<?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">ACPD</journal-id>
<journal-title-group>
<journal-title>Atmospheric Chemistry and Physics Discussions</journal-title>
<abbrev-journal-title abbrev-type="publisher">ACPD</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1680-7375</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/acpd-11-31137-2011</article-id>
<title-group>
<article-title>A new approach to estimate pollutant emissions based on trajectory modelling and its application in  the North China Plain</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Xu</surname>
<given-names>W. Y.</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>Zhao</surname>
<given-names>C. S.</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>Liu</surname>
<given-names>P. F.</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>Ran</surname>
<given-names>L.</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>Ma</surname>
<given-names>N.</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>Deng</surname>
<given-names>Z. Z.</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>Lin</surname>
<given-names>W. L.</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>Yan</surname>
<given-names>P.</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>Xu</surname>
<given-names>X. B.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>Department of Atmospheric and Oceanic Sciences, School of Physics, Peking University, Beijing,  China</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Key Laboratory for Atmospheric Chemistry, Centre for Atmosphere Watch and Services, Chinese Academy  of Meteorological Sciences, China Meteorological Administration, Beijing, China</addr-line>
</aff>
<pub-date pub-type="epub">
<day>24</day>
<month>11</month>
<year>2011</year>
</pub-date>
<volume>11</volume>
<issue>11</issue>
<fpage>31137</fpage>
<lpage>31158</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-discuss.net/11/31137/2011/acpd-11-31137-2011.html">This article is available from http://www.atmos-chem-phys-discuss.net/11/31137/2011/acpd-11-31137-2011.html</self-uri>
<self-uri xlink:href="http://www.atmos-chem-phys-discuss.net/11/31137/2011/acpd-11-31137-2011.pdf">The full text article is available as a PDF file from http://www.atmos-chem-phys-discuss.net/11/31137/2011/acpd-11-31137-2011.pdf</self-uri>
<abstract>
<p>Emission information is crucial for air quality modelling and air quality management. In this
  study, a new approach based on the understanding of the relationship between emissions and
  measured pollutant concentrations has been proposed to estimate pollutant emissions and source
  contributions. The retrieval can be made with single point in-situ measurements combined with
  backward trajectory analyses. The method takes into consideration the effect of meteorology on
  pollutant transport when evaluating contributions and is independent of energy statistics,
  therefore can provide frequent updates on emission information. The spatial coverage can be
  further improved by using measurements from several sites and combining the derived emission
  fields.  The method was applied to yield the source distributions of black carbon (BC) and CO in
  the North China Plain (NCP) using in-situ measurements from the HaChi (Haze in China) Campaign and
  to evaluate contributions from specific areas to local concentrations at the measurement
  site. Results show that this method can yield a reasonable emission field for the NCP and can
  directly quantify areal source contributions. Major BC and CO emission source regions are Beijing,
  the western part of Tianjin and Langfang, Hebei, with Tangshan being an additional important CO
  emission source area. The source contribution assessment suggests that, aside from local emissions
  in Wuqing, Tianjin and Hebei S, SW (&lt;i&gt;d&lt;/i&gt; &lt; 100 km) are the greatest contributors to measured local
  concentrations, while emissions from Beijing contribute little during summertime.</p>
</abstract>
<counts><page-count count="22"/></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"> Akimoto,~H., Ohara,~T., Kurokawa,~J., and Horii,~N.: Verification of energy consumption in China during 1996–2003 by using satellite observational data, Atmos. Environ., 40, 7663–7667, 2006. </mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple"> Arabegum,~B., Kim,~E., Jeong,~C., Lee,~D., and Hopke,~P.: Evaluation of the potential source contribution function using the 2002 Quebec forest fire episode, Atmos. Environ., 39(20), 3719–3724, 2005. </mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple"> Ashbaugh,~L L.: A~statistical trajectory technique for determining air pollution source regions,~J. Air Pollut. Control. Ass., 33, 1096–1098, 1983. </mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple"> Cooke,~W F. and Wilson,~J N.: A~global black carbon aerosol model,~J. Geophys. Res., 101, 19395–19409, 1996. </mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple"> % de Foy,~B., Lei,~W., Zavala,~M., Volkamer,~R., Samuelsson,~J., Mellqvist,~J., Galle4,~B., Martinez,~A.-~P., Grutter,~M., Retama,~A. and Molina,~L T.: Modelling constraints on the emission inventory and on vertical dispersion for CO and SO2 in the Mexico City Metropolitan Area using Solar FTIR and zenith sky UV spectroscopy, Atmos. Chem. Phys., 7, 781–801, 2007. % ### SELF-REFERENCE ### de~Foy,~B., Lei,~W., Zavala,~M., Volkamer,~R., Samuelsson,~J., Mellqvist,~J., Galle,~B., Martínez,~A.-P., Grutter,~M., Retama,~A., and Molina,~L T.: Modelling constraints on the emission inventory and on vertical dispersion for CO and \chemSO_2 in the Mexico City Metropolitan Area using Solar FTIR and zenith sky UV spectroscopy, Atmos. Chem. Phys., 7, 781–801, http://dx.doi.org/10.5194/acp-7-781-2007doi:10.5194/acp-7-781-2007, 2007.  </mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple"> Draxler,~R R. and Hess,~G.D: An overview of the HYSPLIT_4 modelling system for trajectories, dispersion and deposition, Aust. Meteorol. Mag., 47, 295–308, 1998. </mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple"> Dudhia,~J.: Numerical study of convection observed during winter monsoon experiment using a~mesoscale two-dimensional model, J. Atmos. Sci., 46, 3077– 3107, 1989. </mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple"> Dudhia,~J.: A~multi-layer soil temperature model for MM5, Preprint from the Sixth PSU/NCAR Mesoscale Model Users&apos; Workshop, 1996. </mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple"> Harris,~J M. and Kahl,~J D.: A~descriptive atmospheric transport climatology for the Mauna Loa Observatory, using clustered trajectories,~J. Geophys. Res., 95, 13651–13667, 1990. </mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple"> Hong,~S Y., Noh,~Y., and Dudhia,~J.: A~new vertical diffusion package with explicit treatment of entrainment processes, Mon. Weather Rev., 134, 2318–2341, 2006. </mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple"> Kain, J. S. and Fritsch, J. M.: Convective parameterization for mesoscale models: the Kain-Fritsch scheme, the representation of cumulus convection in numerical models, edited by: Emanuel, K. A. and Raymond, D. J., Am. Meteorol. Soc., Vol 246, Boston MA, USA, 1993. </mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple"> Lin,~Y., Zhao,~C., Peng,~L., and Fang,~Y.: A~new method to calculate monthly CO emissions using MOPITT satellite data, Chinese Sci. Bull., 52(18), 2551–2558, 2007. </mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple"> Lucey,~D., Hadjiiski,~L., Hopke,~P K., Scudlark,~J R., and Church,~T.: Identification of sources of pollutants in precipitation measured at the mid-Atlantic US coast using potential source contribution function (PSCF), Atmos. Environ., 35, 3979–3986, 2001. </mixed-citation>
</ref>
<ref id="ref15">
<label>15</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, 2001. </mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple"> Lin,~W., Xu,~X., Ge,~B., and Zhang,~X.: Characteristics of gaseous pollutants at Gucheng, a~rural site southwest of Beijing,~J. Geophys. Res., 114, D00G14, http://dx.doi.org/10.1029/2008JD010339doi:10.1029/2008JD010339, 2009. </mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple"> Liu,~P., Zhao,~C., Zhang,~Q., Deng,~Z., Huang,~M., Ma,~X., and Tie,~X.: Aircraft study of aerosol vertical distributions over Beijing and their optical properties, Tellus B, 61, 756–767, 2009. </mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple"> % Ma,~J. and van Aardenne,~J A.: Impact of different emission inventories on simulated % tropospheric ozone over China: a~regional chemical transport model evaluation, % Atmos. Chem. Phys., 4, 877–887, 2004. ### SELF-REFERENCE ### Ma,~J. and van~Aardenne,~J A.: Impact of different emission inventories on simulated tropospheric ozone over China: a regional chemical transport model evaluation, Atmos. Chem. Phys., 4, 877–887, http://dx.doi.org/10.5194/acp-4-877-2004doi:10.5194/acp-4-877-2004, 2004. </mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple"> % Ma,~N., Zhao,~C S., Nowak,~A., Müller,~T., Pfeifer,~S., Cheng,~Y F., Deng,~Z Z., % Liu,~P F., Xu,~W Y., Ran,~L., Yan,~P., Göbel,~T., Hallbauer,~E., Mildenberger,~K., % Henning,~S., Yu,~J., Cheng,~L L., Zhou,~X J., Stratmann,~F., and Wiedensohler,~A.: Aerosol % optical properties in the North China Plain during HaChi campaign: an in-situ optical closure % study, Atmos. Chem. Phys. Discuss., 11, 9567–9605, http://dx.doi.org/10.5194/acpd-11–9567-2011doi:10.5194/acpd-11–9567-2011, 2011. Ma, N., Zhao, C. S., Nowak, A., Müller, T., Pfeifer, S., Cheng, Y. F., Deng, Z.Z., Liu, P. F., Xu, W. Y., Ran, L., Yan, P., Göbel, T., Hallbauer, E., Mildenberger, K., Henning, S., Yu, J., Chen, L. L., Zhou, X. J., Stratmann, F., and Wiedensohler, A.: Aerosol optical properties in the North China Plain during HaChi campaign: an in-situ optical closure study, Atmos. Chem. Phys., 11, 5959–5973, http://dx.doi.org/10.5194/acp-11-5959-2011doi:10.5194/acp-11-5959-2011, 2011. </mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple"> Miller,~J M.: A~five-year climatology of back trajectories from the Mauna Loa observatory, Hawaii, Atmos. Environ., 15, 1553–1558, 1981. </mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple"> Mlawer,~E J., Taubman,~S J., Brown,~P D., Iacono,~M J., and Clough,~S A.: Radiative transfer for inhomogeneous atmosphere: RRTM, a~validated correlated-$k$ model for the longwave,~J. Geophys. Res., 102 (D14), 16663–16682, 1997. </mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple"> Moody,~J L. and Samson,~P J.: The influence of atmospheric transport on precipitation chemistry at two sites in the midwestern United States, Atmos. Environ, 23, 2117–2132, 1989. </mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple"> Ramanathan,~V. and Carmichael,~G.: Global and regional climate changes due to black carbon, Nature Geosci., 1(4), 221–227, 2008. </mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple"> Seibert,~P., Kromp-Kolb,~H., Baltensperger,~U., Jost,~D T., Schwikowski,~M., Kasper,~A., and Puxbaum~H.: Trajectory analyses of aerosol measurements at high alpine sites, in: Transport and Transformation of Pollutants in the Troposphere, edited by: Borrell,~P M., Borrell,~P., Cvitas,~T., and Seiler,~W., Academic Publishing, Den Haag, 689–693, 1994. </mixed-citation>
</ref>
<ref id="ref25">
<label>25</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 Edn., Wiley-Interscience Publication, Malden, MA, USA, 2006. </mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple"> Stohl,~A.: Trajectory statistics-a~new method to establish source-receptor relationships of air pollutants and its application to the transport of particulate sulfate in Europe, Atmos. Environ., 30(4), 579–587, 1996. </mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple"> Stohl,~A. and Wotaw,~G.: A~method for computing single trajectories representing boundary layer transport, Atmos. Environ., 29(22), 3235–3238, http://dx.doi.org/10.1016/1352-2310(95)00259-2doi:10.1016/1352-2310(95)00259-2, 1995. </mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple"> Streets,~D G., Gupta,~S., Waldhoff,~S T., Wang,~M Q., Bond,~T C., and Yiyun,~B.: Black carbon emissions in China, Atmos. Environ., 35(x), 4281–4296, 2001. </mixed-citation>
</ref>
<ref id="ref29">
<label>29</label><mixed-citation publication-type="other" xlink:type="simple"> % Tang,~G., Li,~X., Wang,~Y., Xin,~J., and Ren,~X.: Surface ozone trend details and % interpretations in Beijing, 2001–2006, Atmos. Chem. Phys., 8813–8823, 2009. Tang, G., Li, X., Wang, Y., Xin, J., and Ren, X.: Surface ozone trend details and interpretations in Beijing, 2001–2006, Atmos. Chem. Phys., 9, 8813–8823, http://dx.doi.org/10.5194/acp-9-8813-2009doi:10.5194/acp-9-8813-2009, 2009. </mixed-citation>
</ref>
<ref id="ref30">
<label>30</label><mixed-citation publication-type="other" xlink:type="simple"> % Xu,~W Y., Zhao,~C S., Ran,~L., Deng,~Z Z., Liu,~P F., Ma,~N., Lin,~W L., Xu,~X B., Yan,~P., % He,~X., Yu,~J., Liang,~W D., and Chen,~L L.: Characteristics of pollutants and their correlation % to meteorological conditions at a~suburban site in the North China Plain, Atmos. Chem. Phys. % Discuss., 11, 7113–7154, http://dx.doi.org/10.5194/acpd-11–7113-2011doi:10.5194/acpd-11–7113-2011, 2011. Xu, W. Y., Zhao, C. S., Ran, L., Deng, Z. Z., Liu, P. F., Ma, N., Lin, W. L., Xu, X. B., Yan, P., He, X., Yu, J., Liang, W. D., and Chen, L. L.: Characteristics of pollutants and their correlation to meteorological conditions at a suburban site in the North China Plain, Atmos. Chem. Phys., 11, 4353–4369, http://dx.doi.org/10.5194/acp-11-4353-2011doi:10.5194/acp-11-4353-2011, 2011. </mixed-citation>
</ref>
<ref id="ref31">
<label>31</label><mixed-citation publication-type="other" xlink:type="simple"> % Zhang,~Q., Streets,~D G., Carmichael,~G R., He,~K B., Huo,~H., Kannari,~A., Klimont,~Z., % Park,~I S., Reddy,~S., Fu,~J S., Chen,~D., Duan,~L., Lei,~Y., Wang,~L T., and Yao,~Z L.: % Asian emissions in 2006 for the NASA INTEX-B mission, Atmos. Chem. Phys., 5131–5153, 2009. Zhang, Q., Streets, D. G., Carmichael, G. R., He, K. B., Huo, H., Kannari, A., Klimont, Z., Park, I. S., Reddy, S., Fu, J. S., Chen, D., Duan, L., Lei, Y., Wang, L. T., and Yao, Z. L.: Asian emissions in 2006 for the NASA INTEX-B mission, Atmos. Chem. Phys., 9, 5131–5153, http://dx.doi.org/10.5194/acp-9-5131-2009doi:10.5194/acp-9-5131-2009, 2009. </mixed-citation>
</ref>
</ref-list>
</back>
</article>