<?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-10-18389-2010</article-id>
<title-group>
<article-title>Solar radiation trend across China in recent decades: a revisit with quality-controlled data</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Tang</surname>
<given-names>W.-J.</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 contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Yang</surname>
<given-names>K.</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>Qin</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>Cheng</surname>
<given-names>C. C. 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>He</surname>
<given-names>J.</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>Key Laboratory of Tibetan Environment Changes and Land Surface Processes, Institute of Tibetan Plateau Research, Chinese Academy of Sciences, Beijing 100085, China</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Graduate School of Chinese Academy of Sciences, Beijing 100049, China</addr-line>
</aff>
<aff id="aff3">
<label>3</label>
<addr-line>Department of Building and Construction, City University of Hong Kong, Tat Chee Avenue, Kowloon, Hong Kong</addr-line>
</aff>
<pub-date pub-type="epub">
<day>03</day>
<month>08</month>
<year>2010</year>
</pub-date>
<volume>10</volume>
<issue>8</issue>
<fpage>18389</fpage>
<lpage>18418</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/10/18389/2010/acpd-10-18389-2010.html">This article is available from http://www.atmos-chem-phys-discuss.net/10/18389/2010/acpd-10-18389-2010.html</self-uri>
<self-uri xlink:href="http://www.atmos-chem-phys-discuss.net/10/18389/2010/acpd-10-18389-2010.pdf">The full text article is available as a PDF file from http://www.atmos-chem-phys-discuss.net/10/18389/2010/acpd-10-18389-2010.pdf</self-uri>
<abstract>
<p>Solar radiation is one of the most important factors affecting
      climate and environment, and its long-term variation is of
      much concern in climate change studies. In the light of the
      limited number of radiation stations with reliable long-term
      time series observations, this paper presents a new evaluation
      of the long-term variation of surface solar radiation over
      China by combining quality-controlled observed data and two
      radiation models. One is the ANN-based (Artificial Neutral
      Network) model and the other is a physical one. The two models
      produced radiation trends comparable to the observed ones at
      a few stations possessing reliable and continuous data. Then,
      the trend estimation is extended by the ANN-based model to all
      96 radiation stations and furthermore extended by the physical
      model to all 716 China Meteorological Administration (CMA)
      routine stations. The new estimate trend is different from
      previous ones in two aspects. First, the magnitude of solar
      radiation over China decreased by about
      −0.19 W m&lt;sup&gt;−2&lt;/sup&gt; yr&lt;sup&gt;−1&lt;/sup&gt; between 1961 and 2000, which
      is greatly less in magnitude than trends estimated in previous
      studies (ranging over
      −0.41 to −0.52 W m&lt;sup&gt;−2&lt;/sup&gt; yr&lt;sup&gt;−1&lt;/sup&gt;). Second, the
     &quot;From Dimming to Brightening&quot; transition in China during
      the late 1980s and the early 1990s was addressed in previous
      studies, but this study indicates the solar radiation reached
      a stable level since the 1990s and the transition is not
      noticeable. These differences are attributed to inappropriate
      data and approaches in previous studies.</p>
</abstract>
<counts><page-count count="30"/></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"> Abakumova,~G M., Feigelson,~E M., Russak,~V., and Stadnik,~V V.: Evaluation of long-term changes in radiation, cloudiness, and surface temperature on the territory of the former Soviet Union,~J. Climate, 9, 1319–1327, 1996. </mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple"> Che,~H Z., Shi,~G Y., Zhang,~X Y., Arimoto,~R., Zhao,~J Q., Xu,~L., Wang,~B., and Chen,~Z H.: Analysis of 40 yr of solar radiation data from China, 1961–2000, Geophys. Res. Lett., 32, L06803, doi:10.1029/2004GL022322, 2005. </mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple"> China Meteorological Administration: radiation data explain, in Chinese, 2005. </mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple"> Cox, S. J., Stackhouse Jr, P. W., Gupta, S. K., et al.: The NASA/GEWEX Surface Radiation Budget Project: overview and analysis, paper presented at 12th Conference on Atmospheric Radiation, Am. Meteorol. Soc., Madison, WI, 2006. </mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple"> Demuth,~H., Beale,~M., and Hagan,~M.: Neural Network Toolbox 6 User Guide, 2008. </mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple"> Dutton,~E G., Michalsky,~J J., Stoffel,~T., Forgan,~B W., Hickey,~J., Nelson,~D W., Alberta,~T L., and Reda,~I.: Measurement of broadband diffuse solar irradiance using current commercial instrumentation with a~correction for thermal offset errors, J. Atmos. Ocean. Tech., 18, 297–314, 2001. </mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple"> Gilgen,~H., Wild,~M., and Ohmura,~A.: Means and trends of shortwave irradiance at the surface estimated from GEBA,~J. Climate, 11, 2042–2061, 1998. </mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple"> Gilgen,~H., Roesch,~A. Wild,~M., and Ohmura,~A.: Decadal changes of shortwave irradiance at the surface in the period 1960 to 2000 estimated from Global Energy Balance Archive, J. Geophys. Res., 114, D00D08, doi:10.1029/2008JD011383,2009. </mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple"> Gueymard,~C A.: Direct solar transmittance and irradiance predictions with broadband models, Part~1: Detailed theoretical performance assessment, Sol. Energy, 74, 355–379, 2003a. </mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple"> Gueymard,~C A.: Direct solar transmittance and irradiance predictions with broadband models, Part 2: Validation with highquality measurements, Sol. Energy, 74, 381–395, 2003b. </mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple"> Jiang,~Y N.: Computation of monthly mean daily global solar radiation in China using artificial neural networks and comparison with other empirical models, Energy, 34, 1276–1283, 2009. </mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple"> Kato,~S., Ackerman,~T P., Clothiaux,~E E., Mather,~J H., Mace,~G R., Wesley,~M., Murcray,~F., and Michalsky,~J.: Uncertainties in modeled and measured clear-sky surface shortwave irradiances,~J. Geophys. Res., 102D, 25881–25898, 1997. </mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple"> Liang, F. and Xia, X. A.: Long-term trends in solar radiation and the associated climatic factors over China for 1961–2000, Ann. Geophys., 23, 2425–2432, doi:10.5194/angeo-23-2425-2005, 2005. </mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple"> Liepert,~B G. and Kukla,~G J.: Declines in global solar radiation with increased horizontal visibility in Germany between 1964 and 1990,~J. Climate, 10, 2391–2401, 1997. </mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple"> Liepert,~B G.: Observed reductions of surface solar radiation at sites in the United States and worldwide from 1961 to 1990, Geophys. Res. Lett., 29(10), 1421, doi:10.1029/2002GL014910, 2002. </mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple"> Madkour,~M A., Metwally,~M E., and Hamed,~A B.: Comparative study on different models for estimation of direct normal irradiance (DNI) over Egypt atmosphere, Renew. Energ., 31, 361–382, 2006. </mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple"> Mubiru,~J. and Banda,~E J K.B.: Estimation of monthly average daily global solar irradiation using artificial neural networks, Sol. Energy, 82(2), 181–187, 2008. </mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple"> Norris,~J R. and Wild,~M.: Trends in aerosol radiative effects over China and Japan inferred from observed cloud cover, solar \qutdimming, and solar \qutbrightening, J. Geophys. Res., 114, D00D15, doi:10.1029/2008JD011378, 2009. </mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple"> Paulescu,~M. and Schlett,~Z.: A~simplified but accurate spectral solar irradiance model, Theor. Appl. Climatol., 75, 203–212, 2003. </mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple"> Paulescu,~M. and Schlett,~Z.: Performance assessment of global solar irradiation models under Romanian climate, Renew. Energ., 29, 767–777, 2004. </mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple"> Pinker,~R T., Zhang,~B., and Dutton,~E G.: Do satellites detect trends in surface solar radiation?, Science, 308, 850–854, 2005. </mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple"> Qian,Y., Wang,~W., Leung,~L R., and Kaiser,~D P.: Variability of solar radiation under cloud-free skies in China: the role of aerosols, Geophys. Res. Lett., 34, L12804, doi:10.1029/2006GL028800, 2007. </mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple"> Ramanathan,~V., Crutzen,~P J., Kiehl,~J T., and Rosenfeld,~D.: Aerosols, climate, and the hydrological cycle, Science, 294, 2119–2124, 2001. </mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple"> Shi,~G Y., Hayasaka,~T., Ohmura,~A., Chen,~Z H., Wang,~B., Zhao,~J Q., Che,~H Z., and Xu,~L.: Data quality assessment and the long-term trend of ground solar radiation in China,~J. Appl. Meteorol. Clim., 47, 1006–1016, doi:10.1175/2007JAMC1493.1, 2008. </mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple"> Stanhill,~G. and Kalma,~J D.: Solar dimming and urban heating in Hong Kong, Int J. Climatol., 15, 933–941, 1995. </mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple"> Stanhill,~G. and Ianetz,~A.: Long-term trends in and the spatial variation of global irradiance in Israel, Tellus B, 49, 112–122, 1997. </mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple"> Stanhill,~G.: Estimation of direct solar beam irradiance from measurements of the duration of bright sunshine, Int J. Climatol., 18, 347–354, 1998. </mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple"> Tang,~W J., Yang,~K., He,~J., and Qin,~J.: Quality control and estimation of global solar radiation in China, Sol. Energy, 84, 466–475, 2010. </mixed-citation>
</ref>
<ref id="ref29">
<label>29</label><mixed-citation publication-type="other" xlink:type="simple"> Tymvios,~F S., Jacovides,~C P., Michaelides,~S C., and Scouteli,~C.: Comparative study of Angström&apos;s and artificial neural networks&apos; methodologies in estimating global solar radiation, Sol. Energy, 78, 752–762, 2006. </mixed-citation>
</ref>
<ref id="ref30">
<label>30</label><mixed-citation publication-type="other" xlink:type="simple"> Wang,~K C., Dickinson,~R E., and Liang,~S L.: Clear sky visibility has decreased over land globally from 1973 to 2007, Science, 323, 1468–1470, 2009. </mixed-citation>
</ref>
<ref id="ref31">
<label>31</label><mixed-citation publication-type="other" xlink:type="simple"> Wild,~M., Gilgen,~H., and Roesch,~A.: From dimming to brightening: decadal changes in solar radiation at earth&apos;s surface, Science, 308, 847–850, doi:10.1126/science.1103215, 2005. </mixed-citation>
</ref>
<ref id="ref32">
<label>32</label><mixed-citation publication-type="other" xlink:type="simple"> Wild, M., Trüssel, B., Ohmura, A., et al.: Global dimming and brightening: an update beyond 2000,~J. Geophys. Res., 114, D00D13, doi:10.1029/2008JD011382, 2009a. </mixed-citation>
</ref>
<ref id="ref33">
<label>33</label><mixed-citation publication-type="other" xlink:type="simple"> Wild,~M.: Global dimming and brightening: a~review,~J. Geophys. Res., 114, D00D16, doi:10.1029/2008JD011470, 2009b. </mixed-citation>
</ref>
<ref id="ref34">
<label>34</label><mixed-citation publication-type="other" xlink:type="simple"> Xia,~X A., Wang,~P C., Chen,~H B., and Liang,~F.: Analysis of downwelling surface solar radiation in China from National Center for Environmental Prediction reanalysis, satellite estimates, and surface observations,~J. Geophys. Res., 111, D09103, doi:10.1029/2005JD006405, 2006. </mixed-citation>
</ref>
<ref id="ref35">
<label>35</label><mixed-citation publication-type="other" xlink:type="simple"> Yang,~K., Huang,~G W., and Tamai,~N.: A~hybrid model for estimating global solar radiation, Sol. Energy, 70, 13–22, 2001. </mixed-citation>
</ref>
<ref id="ref36">
<label>36</label><mixed-citation publication-type="other" xlink:type="simple"> Yang,~K. and Koike,~T.: A~general model to estimate hourly and daily solar radiation for hydrological studies, Water Resour. Res., 41, W10403, doi:10.1029/2005WR003976, 2005. </mixed-citation>
</ref>
<ref id="ref37">
<label>37</label><mixed-citation publication-type="other" xlink:type="simple"> Yang,~K., Koike,~T., and Ye,~B.: Improving estimation of hourly, daily, and monthly solar radiation by importing global data sets, Agric. Forest. Meteorol., 137, 43–55, 2006. </mixed-citation>
</ref>
<ref id="ref38">
<label>38</label><mixed-citation publication-type="other" xlink:type="simple"> Yang,~Y., Wang,~D., Lv,~W H., Mo,~Y Q., and Ding,~L.: Solar radiation standard and its values transfer system in China, http://www.knmi.nl/samenw/geoss/wmo/TECO2008/IOM-96-TECO2008/P1(52)_Yang_China.pdf last access: 25 July 2010, 2008. </mixed-citation>
</ref>
<ref id="ref39">
<label>39</label><mixed-citation publication-type="other" xlink:type="simple"> Ye,~J S., Li,~F M., Sun,~G J., and Guo,~A H.: Solar dimming and its impact on estimating solar radiation from diurnal temperature range in China, 1961–2007, Theor. Appl. Climatol., 101, 137–142, 2010. </mixed-citation>
</ref>
<ref id="ref40">
<label>40</label><mixed-citation publication-type="other" xlink:type="simple"> Zhang,~Y L., Qin,~B Q., and Chen,~W M.: Analysis of 40 yr records of solar radiation data in Shanghai, Nanjing and Hangzhou in Eastern China, Theor. Appl. Climatol., 78, 217–227, 2004. </mixed-citation>
</ref>
</ref-list>
</back>
</article>