<?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-13-675-2013</article-id>
<title-group>
<article-title>Assessment of the Level-3 MODIS daily aerosol optical depth in the context of surface solar radiation and numerical weather modeling</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Ruiz-Arias</surname>
<given-names>J. A.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Dudhia</surname>
<given-names>J.</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>Gueymard</surname>
<given-names>C. A.</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Pozo-Vázquez</surname>
<given-names>D.</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>Solar Radiation and Atmosphere Modeling Group, Physics Department, University of Jaén, Jaén, Spain</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Center of Advanced Studies in Energy and Environment, University of Jaén, Jaén, Spain</addr-line>
</aff>
<aff id="aff3">
<label>3</label>
<addr-line>Mesoscale and Microscale Meteorology Division, National Center for Atmospheric Research, Boulder, Colorado, USA</addr-line>
</aff>
<aff id="aff4">
<label>4</label>
<addr-line>Solar Consulting Services, Colebrook, New Hampshire, USA</addr-line>
</aff>
<pub-date pub-type="epub">
<day>18</day>
<month>01</month>
<year>2013</year>
</pub-date>
<volume>13</volume>
<issue>2</issue>
<fpage>675</fpage>
<lpage>692</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/13/675/2013/acp-13-675-2013.html">This article is available from http://www.atmos-chem-phys.net/13/675/2013/acp-13-675-2013.html</self-uri>
<self-uri xlink:href="http://www.atmos-chem-phys.net/13/675/2013/acp-13-675-2013.pdf">The full text article is available as a PDF file from http://www.atmos-chem-phys.net/13/675/2013/acp-13-675-2013.pdf</self-uri>
<abstract>
<p>The daily Level-3 MODIS aerosol optical depth (AOD) product is a global daily
spatial aggregation of the Level-2 MODIS AOD (10-km spatial resolution) into
a regular grid with a resolution of 1° × 1°. It offers
interesting characteristics for surface solar radiation and numerical weather
modeling applications. However, most of the validation efforts so far have
focused on Level-2 products and only rarely on Level 3. In this contribution,
we compare the Level-3 Collection 5.1 MODIS AOD dataset from the Terra
satellite available since 2000 against observed daily AOD values at 550 nm
from more than 500 AERONET ground stations around the globe. Overall, the
mean error of the dataset is 0.03 (17%, relative to the mean
ground-observed AOD), with a root mean square error of 0.14 (73%, relative
to the same), but these errors are also found highly dependent on
geographical region. We propose new functions for the expected error of the
Level-3 AOD, as well as for both its mean error and its standard deviation.
Additionally, we investigate the role of pixel count vis-à-vis the
reliability of the AOD estimates, and also explore to what extent the spatial
aggregation from Level 2 to Level 3 influences the total uncertainty in the
Level-3 AOD. Finally, we use a radiative transfer model to investigate how
the Level-3 AOD uncertainty propagates into the calculated direct normal and
global horizontal irradiances.</p>
</abstract>
<counts><page-count count="18"/></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"> Anderson, T., Charlson, R., Winker, D., Ogren, J., and Holmén, K.: Mesoscale Variations of Tropospheric Aerosols, J. Atmos. Sci., 60, 119–136, http://dx.doi.org/10.1175/1520-0469(2003)060&lt;0119:MVOTA&gt;2.0.CO;2doi:10.1175/1520-0469(2003)060&lt;0119:MVOTA&gt;2.0.CO;2, 2003. </mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple"> Cebecauer, T., Š\&apos;uri, M., and Gueymard, C.: Uncertainty sources in satellite-derived direct normal irradiance: how can prediction accuracy be improved globally?, in: Proc. SolarPACES Conf., Granada, Spain, 2011. </mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple"> Chen, S., Wang, S., and Waylonis, M.: Modification of Saharan air layer and environmental shear over the eastern Atlantic Ocean by dust-radiation effects, J. Geophys. Res., 115, D21202, http://dx.doi.org/10.1029/2010JD014158doi:10.1029/2010JD014158, 2010. </mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple"> Chu, D., Kaufman, Y., Ichoku, C., Remer, L., Tanré, D., and Holben, B.: Validation of MODIS aerosol optical depth retrieval over land, Geophys. Res. Lett., 29, 8007, http://dx.doi.org/10.1175/JAS3385.1doi:10.1175/JAS3385.1, 2002. </mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple"> Eck, T., Holben, B., Reid, J., Dubovik, O., Smirnov, A., O&apos;neill, N., Slutsker, I., and Kinne, S.: Wavelength dependence of the optical depth of biomass burning, urban, and desert dust aerosols, J. Geophys. Res., 104, 31333–31349, http://dx.doi.org/10.1029/1999JD900923doi:10.1029/1999JD900923, 1999. </mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple"> Gueymard, C.: Uncertainties in modeled direct irradiance around the sahara as affected by aerosols: Are current datasets of bankable quality?, J. Sol. Energy Eng., 133, 031024, http://dx.doi.org/10.1115/1.4004386doi:10.1115/1.4004386, 2011. </mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple"> Gueymard, C.: Temporal variability in direct and global irradiance at various time scales as affected by aerosols, Sol. Energy, 86, 3544–3553, http://dx.doi.org/10.1016/j.solener.2012.01.013doi:10.1016/j.solener.2012.01.013, 2012. </mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple"> Gueymard, C A.: REST2: High-performance solar radiation model for cloudless-sky irradiance, illuminance, and photosynthetically active radiation – Validation with a benchmark dataset, Sol. Energy, 82, 272–285, http://dx.doi.org/10.1016/j.solener.2007.04.008doi:10.1016/j.solener.2007.04.008, 2008. </mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple"> Hoelzemann, J., Longo, K., Fonseca, R., Do~Rosario, N., Elbern, H., Freitas, S., and Pires, C.: Regional representativity of AERONET observation sites during the biomass burning season in South America determined by correlation studies with MODIS Aerosol Optical Depth, J. Geophys. Res., 114, D13301, http://dx.doi.org/10.1029/2008JD010369doi:10.1029/2008JD010369, 2009. </mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple"> Holben, B., Eck, T., Slutsker, I., Tanre, D., Buis, J., Setzer, A., Vermote, E., Reagan, J., Kaufman, Y., Nakajima, T., Lavenu, F., Jankowiak, I., and Smirnov, A.: AERONET – A federated instrument network and data archive for aerosol characterization, Remote Sens. Environ., 66, 1–16, 1998. </mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple"> Hsu, N., Tsay, S., King, M., and Herman, J.: Aerosol properties over bright-reflecting source regions, Geosci. Remote Sens., IEEE Trans., 42, 557–569, http://dx.doi.org/10.1109/TGRS.2004.824067doi:10.1109/TGRS.2004.824067, 2004. </mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple"> Hubanks, P., King, M., Platnick, S., and Pincus, R.: MODIS atmosphere L3 gridded product algorithm theoretical basis document Collection 005 Version 1.1, Tech. Rep. ATBD-MOD-30, NASA, 2008. </mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple"> Ichoku, C., Chu, D., Mattoo, S., Kaufman, Y., Remer, L., Tanré, D., Slutsker, I., and Holben, B.: A spatio-temporal approach for global validation and analysis of MODIS aerosol products, Geophys. Res. Let., 29, 8006, http://dx.doi.org/10.1029/2001GL013206doi:10.1029/2001GL013206, 2002. </mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple"> IPCC: Contribution of Working Group I to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change, in: Climate Change 2007: The Physical Science Basis, edited by: Solomon, S., Qin, D., Manning, M., Marquis, M., Averyt, K. M B., Tignor, M., Miller, H L., and Chen, Z., Cambridge University Press, Cambridge, UK, 2007. </mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple"> Jaenicke, R.: Aerosol-cloud-climate interactions, chap. Tropospheric aerosols, International Geophysics Series, Academic Press, San Diego, California, 1993. </mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple"> Jethva, H., Satheesh, S., Srinivasan, J., and Levy, R.: Improved retrieval of aerosol size-resolved properties from moderate resolution imaging spectroradiometer over India: Role of aerosol model and surface reflectance, J. Geophys. Res., 115, D18213, http://dx.doi.org/10.1029/2009JD013218doi:10.1029/2009JD013218, 2010. </mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple"> Kaufman, Y., Tanré, D., Remer, L., Vermote, E., Chu, A., and Holben, B.: Operational remote sensing of tropospheric aerosol over land from EOS moderate resolution imaging spectroradiometer, J. Geophys. Res., 102, 17051–17067, http://dx.doi.org/10.1029/96JD03988doi:10.1029/96JD03988, 1997. </mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple"> Kaufman, Y., Holben, B., Tanré, D., Slutsker, I., Smirnov, A., and Eck, T.: Will aerosol measurements from Terra and Aqua polar orbiting satellites represent the daily aerosol abundance and properties?, Geophys. Res. Lett., 27, 3861–3864, http://dx.doi.org/10.1029/2000GL011968doi:10.1029/2000GL011968, 2000. </mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple"> Kiehl, J T. and Ramanathan, V.: Frontiers of climate modeling, Cambridge University Press, New York, USA, 2006. </mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple"> Lara-Fanego, V., Ruiz-Arias, J., Pozo-Vázquez, D., Santos-Alamillos, F., and Tovar-Pescador, J.: Evaluation of the WRF model solar irradiance forecasts in Andalusia (southern Spain), Sol. Energy, 86, 2200–2217, http://dx.doi.org/10.1016/j.solener.2011.02.014doi:10.1016/j.solener.2011.02.014, 2011. </mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple"> Levy, R., Remer, L., Mattoo, S., Vermote, E., and Kaufman, Y.: Second-generation operational algorithm: Retrieval of aerosol properties over land from inversion of Moderate Resolution Imaging Spectroradiometer spectral reflectance, J. Geophys. Res., 112, D13, http://dx.doi.org/10.1029/2006JD007811doi:10.1029/2006JD007811, 2007. </mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple"> Levy, R., Leptoukh, G., Kahn, R., Zubko, V., Gopalan, A., and Remer, L.: A critical look at deriving monthly aerosol optical depth from satellite data, IEEE T. Geosci. Remote Sens., 47, 2942–2956, http://dx.doi.org/10.1109/TGRS.2009.2013842doi:10.1109/TGRS.2009.2013842, 2009. </mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple"> Levy, R. C., Remer, L. A., Kleidman, R. G., Mattoo, S., Ichoku, C., Kahn, R., and Eck, T. F.: Global evaluation of the Collection 5 MODIS dark-target aerosol products over land, Atmos. Chem. Phys., 10, 10399–10420, http://dx.doi.org/10.5194/acp-10-10399-2010doi:10.5194/acp-10-10399-2010, 2010. </mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple"> Li, B., Yuan, H., Feng, N., and Tao, S.: Spatial and temporal variations of aerosol optical depth in China during the period from 2003 to 2006, Int. J. Remote Sens., 31, 1801–1817, http://dx.doi.org/10.1080/01431160902926665doi:10.1080/01431160902926665, 2010. </mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple"> Liou, K.: An introduction to atmospheric radiation, vol 84 of \em International Geophysics Series\/, Academic Press, 2nd Edn., 2002. </mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple"> Lohmann, S., Schillings, C., Mayer, B., and Meyer, R.: Long-term variability of solar direct and global radiation derived from ISCCP data and comparison with reanalysis data, Sol. Energy, 80, 1390–1401, http://dx.doi.org/10.1016/j.solener.2006.03.004doi:10.1016/j.solener.2006.03.004, 2006. </mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple"> Mei, L., Xue, Y., Xu, H., Guang, J., Li, Y., Wang, Y., Ai, J., Jiang, S., and He, X.: Validation and analysis of aerosol optical thickness retrieval over land, Int. J. Remote Sens., 33, 781–803, http://dx.doi.org/10.1080/01431161.2011.577831doi:10.1080/01431161.2011.577831, 2012. </mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple"> Mishchenko, M., Liu, L., Geogdzhayev, I., Travis, L., Cairns, B., and Lacis, A.: Toward unified satellite climatology of aerosol properties. 3. MODIS versus MISR versus AERONET, J. Quant. Spectrosc. Ra., 111, 540–552, http://dx.doi.org/10.1016/j.jqsrt.2009.11.003doi:10.1016/j.jqsrt.2009.11.003, 2008. </mixed-citation>
</ref>
<ref id="ref29">
<label>29</label><mixed-citation publication-type="other" xlink:type="simple"> Pozo-Vázquez, D., Wilbert, S., Gueymard, C., Alados-Arboledas, L., Santos-Alamillos, F., and Granados-Muñoz, M.: Interannual variability of long time series of DNI and GHI at PSA, Spain, in: Proc. SolarPACES Conf., Granada, Spain, 2011. </mixed-citation>
</ref>
<ref id="ref30">
<label>30</label><mixed-citation publication-type="other" xlink:type="simple"> Remer, L., Kaufman, Y., Tanré, D., Mattoo, S., Chu, D., Martins, J., Li, R., Ichoku, C., Levy, R., Kleidman, R., Eck, T., Vermote, E., and Holben, B.: The MODIS aerosol algorithm, products, and validation, J. Atmos. Sci., 62, 947–973, 2005. </mixed-citation>
</ref>
<ref id="ref31">
<label>31</label><mixed-citation publication-type="other" xlink:type="simple"> Remer, L., Kleidman, R., Levy, R., Kaufman, Y., Tanré, D., Mattoo, S., Martins, J., Ichoku, C., Koren, I., Yu, H., and Holben, B.: Global aerosol climatology from the MODIS satellite sensors, J. Geophys. Res., 113, S07, http://dx.doi.org/10.1029/2007JD009661doi:10.1029/2007JD009661, 2008. </mixed-citation>
</ref>
<ref id="ref32">
<label>32</label><mixed-citation publication-type="other" xlink:type="simple"> Ruiz-Arias, J., Cebecauer, T., Tovar-Pescador, J., and Súri, M.: Spatial disaggregation of satellite-derived irradiance using a high-resolution digital elevation model, Sol. Energy, 84, 1644–1657, http://dx.doi.org/10.1016/j.solener.2010.06.002doi:10.1016/j.solener.2010.06.002, 2010. </mixed-citation>
</ref>
<ref id="ref33">
<label>33</label><mixed-citation publication-type="other" xlink:type="simple"> Ruiz-Arias, J., Pozo-Vázquez, D., Lara-Fanego, V., Santos-Alamillos, F., and Tovar-Pescador, J.: A high-resolution topographic correction method for clear-sky solar irradiance derived with a numerical weather prediction model, J. Appl. Meteorol. Clim., 50, 2460–2472, http://dx.doi.org/10.1175/2011JAMC2571.1doi:10.1175/2011JAMC2571.1, 2011.  </mixed-citation>
</ref>
<ref id="ref34">
<label>34</label><mixed-citation publication-type="other" xlink:type="simple"> Ruiz-Arias, J., Gueymard, C., Dudhia, J., and Pozo-Vázquez, D.: Improvement of the Weather Research and Forecasting (WRF) model for solar resource assessments and forecasts under clear skies, in: Proc. Amer. Sol. Energy Soc., Denver, USA, 2012. </mixed-citation>
</ref>
<ref id="ref35">
<label>35</label><mixed-citation publication-type="other" xlink:type="simple"> Tanré, D., Kaufman, Y., Herman, M., and Mattoo, S.: Remote sensing of aerosol properties over oceans using the MODIS/EOS spectral radiances, J. Geophys. Res., 102, 16, http://dx.doi.org/10.1029/96JD03437doi:10.1029/96JD03437, 1997. </mixed-citation>
</ref>
<ref id="ref36">
<label>36</label><mixed-citation publication-type="other" xlink:type="simple"> Š\&apos;uri, M., Remund, J., Cebecauer, T., Hoyer-Klick, C., Dumoriter, P., Huld, T., Stackhouse, P., and Ineichen, P.: Comparison of direct normal irradiation maps for Europe, in: Proc. SolarPACES Conf., Berlin, Germany, 2009. </mixed-citation>
</ref>
</ref-list>
</back>
</article>