<?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-7-8113-2007</article-id>
<title-group>
<article-title>Urban Visible/SWIR surface reflectance ratios from satellite and sun photometer measurements in Mexico City</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>de Almeida Castanho</surname>
<given-names>A. D.</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>Prinn</surname>
<given-names>R.</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>Martins</surname>
<given-names>V.</given-names>
</name>
<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>Herold</surname>
<given-names>M.</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>Ichoku</surname>
<given-names>C.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Molina</surname>
<given-names>L. T.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>Massachusetts Institute of Technology, USA</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>JCET, University of Maryland Baltimore County, USA</addr-line>
</aff>
<aff id="aff3">
<label>3</label>
<addr-line>NASA/Goddard Space Flight Center, Greenbelt, Maryland, USA</addr-line>
</aff>
<aff id="aff4">
<label>4</label>
<addr-line>Friedrich-Schiller-University Jena, Germany</addr-line>
</aff>
<aff id="aff5">
<label>5</label>
<addr-line>Molina Center for Energy and the Environment, USA</addr-line>
</aff>
<aff id="aff6">
<label>6</label>
<addr-line>University of Maryland, College Park, Maryland, USA</addr-line>
</aff>
<pub-date pub-type="epub">
<day>11</day>
<month>06</month>
<year>2007</year>
</pub-date>
<volume>7</volume>
<issue>3</issue>
<fpage>8113</fpage>
<lpage>8139</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/7/8113/2007/acpd-7-8113-2007.html">This article is available from http://www.atmos-chem-phys-discuss.net/7/8113/2007/acpd-7-8113-2007.html</self-uri>
<self-uri xlink:href="http://www.atmos-chem-phys-discuss.net/7/8113/2007/acpd-7-8113-2007.pdf">The full text article is available as a PDF file from http://www.atmos-chem-phys-discuss.net/7/8113/2007/acpd-7-8113-2007.pdf</self-uri>
<abstract>
<p>The surface reflectance ratio between the visible (VIS) and shortwave
infrared (SWIR) radiation is an important quantity for the retrieval of the
aerosol optical depth (&amp;tau;&lt;i&gt;&lt;sub&gt;a&lt;/sub&gt;&lt;/i&gt;) from the MODIS sensor data. Based on
empirically determined VIS/SWIR ratios, MODIS &amp;tau;&lt;i&gt;&lt;sub&gt;a&lt;/sub&gt;&lt;/i&gt; retrieval uses
the surface reflectance in the SWIR band (2.1 μm), where the interaction
between solar radiation and the aerosol layer is small, to predict the
visible reflectances in the blue (0.47 &amp;mu;m) and red (0.66 &amp;mu;m)
bands. Therefore, accurate knowledge of the VIS/SWIR ratio is essential for
achieving accurate retrieval of aerosol optical depth from MODIS. The
heterogeneity of the surface cover in an urban environment increases the
uncertainties in the estimation of the surface reflectance and,
consequently, &amp;tau;&lt;i&gt;&lt;sub&gt;a&lt;/sub&gt;&lt;/i&gt;. We analyzed the surface reflectance over some
distinct surface covers in and around the Mexico City metropolitan area
(MCMA) using MODIS radiances at 0.66 &amp;mu;m and 2.1 &amp;mu;m. The analysis
was performed at 1.5 km&amp;times;1.5 km spatial resolution. Also, ground-based
AERONET sun-photometer data acquired in Mexico City from 2002 to 2005 were
analyzed for aerosol optical thickness and other aerosol optical properties.
In addition, a network of hand-held sun-photometers deployed in Mexico City,
as part of the MCMA-2006 Study during the MILAGRO Campaign, provided an
unprecedented measurement of &amp;tau;&lt;i&gt;&lt;sub&gt;a&lt;/sub&gt;&lt;/i&gt; in 5 different sites well
distributed in the city. We found that the average RED/SWIR ratio
representative of the urbanized sites analyzed is 0.73&amp;plusmn;0.06. This
average ratio was significantly different for non-urban sites, which was
approximately 0.55. The aerosol optical thickness retrieved from MODIS
radiances at a spatial resolution of 1.5 km&amp;times;1.5 km and averaged within 10
x 10 km boxes were compared with collocated 1-h &amp;tau;&lt;i&gt;&lt;sub&gt;a&lt;/sub&gt;&lt;/i&gt; averaged
from sun-photometer measurements. The use of the new RED/SWIR ratio of 0.73
in the MODIS retrieval led to a significant improvement in the agreement
between the MODIS and sun-photometer results; with the slope, offset, and
the correlation coefficient of the linear regression changing from (&amp;tau;&lt;sub&gt;aMODIS&lt;/sub&gt; = 0.91 &amp;tau;&lt;sub&gt;a sun-photometer&lt;/sub&gt; + 0.33 ,R&lt;sup&gt;2&lt;/sup&gt;=0.66) to
(&amp;tau;&lt;sub&gt;aMODIS&lt;/sub&gt; = 0.96 &amp;tau;&lt;sub&gt;a sun-photometer&lt;/sub&gt; &amp;minus;0.006,
R&lt;sup&gt;2&lt;/sup&gt;=0.87).</p>
</abstract>
<counts><page-count count="27"/></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"> Al-Saadi, J., Szykman, J., Pierce, R. B., et al.: Improving national air quality forecasts with satellite aerosol observations, Bull. Am. Meteorol. Soc., 86(9), 1249&amp;ndash;1264, 2005. </mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple"> Castanho, A. D. A., Martins, J. V., Hobbs, P. V., Artaxo, P., Remer, L., and Yamasoe, M. A.: Chemical characterization of aerosols on the East Coast of the United States using aircraft and ground based stations during the CLAMS Experiment, J. Atmos. Sci., 62, 934&amp;ndash;946, 2005. </mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple"> Li, C., Lau, A. K. H, Mao, J., and Chu, A.: Retrieval, Validation, and Application of the 1-km Aerosol Optical Depth From MODIS Measurements Over Hong Kong, IEEE Trans. Geosci. Remote Sens, 43(11), 2650&amp;ndash;2658, 2005. </mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple"> Dubovik, O. and King, M. D.: A flexible inversion algorithm for retrieval of aerosol optical properties from sun and sky radiance measurements, J. Geophys. Res., 105(D16), 20 673&amp;ndash;20 696, 2000. </mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple"> Dubovik, O., Holben, B., Eck, T. F., Smirnov, A., Kaufman, Y. J., King, M. D., Tanré, D., and Slutsker, I.: Variability of absorption and optical properties of key aerosol types observed in worldwide locations, J. Atmos. Sci., 59, 590&amp;ndash;608, 2002. </mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple"> Gatebe, C. K., King, M. D., Tsay, S., Ji, Q., Arnold, G. T., and Li, J. Y.: Sensitivity of off-nadir zenith angles to correlation between visible and near-infrared reflectance for use in remote sensing of aerosol over land, IEEE Trans. Geosci. Remote Sens. 39(4), 805&amp;ndash;819, 2001. </mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple"> Gross, B., Ogunwuyi, O., Moshary, F., Ahmed, S.; Cairns, B.: MODIS aerosol retrieval over urban areas, Atmospheric and Environmental Remote Sensing Data Processing and Utilization: Numerical Atmospheric Prediction and Environmental Monitoring, edited by: Huang, Hung-Lung A., Bloom, Hal J., Xu, Xiaofeng, and Dittberner, G. J., Proceedings of the SPIE, 5890, 274&amp;ndash;283, 2005. </mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple"> Guenther, B., Xiong, X., Salomonson, V. V., Barnes, W. L., and Young, J.: On-orbit performance of the Earth Observing System Moderate Resolution Imaging Spectroradiometer: First year of data, Remote Sens. Environ., 83, 16&amp;ndash;30, 2002. </mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple"> Herold, M., Gardner, M., and Roberts, D. A.: Spectral Resolution Requirements for Mapping Urban Areas, IEEE Transactions on Geoscience and Remote Sensing, 41(9), 1907&amp;ndash;1919, 2003. </mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple"> Holben, B. N., Tanre&apos;, D., and Smirnov, A.: An emerging ground-based aerosol climatology: Aerosol Optical depth from AERONET, Journal of Geophysical Research, 106(D11), 12 067&amp;ndash;12 097, 2001. </mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple"> Ichoku, C., Chu, D. A., Mattoo, S., Kaufman, Y. J., Remer, L. A., Tanré, D., Slutsker, I., and Holben, B. N.: A spatiotemporal approach for global validation and analysis of MODIS aerosol products, Geophys. Res. Lett., 29, 8006, doi:10.1029/2001GL013206, 2002a. </mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple"> Ichoku, C., Levy, R., Kaufman, Y. J., et al.: Analysis of the performance characteristics of the five-channel Microtops II sun-photometer for measuring aerosol optical thickness and precipitable water vapor, J. Geophys. Res., 107, 4179, doi:10.1029/2001JD001302, 2002b. </mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple"> Kaufman, Y. J., Tanré, D., Gordon, H. R., et al.: Passive remote sensing of tropospheric aerosol and atmospheric correction for the aerosol effect, J. Geophys. Res., 102(D14), 16 815&amp;ndash;16 830, 1997a. </mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple"> Kaufman, Y. J., Tanré, D., Remer, L. A., Vermote, E. F., Chu, A., and Holben, B.: Operational remote sensing of tropospheric aerosol over land from EOS moderate resolution imaging spectroradiometer, J. Geophys. Res., 102, 17 051&amp;ndash;17 067, 1997b. </mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple"> Kaufman, Y. J., Gobron, N., Pinty, B., Widlowski, J., and Verstraete, M. M.: Relationship between surface reflectance in the visible and mid-IR used in MODIS aerosol algorithm &amp;ndash; theory, J. Geophys. Res., 29(23), 2116, doi:10.1029/2001GL014492, 2002. </mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple"> King, M. D., Menzel, W. P., Kaufman, Y.J., Tanré, D., Gao, B. C., Platnick, S., Ackerman, S. A., Remer, L. A., Pincus, R., and Hubanks, P. A.: Cloud and aerosol properties, precipitable water, and profiles of temperature and water vapor from MODIS, IEEE Trans Geosci. Remote Sens., 41(2), 442&amp;ndash;458, 2003. </mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple"> Levy, R. C., Remer, L. A., Martins, J. V., and Kaufman, Y. J.: Evaluation of the MODIS aerosol retrievals over ocean and land during CLAMS experiment, J. Atmos. Sci.-Special Section, 62, 974&amp;ndash;992, 2005. </mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple"> Levy, R. C., Remer, L. A., Matto, S., Vermote, E. F., and Kaufman, Y. J.: A new algorithm for retrieving aerosol properties over land from MODIS spectral reflectance, J. Geophys. Res., in press, 2007. </mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple"> Martins, J. V., Tanré, D., Remer, L. A., Kaufman, Y., Mattoo, S., Levy, R.: MODIS cloud screening for remote sensing of aerosols over ocean using spatial variability, Geophys. Res. Lett., 29(12), doi:10.1029/2001GL013252, 2002. </mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple"> Meister, G.: Bidirectional Reflectance of Urban Surfaces, PhD thesis, University of Hamburg,II, Institut für Experimentalphysik, 186, URL: http://kogs-www.informatik.uni-Hamburg.de/PROJECTS/censis/publications.html, 2000. </mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple"> Morys M., Mims III, F. M., Hagerup, S., Anderson, S. E., Baker, A., Kia, J., and Walkup, T.: Design, calibration, and performance of MICROTOPS II handheld ozone monitor and sun-photometer, J. Geophys. Res., 106, 14 573&amp;ndash;14 582, 2001. </mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple"> Parkinson, C.L.: Aqua: An Earth-Observing Satellite Mission to Examine Water and Other Climate Variables, IEEE Transactions on Geoscience and Remote Sensing, 41(2), 173&amp;ndash;183, 2003. </mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple"> Remer, L. A., Wald, A. E., and Kaufman, Y.: Angular and seasonal variation of spectral surface reflectance ratios: Implications for the remote sensing of aerosol over land, IEEE Trans. Geosci. Remote Sens., 39(2), 275&amp;ndash;283, 2001. </mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple"> Remer, L.A., Kaufman, Y. J. , Tanre, D., et al.: The MODIS Aerosol Algorithm, products, and validation, Journal of the Atmospheric Sciences-Special Edition, 62, 947&amp;ndash;973, 2005. </mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple"> Ricchiazzi, P., Yang, S., Gautier, C., and Sowle, D.: SBDART: A Research and Teaching Software Tool for Plane-Parallel Radiative Transfer in the earth&apos;s Atmosphere, Bull. Am. Meteorol. Soc., 79, 2101&amp;ndash;2114, 1998. </mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple"> Roberts, D. A., Smith, M. O., and Adams, J. B.: Green Vegetation, Nonphotosynthetic Vegetation, and soils in AVIRIS Data, Remote Sensing Environ., 44(2&amp;ndash;3), 255&amp;ndash;269, 1993. </mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple"> Salcedo, D., Onasch, T. B., Dzepina, K., et al.: Characterization of ambient aerosols in Mexico City during the MCMA-2003 campaign with Aerosol Mass Spectrometry: results from the CENICA Supersite, Atmos. Chem. Phys., 6, 925&amp;ndash;946, 2006. </mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple"> Vermote, E. F., Tanré, D, Deuze, J. L., et al.: Second Simulation of the Satellite Signal in the Solar Spectrum, 6S: An overview, IEEE Trans. Geosci. Remote Sens., 35(3), 675&amp;ndash;686, 1997. </mixed-citation>
</ref>
</ref-list>
</back>
</article>