mixed-citation>
</ref>
<ref id="ref43">
<label>43</label><mixed-citation publication-type="other" xlink:type="simple">Liu, J. F., Fan, S. M., Horowitz, L. W., and Levy, H.: Evaluation of factors controlling long-range transport of black carbon to the Arctic, J. Geophys. Res.-Atmos., 116, D04307, &lt;a href=&quot;http://dx.doi.org/10.1029/2010jd015145&quot;&gt;https://doi.org/10.1029/2010jd015145&lt;/a&gt;, 2011.</mixed-citation>
</ref>
<ref id="ref44">
<label>44</label><mixed-citation publication-type="other" xlink:type="simple">Lu, Z., Zhang, Q., and Streets, D. G.: Sulfur dioxide and primary carbonaceous aerosol emissions in China and India, 1996–2010, Atmos. Chem. Phys., 11, 9839–9864, &lt;a href=&quot;http://dx.doi.org/10.5194/acp-11-9839-2011&quot;&gt;https://doi.org/10.5194/acp-11-9839-2011&lt;/a&gt;, 2011.</mixed-citation>
</ref>
<ref id="ref45">
<label>45</label><mixed-citation publication-type="other" xlink:type="simple">Müller, J.-F. and Stavrakou, T.: Inversion of CO and NO&lt;i&gt;&lt;sup&gt;x&lt;/sup&gt;&lt;/i&gt; emissions using the adjoint of the IMAGES model, Atmos. Chem. Phys., 5, 1157–1186, &lt;a href=&quot;http://dx.doi.org/10.5194/acp-5-1157-2005&quot;&gt;https://doi.org/10.5194/acp-5-1157-2005&lt;/a&gt;, 2005.</mixed-citation>
</ref>
<ref id="ref46">
<label>46</label><mixed-citation publication-type="other" xlink:type="simple">Oshima, N., Koike, M., Kondo, Y., Nakamura, H., Moteki, N., Matsui, H., Takegawa, N., and Kita, K.: Vertical transport mechanisms of black carbon over East Asia in spring during the A-FORCE aircraft campaign, J. Geophys. Res.-Atmos., 118, 13175–13198, &lt;a href=&quot;http://dx.doi.org/10.1002/2013jd020262&quot;&gt;https://doi.org/10.1002/2013jd020262&lt;/a&gt;, 2013.</mixed-citation>
</ref>
<ref id="ref47">
<label>47</label><mixed-citation publication-type="other" xlink:type="simple">Park, R. J., Jacob, D. J., Chin, M., and Martin, R. V.: Sources of carbonaceous aerosols over the United States and implications for natural visibility, J. Geophys. Res.-Atmos., 108, 4355, &lt;a href=&quot;http://dx.doi.org/10.1029/2002jd003190&quot;&gt;https://doi.org/10.1029/2002jd003190&lt;/a&gt;, 2003.</mixed-citation>
</ref>
<ref id="ref48">
<label>48</label><mixed-citation publication-type="other" xlink:type="simple">Park, R. J., Jacob, D. J., Palmer, P. I., Clarke, A. D., Weber, R. J., Zondlo, M. A., Eisele, F. L., Bandy, A. R., Thornton, D. C., Sachse, G. W., and Bond, T. C.: Export efficiency of black carbon aerosol in continental outflow: Global implications, J. Geophys. Res.-Atmos., 110, D11205, &lt;a href=&quot;http://dx.doi.org/10.1029/2004jd005432&quot;&gt;https://doi.org/10.1029/2004jd005432&lt;/a&gt;, 2005.</mixed-citation>
</ref>
<ref id="ref49">
<label>49</label><mixed-citation publication-type="other" xlink:type="simple">Petters, M. D., Prenni, A. J., Kreidenweis, S. M., DeMott, P. J., Matsunaga, A., Lim, Y. B., and Ziemann, P. J.: Chemical aging and the hydrophobic-to-hydrophilic conversion of carbonaceous aerosol, Geophys. Res. Lett., 33, L24806, &lt;a href=&quot;http://dx.doi.org/10.1029/2006gl027249&quot;&gt;https://doi.org/10.1029/2006gl027249&lt;/a&gt;, 2006.</mixed-citation>
</ref>
<ref id="ref50">
<label>50</label><mixed-citation publication-type="other" xlink:type="simple">Petters, M. D., Carrico, C. M., Kreidenweis, S. M., Prenni, A. J., DeMott, P. J., Collett, J. L., and Moosmuller, H.: Cloud condensation nucleation activity of biomass burning aerosol, J. Geophys. Res.-Atmos., 114, D22205, &lt;a href=&quot;http://dx.doi.org/10.1029/2009jd012353&quot;&gt;https://doi.org/10.1029/2009jd012353&lt;/a&gt;, 2009.</mixed-citation>
</ref>
<ref id="ref51">
<label>51</label><mixed-citation publication-type="other" xlink:type="simple">Ramanathan, V. and Carmichael, G.: Global and regional climate changes due to black carbon, Nat. Geosci., 1, 221–227, &lt;a href=&quot;http://dx.doi.org/10.1038/Ngeo156&quot;&gt;https://doi.org/10.1038/Ngeo156&lt;/a&gt;, 2008.</mixed-citation>
</ref>
<ref id="ref52">
<label>52</label><mixed-citation publication-type="other" xlink:type="simple">Rastigejev, Y., Park, R., Brenner, M. P., and Jacob, D. J.: Resolving intercontinental pollution plumes in global models of atmospheric transport, J. Geophys. Res.-Atmos., 115, D02302, &lt;a href=&quot;http://dx.doi.org/10.1029/2009jd012568&quot;&gt;https://doi.org/10.1029/2009jd012568&lt;/a&gt;, 2010.</mixed-citation>
</ref>
<ref id="ref53">
<label>53</label><mixed-citation publication-type="other" xlink:type="simple">Riemer, N., Vogel, H., and Vogel, B.: Soot aging time scales in polluted regions during day and night, Atmos. Chem. Phys., 4, 1885–1893, &lt;a href=&quot;http://dx.doi.org/10.5194/acp-4-1885-2004&quot;&gt;https://doi.org/10.5194/acp-4-1885-2004&lt;/a&gt;, 2004.</mixed-citation>
</ref>
<ref id="ref54">
<label>54</label><mixed-citation publication-type="other" xlink:type="simple">Riemer, N., West, M., Zaveri, R., and Easter, R.: Estimating black carbon aging time-scales with a particle-resolved aerosol model, J. Aerosol Sci., 41, 143–158, &lt;a href=&quot;http://dx.doi.org/10.1016/j.jaerosci.2009.08.009&quot;&gt;https://doi.org/10.1016/j.jaerosci.2009.08.009&lt;/a&gt;, 2010.</mixed-citation>
</ref>
<ref id="ref55">
<label>55</label><mixed-citation publication-type="other" xlink:type="simple">Rodgers, C. D.: Inverse methods for atmospheric sounding: theory and practice, World scientific Singapore, 2000.</mixed-citation>
</ref>
<ref id="ref56">
<label>56</label><mixed-citation publication-type="other" xlink:type="simple">Schwarz, J. P., Gao, R. S., Spackman, J. R., Watts, L. A., Thomson, D. S., Fahey, D. W., Ryerson, T. B., Peischl, J., Holloway, J. S., Trainer, M., Frost, G. J., Baynard, T., Lack, D. A., de Gouw, J. A., Warneke, C., and Del Negro, L. A.: Measurement of the mixing state, mass, and optical size of individual black carbon particles in urban and biomass burning emissions, Geophys. Res. Lett., 35, L13810, &lt;a href=&quot;http://dx.doi.org/10.1029/2008gl033968&quot;&gt;https://doi.org/10.1029/2008gl033968&lt;/a&gt;, 2008.</mixed-citation>
</ref>
<ref id="ref57">
<label>57</label><mixed-citation publication-type="other" xlink:type="simple">Schwarz, J. P., Spackman, J. R., Gao, R. S., Watts, L. A., Stier, P., Schulz, M., Davis, S. M., Wofsy, S. C., and Fahey, D. W.: Global-scale black carbon profiles observed in the remote atmosphere and compared to models (vol 37, art L18812, 2010), Geophys. Res. Lett., 37, L23804, &lt;a href=&quot;http://dx.doi.org/10.1029/2010gl046007&quot;&gt;https://doi.org/10.1029/2010gl046007&lt;/a&gt;, 2010.</mixed-citation>
</ref>
<ref id="ref58">
<label>58</label><mixed-citation publication-type="other" xlink:type="simple">Schwarz, J. P., Samset, B. H., Perring, A. E., Spackman, J. R., Gao, R. S., Stier, P., Schulz, M., Moore, F. L., Ray, E. A., and Fahey, D. W.: Global-scale seasonally resolved black carbon vertical profiles over the Pacific, Geophys. Res. Lett., 40, 5542–5547, &lt;a href=&quot;http://dx.doi.org/10.1002/2013gl057775&quot;&gt;https://doi.org/10.1002/2013gl057775&lt;/a&gt;, 2013.</mixed-citation>
</ref>
<ref id="ref59">
<label>59</label><mixed-citation publication-type="other" xlink:type="simple">Shindell, D. T., Chin, M., Dentener, F., Doherty, R. M., Faluvegi, G., Fiore, A. M., Hess, P., Koch, D. M., MacKenzie, I. A., Sanderson, M. G., Schultz, M. G., Schulz, M., Stevenson, D. S., Teich, H., Textor, C., Wild, O., Bergmann, D. J., Bey, I., Bian, H., Cuvelier, C., Duncan, B. N., Folberth, G., Horowitz, L. W., Jonson, J., Kaminski, J. W., Marmer, E., Park, R., Pringle, K. J., Schroeder, S., Szopa, S., Takemura, T., Zeng, G., Keating, T. J., and Zuber, A.: A multi-model assessment of pollution transport to the Arctic, Atmos. Chem. Phys., 8, 5353–5372, &lt;a href=&quot;http://dx.doi.org/10.5194/acp-8-5353-2008&quot;&gt;https://doi.org/10.5194/acp-8-5353-2008&lt;/a&gt;, 2008.</mixed-citation>
</ref>
<ref id="ref60">
<label>60</label><mixed-citation publication-type="other" xlink:type="simple">Textor, C., Schulz, M., Guibert, S., Kinne, S., Balkanski, Y., Bauer, S., Berntsen, T., Berglen, T., Boucher, O., Chin, M., Dentener, F., Diehl, T., Feichter, J., Fillmore, D., Ginoux, P., Gong, S., Grini, A., Hendricks, J., Horowitz, L., Huang, P., Isaksen, I. S. A., Iversen, T., Kloster, S., Koch, D., Kirkevåg, A., Kristjansson, J. E., Krol, M., Lauer, A., Lamarque, J. F., Liu, X., Montanaro, V., Myhre, G., Penner, J. E., Pitari, G., Reddy, M. S., Seland, Ø., Stier, P., Takemura, T., and Tie, X.: The effect of harmonized emissions on aerosol properties in global models – an AeroCom experiment, Atmos. Chem. Phys., 7, 4489–4501, &lt;a href=&quot;http://dx.doi.org/10.5194/acp-7-4489-2007&quot;&gt;https://doi.org/10.5194/acp-7-4489-2007&lt;/a&gt;, 2007.</mixed-citation>
</ref>
<ref id="ref61">
<label>61</label><mixed-citation publication-type="other" xlink:type="simple">van der Werf, G. R., Randerson, J. T., Giglio, L., Collatz, G. J., Mu, M., Kasibhatla, P. S., Morton, D. C., DeFries, R. S., Jin, Y., and van Leeuwen, T. T.: Global fire emissions and the contribution of deforestation, savanna, forest, agricultural, and peat fires (1997–2009), Atmos. Chem. Phys., 10, 11707–11735, &lt;a href=&quot;http://dx.doi.org/10.5194/acp-10-11707-2010&quot;&gt;https://doi.org/10.5194/acp-10-11707-2010&lt;/a&gt;, 2010.</mixed-citation>
</ref>
<ref id="ref62">
<label>62</label><mixed-citation publication-type="other" xlink:type="simple">Wang, Q., Jacob, D. J., Fisher, J. A., Mao, J., Leibensperger, E. M., Carouge, C. C., Le Sager, P., Kondo, Y., Jimenez, J. L., Cubison, M. J., and Doherty, S. J.: Sources of carbonaceous aerosols and deposited black carbon in the Arctic in winter-spring: implications for radiative forcing, Atmos. Chem. Phys., 11, 12453–12473, &lt;a href=&quot;http://dx.doi.org/10.5194/acp-11-12453-2011&quot;&gt;https://doi.org/10.5194/acp-11-12453-2011&lt;/a&gt;, 2011.</mixed-citation>
</ref>
<ref id="ref63">
<label>63</label><mixed-citation publication-type="other" xlink:type="simple">Wang, Q., Jacob, D. J., Spackman, J. R., Perring, A. E., Schwarz, J. P., Moteki, N., Marais, E. A., Ge, C., Wang, J., and Barrett, S. R. H.: Global budget and radiative forcing of black carbon aerosol: Constraints from pole-to-pole (HIPPO) observations across the Pacific, J. Geophys. Res.-Atmos., 119, 195–206, &lt;a href=&quot;http://dx.doi.org/10.1002/2013jd020824&quot;&gt;https://doi.org/10.1002/2013jd020824&lt;/a&gt;, 2014.</mixed-citation>
</ref>
<ref id="ref64">
<label>64</label><mixed-citation publication-type="other" xlink:type="simple">Wang, X., Wang, Y., Hao, J., Kondo, Y., Irwin, M., Munger, J. W., and Zhao, Y.: Top-down estimate of China&apos;s black carbon emissions using surface observations: Sensitivity to observation representativeness and transport model error, J. Geophys. Res.-Atmos., 118, 5781–5795, &lt;a href=&quot;http://dx.doi.org/10.1002/jgrd.50397&quot;&gt;https://doi.org/10.1002/jgrd.50397&lt;/a&gt;, 2013.</mixed-citation>
</ref>
<ref id="ref65">
<label>65</label><mixed-citation publication-type="other" xlink:type="simple">Wang, Y. H., Jacob, D. J., and Logan, J. A.: Global simulation of tropospheric O-3-NO&lt;i&gt;&lt;sub&gt;x&lt;/sub&gt;&lt;/i&gt;-hydrocarbon chemistry 3. Origin of tropospheric ozone and effects of nonmethane hydrocarbons, J. Geophys. Res.-Atmos., 103, 10757–10767, &lt;a href=&quot;http://dx.doi.org/10.1029/98jd00156&quot;&gt;https://doi.org/10.1029/98jd00156&lt;/a&gt;, 1998.</mixed-citation>
</ref>
<ref id="ref66">
<label>66</label><mixed-citation publication-type="other" xlink:type="simple">Wofsy, S. C., Team, H. S., Team, C. M., and Team, S.: HIAPER Pole-to-Pole Observations (HIPPO): fine-grained, global-scale measurements of climatically important atmospheric gases and aerosols, Philos. T. R. Soc. A, 369, 2073–2086, &lt;a href=&quot;http://dx.doi.org/10.1098/rsta.2010.0313&quot;&gt;https://doi.org/10.1098/rsta.2010.0313&lt;/a&gt;, 2011.</mixed-citation>
</ref>
<ref id="ref67">
<label>67</label><mixed-citation publication-type="other" xlink:type="simple">Wofsy, S. C., Daube, B. C., Jimenez, R., Kort, E., Pittman, J. V., Park, S., Commane, R., Xiang, B., Santoni, G., Jacob, D., Fisher, J., Pickett-Heaps, C., Wang, H., Wecht, K., Wang, Q.-Q., Stephens, B. B., Shertz, S., Watt, A. S., Romashkin, P., Campos, T., Haggerty, J., Cooper, W. A., Rogers, D., Beaton, S., Hendershot, R., Elkins, J. W., Fahey, D. W., Gao, R. S., Moore, F., Montzka, S. A., Schwarz, J. P., Perring, A. E., Hurst, D., Miller, B. R., Sweeney, C., Oltmans, S., Nance, D., Hintsa, E., Dutton, G., Watts, L. A., Spackman, J. R., Rosenlof, K. H., Ray, E. A., Hall, B., Zondlo, M. A., Diao, M., Keeling, R., Bent, J., Atlas, E. L., Lueb, R., and Mahoney, M. J.: HIPPO Merged 10-second Meteorology, Atmospheric Chemistry, Aerosol Data (R_20121129), Carbon Dioxide Information Analysis Center, Oak Ridge National Laboratory, Oak Ridge, Tennessee, USA, &lt;a href=&quot;http://dx.doi.org/10.3334/CDIAC/hippo_010&quot;&gt;https://doi.org/10.3334/CDIAC/hippo_010&lt;/a&gt; (Release 20121129), 2012.</mixed-citation>
</ref>
<ref id="ref68">
<label>68</label><mixed-citation publication-type="other" xlink:type="simple">Wuebbles, D. J., Lei, H., and Lin, J. T.: Intercontinental transport of aerosols and photochemical oxidants from Asia and its consequences, Environ. Pollut., 150, 65–84, &lt;a href=&quot;http://dx.doi.org/10.1016/j.envpol.2007.06.066&quot;&gt;https://doi.org/10.1016/j.envpol.2007.06.066&lt;/a&gt;, 2007.</mixed-citation>
</ref>
<ref id="ref69">
<label>69</label><mixed-citation publication-type="other" xlink:type="simple">Zhang, L., Jacob, D. J., Kopacz, M., Henze, D. K., Singh, K., and Jaffe, D. A.: Intercontinental source attribution of ozone pollution at western US sites using an adjoint method, Geophys. Res. Lett., 36, L11810, &lt;a href=&quot;http://dx.doi.org/10.1029/2009gl037950&quot;&gt;https://doi.org/10.1029/2009gl037950&lt;/a&gt;, 2009.</mixed-citation>
</ref>
<ref id="ref70">
<label>70</label><mixed-citation publication-type="other" xlink:type="simple">Zhang, M. G., Han, Z. W., and Zhu, L. Y.: Simulation of atmospheric aerosols in East Asia using modeling system RAMS-CMAQ: Model evaluation, China Part, 5, 321–327, &lt;a href=&quot;http://dx.doi.org/10.1016/j.cpart.2007.07.002&quot;&gt;https://doi.org/10.1016/j.cpart.2007.07.002&lt;/a&gt;, 2007.</mixed-citation>
</ref>
<ref id="ref71">
<label>71</label><mixed-citation publication-type="other" xlink:type="simple">Zhu, C., Byrd, R. H., Lu, P., and Nocedal, J.: L-BFGS-B: a limited memory FORTRAN code for solving bound constrained optimization problems, Dept. of Electrical Engineering and Computer Science, Northwestern Univ., TR NAM-11, Evanston, IL, 1994.</mixed-citation>
</ref>
<ref id="ref72">
<label>72</label><mixed-citation publication-type="other" xlink:type="simple">Zuberi, B., Johnson, K. S., Aleks, G. K., Molina, L. T., and Laskin, A.: Hydrophilic properties of aged soot, Geophys. Res. Lett., 32, L01807, &lt;a href=&quot;http://dx.doi.org/10.1029/2004gl021496&quot;&gt;https://doi.org/10.1029/2004gl021496&lt;/a&gt;, 2005.</mixed-citation>
</ref>
</ref-list>
</back>
</article>