<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "http://dtd.nlm.nih.gov/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>
</journal-title-group>
<issn pub-type="epub">1680-7324</issn>
<publisher><publisher-name>Copernicus GmbH</publisher-name>
<publisher-loc>Göttingen, Germany</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.5194/acp-12-6999-2012</article-id>
<title-group>
<article-title>Parameterization of black carbon aging in the OsloCTM2 and implications for regional transport to the Arctic</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Lund</surname>
<given-names>M. T.</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>Berntsen</surname>
<given-names>T.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>CICERO – Center for International Climate and Environmental Research, Oslo, Norway</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Department of Geosciences, University of Oslo, Oslo, Norway</addr-line>
</aff>
<pub-date pub-type="epub">
<day>03</day>
<month>08</month>
<year>2012</year>
</pub-date>
<volume>12</volume>
<issue>15</issue>
<fpage>6999</fpage>
<lpage>7014</lpage>
<permissions>
<license xlink:type="simple">
<license-p>This is an open-access article ditributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</license-p>
</license>
</permissions>
<self-uri xlink:href="http://www.atmos-chem-phys.net/12/6999/2012/acp-12-6999-2012.html">This article is available from http://www.atmos-chem-phys.net/12/6999/2012/acp-12-6999-2012.html</self-uri>
<self-uri xlink:href="http://www.atmos-chem-phys.net/12/6999/2012/acp-12-6999-2012.pdf">The full text article is available as a PDF file from http://www.atmos-chem-phys.net/12/6999/2012/acp-12-6999-2012.pdf</self-uri>
<abstract>
<p>A critical parameter for the atmospheric lifetime of black carbon (BC) aerosols,
and hence for the range over which the particles can be transported,
is the aging time, i.e. the time before the aerosols become available for
removal by wet deposition. This study compares two different
parameterizations of BC aging in the chemistry transport model OsloCTM2: (i)
A bulk parameterization (BULK) where aging is represented by a constant
transfer to hydrophilic mode and (ii) a microphysical module (M7) where aging
occurs through particle interaction and where the particle size distribution
is accounted for. We investigate the effect of including microphysics on the
distribution of BC globally and in the Arctic. We also focus on the impact on
estimated contributions to Arctic BC from selected emission source regions.
With more detailed microphysics (M7) there are regional and seasonal
variations in aging. The aging is slower during high-latitude winter, when
the production of sulfate is lower, than in lower latitudes and during
summer. High-latitude concentrations of BC are significantly increased during
winter compared to BULK. Furthermore, M7 improves the model performance at
Arctic surface stations, especially the accumulation of BC during winter. A
proper representation of vertical BC load is important because the climate
effects of the aerosols depend on their altitude in the atmosphere.
Comparisons with measured vertical profiles indicate that the model generally
overestimates the BC load, particularly at higher altitudes, and this
overestimation is exacerbated with M7 compared to BULK. Both
parameterizations show that north of 65° N emissions in Europe
contribute most to atmospheric BC concentration and to BC in snow and ice. M7
leads to a pronounced seasonal pattern in contributions and contributions
from Europe and Russia increase strongly during winter relative to BULK.
There is generally an increase in the amount of BC in snow and ice with M7
compared to BULK. However, in regions where the concentration of BC in snow
is strongly underestimated with BULK compared to measurements, this increase
with M7 is not sufficient to significantly improve the comparison.</p>
</abstract>
<counts><page-count count="16"/></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"> Ackerman, A. S., Toon, O. B., Stevens, D. E., Heymsfield, A. J., Ramanathan, V., and Welton E. J.: Reduction of tropical cloudiness by soot, Science, 288, 1042–1047, 2000. </mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple"> AMAP: Quinn, P. K., Stohl, A., Arneth, A., Berntsen, T., Burkhart, J. F., Christensen, J., Flanner, M., Kupiainen, K., Lihavainen, H., Shepherd, M., Shevchenko, V., Skov, H., and Vestreng, V.: The Impact of Black Carbon on Arctic Climate, Actic Monitoring and Assessment Programme (AMAP), Oslo, 128 pp., 2011. </mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple"> Aunan K., Fang J., Hu T., Seip H. M., and Vennemo H.: Climate Change and Air Quality – Measures with Co-Benefits in China. Environ. Sci. Technol., 40, 4822–4829, http://dx.doi.org/10.1021/es062994kdoi:10.1021/es062994k, 2006. </mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple"> Ban-Weiss, G., Cao, L., Bala, G., and Caldeira, K.: Dependence of climate forcing and response on the altitude of black carbon aerosols, Clim. Dynam., 1–15, http://dx.doi.org/10.1007/s00382-011-1052-ydoi:10.1007/s00382-011-1052-y, 2011. </mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple"> Bauer, S. E., Koch, D., Unger, N., Metzger, S. M., Shindell, D. T., and Streets, D. G.: Nitrate aerosols today and in 2030: a global simulation including aerosols and tropospheric ozone, Atmos. Chem. Phys., 7, 5043–5059, http://dx.doi.org/10.5194/acp-7-5043-2007doi:10.5194/acp-7-5043-2007, 2007. </mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple"> Bauer, S. E., Menon, S., Koch, D., Bond, T. C., and Tsigaridis, K.: A global modeling study on carbonaceous aerosol microphysical characteristics and radiative effects, Atmos. Chem. Phys., 10, 7439–7456, http://dx.doi.org/10.5194/acp-10-7439-2010doi:10.5194/acp-10-7439-2010, 2010. </mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple"> Bellouin, N., Rae, J., Jones, A., Johnson, C., Haywood, J. and Boucher, O.: Aerosol forcing in the Climate Model Intercomparison Project (CMIP5) simulations by HadGEM2-ES and the role of ammonium nitrate, J. Geophys. Res.-Atmos., 116, D20206, http://dx.doi.org/10.1029/2011jd016074doi:10.1029/2011jd016074, 2011. </mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple"> Berglen, T. F., Berntsen, T. K., Isaksen, I. S. A., and Sundet, J. K.: A global model of the coupled sulfur/oxidant chemistry in the troposphere: The sulfur cycle, J. Geophys. Res.-Atmos., 109, D19310, http://dx.doi.org/10.1029/2003jd003948doi:10.1029/2003jd003948, 2004. </mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple"> Berntsen, T., Fuglestvedt, J., Myhre, G., Stordal, F., and Berglen T. F.: Abatement of greenhouse gases: Does location matter?, Clim. Change, 74, 377–411, http://dx.doi.org/10.1007/s10584-006-0433-4doi:10.1007/s10584-006-0433-4, 2006. </mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple"> Berntsen T. K. and Isaksen I. S. A.: A global three-dimensional chemical transport model for the troposphere .1. Model description and CO and ozone results, J. Geophys. Res.-Atmos., 102, 21239–21280, http://dx.doi.org/10.1029/97jd01140doi:10.1029/97jd01140, 1997. </mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple"> Bice, K., Eil, A., Habib, B., Heijmans, P., Kopp, R., Nogues, J., Norcross, F., Sweitzer-Hamilton, M., and Whitworth, A.: Black carbon: A review and policy recommendations, Princeton University Woodrow Wilson School of Public and International Affairs, 2009. </mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple"> Bond T. C., Anderson T. L., and Campbell D.: Calibration and intercomparison of filter-based measurements of visible light absorption by aerosols, Aerosol Sci. Technol., 30, 582–600, http://dx.doi.org/10.1080/027868299304435doi:10.1080/027868299304435, 1999. </mixed-citation>
</ref>
<ref id="ref13">
<label>13</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. 109, D14203, http://dx.doi.org/10.1029/2003jd003697doi:10.1029/2003jd003697, 2004. </mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple"> Bond T. C. and Sun H. L.: Can reducing black carbon emissions counteract global warming?, Environ. Sci. Technol., 39, 5921–5926, http://dx.doi.org/10.1021/es0480421doi:10.1021/es0480421, 2005. </mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple"> Bond T. C. and Bergstrom R. W.: Light absorption by carbonaceous particles: An investigative review, Aerosol Sci. Technol., 40, 27–67, http://dx.doi.org/10.1080/02786820500421521doi:10.1080/02786820500421521, 2006. </mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple"> Bond T. C., Habib G., and Bergstrom R. W.: Limitations in the enhancement of visible light absorption due to mixing state, J. Geophys. Res.-Atmos., 111, D20211, http://dx.doi.org/10.1029/2006jd007315doi:10.1029/2006jd007315, 2006. </mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple"> Bond T. C.: Can warming particles enter global climate discussions?, Environ. Res. Lett., 2, 045030, http://dx.doi.org/10.1088/1748-9326/2/4/045030doi:10.1088/1748-9326/2/4/045030, 2007. </mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple"> Bond, T. C., Bhardwaj, E., Dong, R., Jogani, R., Jung, S., 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, http://dx.doi.org/10.1029/2006gb002840doi:10.1029/2006gb002840, 2007. </mixed-citation>
</ref>
<ref id="ref19">
<label>19</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, http://dx.doi.org/10.1029/2001jd001397doi:10.1029/2001jd001397, 2002. </mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple"> Chung S. H. and Seinfeld J. H.: Climate response of direct radiative forcing of anthropogenic black carbon, J. Geophys. Res.-Atmos., 110, D11102, http://dx.doi.org/10.1029/2004jd005441doi:10.1029/2004jd005441, 2005. </mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple"> Clarke A. D. and Noone K. J.: Soot in the Arctic snowpack – A cause for perturbations in radiative-transfer, Atmos. Environ., 19, 2045–2053, http://dx.doi.org/10.1016/0004-6981(85)90113-1doi:10.1016/0004-6981(85)90113-1, 1985. </mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple"> Cook J. and Highwood E. J.: Climate response to tropospheric absorbing aerosols in an intermediate general-circulation model, Q. J. Roy. Meteorol. Soc., 130, 175–191, http://dx.doi.org/10.1256/qj.03.64doi:10.1256/qj.03.64, 2004. </mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple"> Cooke W. F., Liousse C., Cachier H., and Feichter J.: Construction of a 1 degrees x 1 degrees fossil fuel emission data set for carbonaceous aerosol and implementation and radiative impact in the ECHAM4 model, J. Geophys. Res.-Atmos., 104, 22137–22162, http://dx.doi.org/10.1029/1999jd900187doi:10.1029/1999jd900187, 1999. </mixed-citation>
</ref>
<ref id="ref24">
<label>24</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, http://dx.doi.org/10.5194/acp-5-1931-2005doi:10.5194/acp-5-1931-2005, 2005. </mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple"> Doherty, S. J., Warren, S. G., Grenfell, T. C., Clarke, A. D., and Brandt, R. E.: Light-absorbing impurities in Arctic snow, Atmos. Chem. Phys., 10, 11647–11680, http://dx.doi.org/10.5194/acp-10-11647-2010doi:10.5194/acp-10-11647-2010, 2010. </mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple"> Flanner M. G., Zender C. S., Randerson J. T., and Rasch P. J.: Present-day climate forcing and response from black carbon in snow, J. Geophys. Res., 112, D11202, http://dx.doi.org/10.1029/2006JD008003doi:10.1029/2006JD008003, 2007. </mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple"> Flanner, M. G., Zender, C. S., Hess, P. G., Mahowald, N. M., Painter, T. H., Ramanathan, V., and Rasch, P. J.: Springtime warming and reduced snow cover from carbonaceous particles, Atmos. Chem. Phys., 9, 2481–2497, http://dx.doi.org/10.5194/acp-9-2481-2009doi:10.5194/acp-9-2481-2009, 2009. </mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple"> Grini, A.: Including the M7 aerosol dynamics model in the global Chemistry Transport Model Oslo CTM2, Report no. 133; ISBN 82-91885-37-0, 2007. </mixed-citation>
</ref>
<ref id="ref29">
<label>29</label><mixed-citation publication-type="other" xlink:type="simple"> Hansen, J., Sato, M., Ruedy, R., Lacis, A., and Oinas, V.: Global warming in the twenty-first century: An alternative scenario, Proc. Natl. Acad. Sci. USA, 97, 9875–9880, 2000. </mixed-citation>
</ref>
<ref id="ref30">
<label>30</label><mixed-citation publication-type="other" xlink:type="simple"> Hansen, J. and Nazarenko, L.: Soot climate forcing via snow and ice albedos. PNAS, 101, 423–428, 2003. </mixed-citation>
</ref>
<ref id="ref31">
<label>31</label><mixed-citation publication-type="other" xlink:type="simple"> Hansen J., Sato M., Ruedy R., Nazarenko L., Lacis A., Schmidt G. A., Russell G., Aleinov I., Bauer M., Bauer S., Bell N., Cairns B., Canuto V., Chandler M., Cheng Y., Del Genio A., Faluvegi G., Fleming E., Friend A., Hall T., Jackman C., Kelley M., Kiang N., Koch D., Lean J., Lerner J., Lo K., Menon S., Miller R., Minnis P., Novakov T., Oinas V., Perlwitz J., Rind D., Romanou A., Shindell D., Stone P., Sun S., Tausnev N., Thresher D., Wielicki B., Wong T., Yao M. and Zhang S.: Efficacy of climate forcings, J. Geophys. Res.-Atmos., 110, D18104, http://dx.doi.org/10.1029/2005JD005776doi:10.1029/2005JD005776, 2005. </mixed-citation>
</ref>
<ref id="ref32">
<label>32</label><mixed-citation publication-type="other" xlink:type="simple"> Haywood J. M., Roberts D. L., Slingo A., Edwards J. M., and Shine K. P.: General circulation model calculations of the direct radiative forcing by anthropogenic sulfate and fossil-fuel soot aerosol, J. Clim., 10, 1562–1577, http://dx.doi.org/10.1175/1520-0442(1997)010&lt;1562:GCMCOT&gt;2.0.CO;2doi:10.1175/1520-0442(1997)010&lt;1562:GCMCOT&gt;2.0.CO;2, 1997. </mixed-citation>
</ref>
<ref id="ref33">
<label>33</label><mixed-citation publication-type="other" xlink:type="simple"> Haywood J. M. and Shine K. P.: Multi-spectral calculations of the direct radiative forcing of tropospheric sulphate and soot aerosols using a column model, Quart. J. Roy. Meteorol. Soc., 123, 1907–1930, 1997. </mixed-citation>
</ref>
<ref id="ref34">
<label>34</label><mixed-citation publication-type="other" xlink:type="simple"> Hegg, D. A., Warren, S. G., Grenfell, T. C., Doherty, S. J., Larson, T. V., and Clarke, A. D.: Source Attribution of Black Carbon in Arctic Snow. Environ. Sci. Technol., 43, 4016-4021, http://dx.doi.org/10.1021/es803623fdoi:10.1021/es803623f, 2009. </mixed-citation>
</ref>
<ref id="ref35">
<label>35</label><mixed-citation publication-type="other" xlink:type="simple"> Hegg, Dean A., Warren, Stephen G., Grenfell, Thomas C., Sarah J Doherty, and Clarke, Antony D.: Sources of light-absorbing aerosol in arctic snow and their seasonal variation, Atmos. Chem. Phys., 10, 10923–10938, http://dx.doi.org/10.5194/acp-10-10923-2010doi:10.5194/acp-10-10923-2010, 2010. </mixed-citation>
</ref>
<ref id="ref36">
<label>36</label><mixed-citation publication-type="other" xlink:type="simple"> Holtslag A. A. M., Debruijn, E. I. F., and Pan, H. L.: A high-resolution air-mass transformation model for short-range weather forecasting, Mon. Weather Rev., 118, 1561–1575, http://dx.doi.org/10.1175/1520-0493(1990)118&lt;1561:AHRAMT&gt;2.0.CO;2doi:10.1175/1520-0493(1990)118&lt;1561:AHRAMT&gt;2.0.CO;2, 1990. </mixed-citation>
</ref>
<ref id="ref37">
<label>37</label><mixed-citation publication-type="other" xlink:type="simple"> Hoose C., Kristjansson J. E., Chen J. P., and Hazra A.: A Classical-Theory-Based Parameterization of Heterogeneous Ice Nucleation by Mineral Dust, Soot, and Biological Particles in a Global Climate Model, J. Atmos. Sci., 67, 2483–2503, http://dx.doi.org/10.1175/2010jas3425.1doi:10.1175/2010jas3425.1, 2010. </mixed-citation>
</ref>
<ref id="ref38">
<label>38</label><mixed-citation publication-type="other" xlink:type="simple"> Hoyle, C. R., Berntsen, T., Myhre, G., and Isaksen, I. S. A.: Secondary organic aerosol in the global aerosol – chemical transport model Oslo CTM2, Atmos. Chem. Phys., 7, 5675–5694, http://dx.doi.org/10.5194/acp-7-5675-2007doi:10.5194/acp-7-5675-2007, 2007. </mixed-citation>
</ref>
<ref id="ref39">
<label>39</label><mixed-citation publication-type="other" xlink:type="simple"> Jacobson M. Z.: Strong radiative heating due to the mixing state of black carbon in atmospheric aerosols, Nature, 409, 695–697, http://dx.doi.org/10.1038/35055518doi:10.1038/35055518, 2001. </mixed-citation>
</ref>
<ref id="ref40">
<label>40</label><mixed-citation publication-type="other" xlink:type="simple"> Jacobson M. Z.: Control of fossil-fuel particulate black carbon and organic matter, possibly the most effective method of slowing global warming, J. Geophys. Res., 107, 4410, http://dx.doi.org/10.1029/2001JD001376doi:10.1029/2001JD001376, 2002. </mixed-citation>
</ref>
<ref id="ref41">
<label>41</label><mixed-citation publication-type="other" xlink:type="simple"> Jacobson M. Z.: Climate response of fossil fuel and biofuel soot, accounting for soot&apos;s feedback to snow and sea ice albedo and emissivity, J. Geophys. Res.-Atmos., 109, D21201, http://dx.doi.org/10.1029/2004jd004945doi:10.1029/2004jd004945, 2004. </mixed-citation>
</ref>
<ref id="ref42">
<label>42</label><mixed-citation publication-type="other" xlink:type="simple"> Jacobson M. Z.: Short-term effects of controlling fossil-fuel soot, biofuel soot and gases, and methane on climate, Arctic ice, and air pollution health, J. Geophys. Res.-Atmos., 115, D14209, http://dx.doi.org/10.1029/2009jd013795doi:10.1029/2009jd013795, 2010. </mixed-citation>
</ref>
<ref id="ref43">
<label>43</label><mixed-citation publication-type="other" xlink:type="simple"> Jaffe, D., Tamura S., and Harris, J.: Seasonal cycle and composition of background fine particles along the west coast of the US, Atmos. Environ., 39, 297–306, http://dx.doi.org/10.1016/j.atmonsenv.2004.09.016doi:10.1016/j.atmonsenv.2004.09.016, 2005. </mixed-citation>
</ref>
<ref id="ref44">
<label>44</label><mixed-citation publication-type="other" xlink:type="simple"> Johnson, B. T., Shine, K. P., and Forster, P. M.: The semi-direct aerosol effect: Impact of absorbing aerosols on marine stratocumulus, Q. J. Roy. Meterorol. Soc., 130, 1407-1422, 2004. </mixed-citation>
</ref>
<ref id="ref45">
<label>45</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, 2001. </mixed-citation>
</ref>
<ref id="ref46">
<label>46</label><mixed-citation publication-type="other" xlink:type="simple"> Koch, D., Bond, T. C., Streets, D., Unger, N., and van der Werf, G. R.: Global impacts of aerosols from particular source regions and sectors, J. Geophys. Res.-Atmos., 112, D02205, http://dx.doi.org/10.1029/2005jd007024doi:10.1029/2005jd007024, 2007. </mixed-citation>
</ref>
<ref id="ref47">
<label>47</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, \O., 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, http://dx.doi.org/10.5194/acp-9-9001-2009doi:10.5194/acp-9-9001-2009, 2009. </mixed-citation>
</ref>
<ref id="ref48">
<label>48</label><mixed-citation publication-type="other" xlink:type="simple"> Koch, D. and Del Genio, A. D.: Black carbon semi-direct effects on cloud cover: review and synthesis, Atmos. Chem. Phys., 10, 7685–7696, http://dx.doi.org/10.5194/acp-10-7685-2010doi:10.5194/acp-10-7685-2010, 2010. </mixed-citation>
</ref>
<ref id="ref49">
<label>49</label><mixed-citation publication-type="other" xlink:type="simple"> Koch, D., Balkanski, Y., Bauer, S. E., Easter, R. C., Ferrachat, S., Ghan, S. J., Hoose, C., Iversen, T., Kirkevåg, A., Kristjansson, J. E., Liu, X., Lohmann, U., Menon, S., Quaas, J., Schulz, M., Seland, \O., Takemura, T., and Yan, N.: Soot microphysical effects on liquid clouds, a multi-model investigation, Atmos. Chem. Phys., 11, 1051–1064, http://dx.doi.org/10.5194/acp-11-1051-2011doi:10.5194/acp-11-1051-2011, 2011. </mixed-citation>
</ref>
<ref id="ref50">
<label>50</label><mixed-citation publication-type="other" xlink:type="simple"> Kopp, R. E. and Mauzerall, D. L.: Assessing the climatic benefits of black carbon mitigation, Proc. Natl. Acad. Sci. USA, 107, 11703–11708, http://dx.doi.org/10.1073/pnas.0909605107doi:10.1073/pnas.0909605107, 2010. </mixed-citation>
</ref>
<ref id="ref51">
<label>51</label><mixed-citation publication-type="other" xlink:type="simple"> Koren, I., Kaufman, Y. J., Remer, L. A., and Martins, J. V.: Measurement of the effect of Amazon smoke on inhibition of cloud formation, Science, 303, 1342, http://dx.doi.org/10.1126/science.1089424doi:10.1126/science.1089424, 2004. </mixed-citation>
</ref>
<ref id="ref52">
<label>52</label><mixed-citation publication-type="other" xlink:type="simple"> Liu, J., Fan, S., Horowitz, L. W., and Levy II, H.: Evaluation of factors controlling long-range transport of black carbon to the Arctic, J. Geophys. Res.-Atmos., 116, D04307, http://dx.doi.org/10.1029/2010jd015145doi:10.1029/2010jd015145, 2011. </mixed-citation>
</ref>
<ref id="ref53">
<label>53</label><mixed-citation publication-type="other" xlink:type="simple"> Liu, X. H., Penner, J. E., and Wang, M. H.: Influence of anthropogenic sulfate and black carbon on upper tropospheric clouds in the NCAR CAM3 model coupled to the IMPACT global aerosol model, J. Geophys. Res.-Atmos., 114, D03204, http://dx.doi.org/10.1029/2008jd010492doi:10.1029/2008jd010492, 2009. </mixed-citation>
</ref>
<ref id="ref54">
<label>54</label><mixed-citation publication-type="other" xlink:type="simple"> Massoli, P., Murphy, D. M., Lack, D. A., Baynard, T., Brock, C. A., and Lovejoy, E. R.: Uncertainty in Light Scattering Measurements by TSI Nephelometer: Results from Laboratory Studies and Implications for Ambient Measurements, Aerosol Sci. Technol., 42, 1064–1074, http://dx.doi.org/10.1080/02786820903156542doi:10.1080/02786820903156542, 2009. </mixed-citation>
</ref>
<ref id="ref55">
<label>55</label><mixed-citation publication-type="other" xlink:type="simple"> Moteki, N., Kondo, Y., Miyazaki, Y., Takegawa, N., Komazaki, Y., Kurata, G., Shirai, T., Blake, D. R., Miyakawa T., and Koike, M.: Evolution of mixing state of black carbon particles: Aircraft measurements over the western Pacific in March 2004. Geophys. Res. Lett., 34, L11803, http://dx.doi.org/10.1029/2006gl02894doi:10.1029/2006gl02894, 2007. </mixed-citation>
</ref>
<ref id="ref56">
<label>56</label><mixed-citation publication-type="other" xlink:type="simple"> Myhre, G., Grini, A., and Metzger, S.: Modelling of nitrate and ammonium-containing aerosols in presence of sea salt, Atmos. Chem. Phys., 6, 4809–4821, http://dx.doi.org/10.5194/acp-6-4809-2006doi:10.5194/acp-6-4809-2006, 2006. </mixed-citation>
</ref>
<ref id="ref57">
<label>57</label><mixed-citation publication-type="other" xlink:type="simple"> Myhre, G., Berglen, T. F., Johnsrud, M., Hoyle, C. R., Berntsen, T. K., Christopher, S. A., Fahey, D. W., Isaksen, I. S. A., Jones, T. A., Kahn, R. A., Loeb, N., Quinn, P., Remer, L., Schwarz, J. P., and Yttri, K. E.: Modelled radiative forcing of the direct aerosol effect with multi-observation evaluation, Atmos. Chem. Phys., 9, 1365–1392, http://dx.doi.org/10.5194/acp-9-1365-2009doi:10.5194/acp-9-1365-2009, 2009. </mixed-citation>
</ref>
<ref id="ref58">
<label>58</label><mixed-citation publication-type="other" xlink:type="simple"> Novakov, T., Menon, S., Kirchstetter, T. W., Koch, D., and Hansen, J. E.: Aerosol organic carbon to black carbon ratios: Analysis of published data and implications for climate forcing, J. Geophys. Res.-Atmos., 110, http://dx.doi.org/10.1029/2005jd005977doi:10.1029/2005jd005977, 2005. </mixed-citation>
</ref>
<ref id="ref59">
<label>59</label><mixed-citation publication-type="other" xlink:type="simple"> Ohara, T., Akimoto, H., Kurokawa, J., Horii, N., Yamaji, K., Yan, X., and Hayasaka, T. An Asian emission inventory of anthropogenic emission sources for the period 1980–2020, Atmos. Chem. Phys., 7, 4419–4444, http://dx.doi.org/10.5194/acp-7-4419-2007doi:10.5194/acp-7-4419-2007, 2007. </mixed-citation>
</ref>
<ref id="ref60">
<label>60</label><mixed-citation publication-type="other" xlink:type="simple"> Oshima, N., Koike, M., Zhang, Y., Kondo, Y., Moteki, N., Takegawa, N., and Miyazaki, Y.: Aging of black carbon in outflow from anthropogenic sources using a mixing state resolved model: Model development and evaluation, J. Geophys. Res.-Atmos., 114, D06210, http://dx.doi.org/10.1029/2008jd010680doi:10.1029/2008jd010680, 2009. </mixed-citation>
</ref>
<ref id="ref61">
<label>61</label><mixed-citation publication-type="other" xlink:type="simple"> Penner, J. E., Chen, Y., Wang, M., and Liu, X.: Possible influence of anthropogenic aerosols on cirrus clouds and anthropogenic forcing, Atmos. Chem. Phys., 9, 879–896, http://dx.doi.org/10.5194/acp-9-879-2009doi:10.5194/acp-9-879-2009, 2009. </mixed-citation>
</ref>
<ref id="ref62">
<label>62</label><mixed-citation publication-type="other" xlink:type="simple"> Prather M. J.: Numerical advection by conservation of 2nd-order moments, J. Geophys. Res.-Atmos., 91, 6671–6681, http://dx.doi.org/10.5194/acp-9-879-2009doi:10.1029/JD091iD06p06671, 1986. </mixed-citation>
</ref>
<ref id="ref63">
<label>63</label><mixed-citation publication-type="other" xlink:type="simple"> Quinn, P. K., Bates, T. S., Baum, E., Doubleday, N., Fiore, A. M., Flanner, M., Fridlind, A., Garrett, T. J., Koch, D., Menon, S., Shindell, D., Stohl, A., and Warren, S. G.: Short-lived pollutants in the Arctic: their climate impact and possible mitigation strategies, Atmos. Chem. Phys., 8, 1723–1735, http://dx.doi.org/10.5194/acp-8-1723-2008doi:10.5194/acp-8-1723-2008, 2008. </mixed-citation>
</ref>
<ref id="ref64">
<label>64</label><mixed-citation publication-type="other" xlink:type="simple"> Reddy M. S. and Boucher O.: Climate impact of black carbon emitted from energy consumption in the world&apos;s regions, Geophys. Res. Lett., 34, L11802, http://dx.doi.org/10.1029/2006gl028904doi:10.1029/2006gl028904, 2007. </mixed-citation>
</ref>
<ref id="ref65">
<label>65</label><mixed-citation publication-type="other" xlink:type="simple"> Riemer N., West M., Zaveri R. A., and Easter R. C.: Simulating the evolution of soot mixing state with a particle-resolved aerosol model, J. Geophys. Res.-Atmos., 114, D09202, http://dx.doi.org/10.1029/2008jd011073doi:10.1029/2008jd011073, 2009. </mixed-citation>
</ref>
<ref id="ref66">
<label>66</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, http://dx.doi.org/10.1016/j.jaerosci.2009.08.009doi:10.1016/j.jaerosci.2009.08.009, 2010. </mixed-citation>
</ref>
<ref id="ref67">
<label>67</label><mixed-citation publication-type="other" xlink:type="simple"> Rypdal K., Rive N., Berntsen T., Fagerli H., Klimont Z., Mideksa T. K. and Fuglestvedt J. S.: Climate and air quality-driven scenarios of ozone and aerosol precursor abatement, Environ. Sci. Pol., 12, 855–869, http://dx.doi.org/10.1016/j.envsci.2009.08.002doi:10.1016/j.envsci.2009.08.002, 2009a.. </mixed-citation>
</ref>
<ref id="ref68">
<label>68</label><mixed-citation publication-type="other" xlink:type="simple"> Rypdal, K., Rive, N., Berntsen, T. K., Klimont, Z., Mideksa, T. K., Myhre, G. and Skeie, R. B.: Costs and global impacts of black carbon abatement strategies. Tellus B – Chem. Phys. Meteorol., 61, 625–641, http://dx.doi.org/10.1111/j.1600-0889.2009.00430.xdoi:10.1111/j.1600-0889.2009.00430.x, 2009b. </mixed-citation>
</ref>
<ref id="ref69">
<label>69</label><mixed-citation publication-type="other" xlink:type="simple"> Samset, B. H. and Myhre, G.: Vertical dependence of black carbon, sulphate and biomass burning aerosol radiative forcing. Geophys. Res. Lett., 38, L24802, http://dx.doi.org/10.1029/2011GL049697doi:10.1029/2011GL049697, 2011. </mixed-citation>
</ref>
<ref id="ref70">
<label>70</label><mixed-citation publication-type="other" xlink:type="simple"> Satheesh, S. K.: \textitLetter to the Editor Aerosol radiative forcing over land: effect of surface and cloud reflection, Ann. Geophys., 20, 2105–2109, http://dx.doi.org/10.5194/angeo-20-2105-2002doi:10.5194/angeo-20-2105-2002, 2002. </mixed-citation>
</ref>
<ref id="ref71">
<label>71</label><mixed-citation publication-type="other" xlink:type="simple"> Schulz, M., Textor, C., Kinne, S., Balkanski, Y., Bauer, S., Berntsen, T., Berglen, T., Boucher, O., Dentener, F., Guibert, S., Isaksen, I. S. A., Iversen, T., Koch, D., Kirkevåg, A., Liu, X., Montanaro, V., Myhre, G., Penner, J. E., Pitari, G., Reddy, S., Seland, \O., Stier, P., and Takemura, T.: Radiative forcing by aerosols as derived from the AeroCom present-day and pre-industrial simulations, Atmos. Chem. Phys., 6, 5225–5246, http://dx.doi.org/10.5194/acp-6-5225-2006doi:10.5194/acp-6-5225-2006, 2006. </mixed-citation>
</ref>
<ref id="ref72">
<label>72</label><mixed-citation publication-type="other" xlink:type="simple"> Schwarz J. P., Spackman J. R., Fahey D. W., Gao R. S., Lohmann U., Stier P., Watts L. A., Thomson D. S., Lack D. A., Pfister L., Mahoney M. J., Baumgardner D., Wilson J. C., and Reeves J. M.: Coatings and their enhancement of black carbon light absorption in the tropical atmosphere, J. Geophys. Res.-Atmos., 113, D03203, http://dx.doi.org/10.1029/2007jd009042doi:10.1029/2007jd009042, 2008.. </mixed-citation>
</ref>
<ref id="ref73">
<label>73</label><mixed-citation publication-type="other" xlink:type="simple"> Schwarz, J. P., Spackman, J. R., Gao, R. S., Perring, A. E., Cross, E., Onasch, T. B., Ahern, A., Wrobel, W., Davidovits, P., Olfert, J., Dubey, M. K., Mazzoleni, C., and Fahey, D. W.: The Detection Efficiency of the Single Particle Soot Photometer. Aerosol Sci. Technol., 44, 612–628, http://dx.doi.org/10.1080/02786826.2010.481298doi:10.1080/02786826.2010.481298, 2010a.. </mixed-citation>
</ref>
<ref id="ref74">
<label>74</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, Geophys. Res. Lett. 37, L18812, http://dx.doi.org/10.1029/2010gl044372doi:10.1029/2010gl044372, 2010b. </mixed-citation>
</ref>
<ref id="ref75">
<label>75</label><mixed-citation publication-type="other" xlink:type="simple"> Sciare, J., Favez, O. R. S.-E., Oikonomou, K., and Cachier, H.: Long-term observations of carbonaceous aerosols in the Austral Ocean atmosphere: Evidence of a biogenic marine organic source, J. Geophys. Res., 114, D15302, http://dx.doi.org/10.1029/2009JD011998doi:10.1029/2009JD011998, 2009. </mixed-citation>
</ref>
<ref id="ref76">
<label>76</label><mixed-citation publication-type="other" xlink:type="simple"> Seinfeld, J. H. and Pandis, S. N.: Atmospheric Chemistry and Physics – From Air Pollution to Climate Change (2nd Edition), John Wiley &amp; Sons., 1225 pp., online available at: http://www.knovel.com/web/portal/browse/display?_EXT_KNOVEL_DISPLAY_bookid=2126&amp;VerticalID=0, 2006. </mixed-citation>
</ref>
<ref id="ref77">
<label>77</label><mixed-citation publication-type="other" xlink:type="simple"> Shindell, D. and Faluvegi, G.: Climate response to regional radiative forcing during the twentieth century, Nature Geosci., 2, 294–300, http://dx.doi.org/10.1038/ngeo473doi:10.1038/ngeo473, 2009. </mixed-citation>
</ref>
<ref id="ref78">
<label>78</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, http://dx.doi.org/10.5194/acp-8-5353-2008doi:10.5194/acp-8-5353-2008, 2008. </mixed-citation>
</ref>
<ref id="ref79">
<label>79</label><mixed-citation publication-type="other" xlink:type="simple"> Shiraiwa, M., Kondo, Y., Moteki, N., Takegawa, N., Miyazaki, Y. and Blake, D. R.: Evolution of mixing state of black carbon in polluted air from Tokyo, Geophys. Res. Lett., 34, L16803, http://dx.doi.org/10.1029/2007gl029819doi:10.1029/2007gl029819, 2007. </mixed-citation>
</ref>
<ref id="ref80">
<label>80</label><mixed-citation publication-type="other" xlink:type="simple"> Skeie, R. B., Berntsen, T., Myhre, G., Pedersen, C. A., Ström, J., Gerland, S., and Ogren, J. A.: Black carbon in the atmosphere and snow, from pre-industrial times until present, Atmos. Chem. Phys., 11, 6809–6836, http://dx.doi.org/10.5194/acp-11-6809-2011doi:10.5194/acp-11-6809-2011, 2011. </mixed-citation>
</ref>
<ref id="ref81">
<label>81</label><mixed-citation publication-type="other" xlink:type="simple"> Spackman, J. R., Gao, R. S., Neff, W. D., Schwarz, J. P., Watts, L. A., Fahey, D. W., Holloway, J. S., Ryerson, T. B., Peischl, J., and Brock, C. A.: Aircraft observations of enhancement and depletion of black carbon mass in the springtime Arctic, Atmos. Chem. Phys., 10, 9667–9680, http://dx.doi.org/10.5194/acp-10-9667-2010doi:10.5194/acp-10-9667-2010, 2010. </mixed-citation>
</ref>
<ref id="ref82">
<label>82</label><mixed-citation publication-type="other" xlink:type="simple"> Spackman, J. R., Gao, R. S., Schwarz, J. P., Watts, L. A., Fahey, D. W., Pfister, L. and Bui, T. P.: Seasonal variability of black carbon mass in the tropical tropopause layer. Geophys. Res. Lett., 38, L09803, http://dx.doi.org/10.1029/2010gl046343doi:10.1029/2010gl046343, 2011.. </mixed-citation>
</ref>
<ref id="ref83">
<label>83</label><mixed-citation publication-type="other" xlink:type="simple"> Stohl, A.: Characteristics of atmospheric transport into the Arctic troposphere, J. Geophys. Res.-Atmos., 111, D11306, http://dx.doi.org/10.1029/2005jd006888doi:10.1029/2005jd006888, 2006. </mixed-citation>
</ref>
<ref id="ref84">
<label>84</label><mixed-citation publication-type="other" xlink:type="simple"> Stohl, A., Berg, T., Burkhart, J. F., Fj\&apos;\aeraa, A. M., Forster, C., Herber, A., Hov, \O., Lunder, C., McMillan, W. W., Oltmans, S., Shiobara, M., Simpson, D., Solberg, S., Stebel, K., Ström, J., Tørseth, K., Treffeisen, R., Virkkunen, K., and Yttri, K. E.: Arctic smoke – record high air pollution levels in the European Arctic due to agricultural fires in Eastern Europe in spring 2006, Atmos. Chem. Phys., 7, 511–534, http://dx.doi.org/10.5194/acp-7-511-2007doi:10.5194/acp-7-511-2007, 2007. </mixed-citation>
</ref>
<ref id="ref85">
<label>85</label><mixed-citation publication-type="other" xlink:type="simple"> Tiedtke M. A comprehensive mass flux scheme for cumulus parameterization in large-scale models, Mon. Weather Rev., 117, 1779–1800, http://dx.doi.org/10.1175/1520-0493(1989)117&lt;1779:ACMFSF&gt;2.0.CO;2doi:10.1175/1520-0493(1989)117&lt;1779:ACMFSF&gt;2.0.CO;2, 1989.. </mixed-citation>
</ref>
<ref id="ref86">
<label>86</label><mixed-citation publication-type="other" xlink:type="simple"> van der Werf, G. R., Randerson, J. T., Giglio, L., Collatz, G. J., Kasibhatla, P. S., and Arellano Jr., A. F.: Interannual variability in global biomass burning emissions from 1997 to 2004, Atmos. Chem. Phys., 6, 3423–3441, http://dx.doi.org/10.5194/acp-6-3423-2006doi:10.5194/acp-6-3423-2006, 2006. </mixed-citation>
</ref>
<ref id="ref87">
<label>87</label><mixed-citation publication-type="other" xlink:type="simple"> Vignati, E., Wilson, J. and Stier, P.: M7: An efficient size-resolved aerosol microphysics module for large-scale aerosol transport models, J. Geophys. Res.-Atmos., 109, D22202, http://dx.doi.org/10.1029/2003jd004485doi:10.1029/2003jd004485, 2004.. </mixed-citation>
</ref>
<ref id="ref88">
<label>88</label><mixed-citation publication-type="other" xlink:type="simple"> Vignati, E., Karl, M., Krol, M., Wilson, J., Stier, P., and Cavalli, F.: Sources of uncertainties in modelling black carbon at the global scale, Atmos. Chem. Phys., 10, 2595–2611, http://dx.doi.org/10.5194/acp-10-2595-2010doi:10.5194/acp-10-2595-2010, 2010. </mixed-citation>
</ref>
<ref id="ref89">
<label>89</label><mixed-citation publication-type="other" xlink:type="simple"> Warren S. G. and Wiscombe W. J.: A model for the spectral albedo of snow. II: Snow containing atmospheric aerosols, J. Atmos. Sci., 37, 2734–2745, 1980. </mixed-citation>
</ref>
<ref id="ref90">
<label>90</label><mixed-citation publication-type="other" xlink:type="simple"> Yttri, K. E., Aas, W., Bjerke, A., Cape, J. N., Cavalli, F., Ceburnis, D., Dye, C., Emblico, L., Facchini, M. C., Forster, C., Hanssen, J. E., Hansson, H. C., Jennings, S. G., Maenhaut, W., Putaud, J. P., and Tørseth, K.: Elemental and organic carbon in PM$_10$: a one year measurement campaign within the European Monitoring and Evaluation Programme EMEP, Atmos. Chem. Phys., 7, 5711–5725, http://dx.doi.org/10.5194/acp-7-5711-2007doi:10.5194/acp-7-5711-2007, 2007. </mixed-citation>
</ref>
<ref id="ref91">
<label>91</label><mixed-citation publication-type="other" xlink:type="simple"> Zhang, X. Y., Wang, Y. Q., Zhang, X. C., Guo, W., and Gong, S. L.: Carbonaceous aerosol composition over various regions of China during 2006, J. Geophys. Res.-Atmos., 113, D14111, http://dx.doi.org/10.1029/2007jd009525doi:10.1029/2007jd009525, 2008.. </mixed-citation>
</ref>
</ref-list>
</back>
</article>