<?xml version="1.0" encoding="utf-8" standalone="no"?>
<!DOCTYPE article SYSTEM "http://www.atmos-chem-phys-discuss.net/inc/acpd/copernicus.dtd">
<article language="en">
	<journal>
		<journal_title>Atmospheric Chemistry and Physics Discussions</journal_title>
		<journal_url>www.atmos-chem-phys-discuss.net</journal_url>
		<issn>1680-7367</issn>
		<eissn>1680-7375</eissn>
		<volume_number>8</volume_number>
		<issue_number>1</issue_number>
		<publication_year>2008</publication_year>
	</journal>
	<doi>10.5194/acpd-8-327-2008</doi>
	<article_url>http://www.atmos-chem-phys-discuss.net/8/327/2008/</article_url>
	<abstract_html>http://www.atmos-chem-phys-discuss.net/8/327/2008/acpd-8-327-2008.html</abstract_html>
	<fulltext_pdf>http://www.atmos-chem-phys-discuss.net/8/327/2008/acpd-8-327-2008.pdf</fulltext_pdf>
	<start_page>327</start_page>
	<end_page>365</end_page>
	<publication_date>2008-01-09</publication_date>
	<article_title content_type="html">Seven year particulate matter air quality assessment from surface and satellite measurements</article_title>
	<authors>
		<author numeration="1" affiliations="1">
			<name>P. Gupta</name>
		</author>
		<author numeration="2" affiliations="1">
			<name>S. A. Christopher</name>
		</author>
	</authors>
	<affiliations>
		<affiliation numeration="1" content_type="html">Department of Atmospheric Science, The University of Alabama in Huntsville, Huntsville, AL, USA</affiliation>
	</affiliations>
	<abstract content_type="html">Using seven years of the Moderate Resolution Imaging Spectroradiometer
(MODIS) aerosol optical thickness (AOT) data and ground measurements of
particulate matter mass over one site in the Southeastern United States
(33.55 N, 86.82 W) we present a comprehensive analysis of various aspects of
particulate matter air quality. Monthly, seasonal and inter-annual
relationships are examined with emphasis on sampling biases, quality
indicators in the AOT product and various cloud clearing criteria. Our
results indicate that PM&lt;sub&gt;2.5&lt;/sub&gt; mass concentration over Northern Birmingham has
decreased by about 23% in year 2006 when compared to year 2002 and air
quality during summer months are poor when compared to winter months.
MODIS-Terra AOT data was available only about 50% of the time due to
cloud cover and favorable surface conditions. However, the mean difference
in monthly mean PM&lt;sub&gt;2.5&lt;/sub&gt; was less than 2.2 μgm&lt;sup&gt;&amp;minus;3&lt;/sup&gt; derived using all
the data and from only those days when satellite AOT was available
indicating that satellite data does not have sampling issues. The
correlation between PM&lt;sub&gt;2.5&lt;/sub&gt; and MODIS AOT increased from 0.52 to 0.62 when
hourly PM&lt;sub&gt;2.5&lt;/sub&gt; data were used instead of daily mean PM&lt;sub&gt;2.5&lt;/sub&gt; data. Changing box
size for satellite data around the ground station during comparisons
produced less than &amp;plusmn;0.03 difference in mean AOT values for 90% of
observations. Application of AOT quality flags reduced the sample size but
does not affect AOT-PM&lt;sub&gt;2.5&lt;/sub&gt; relationship significantly. We recommend using AOT
quality flags for daily analysis, whereas long time scale analysis can be
performed without using all AOT retrievals to obtain better sampling. Our
analysis indicates that satellite data is a useful tool for monitoring
particulate matter air quality especially in regions where ground
measurements are not available.</abstract>
	<references>
		<reference numeration="1" content_type="text"> Abdou, W. A., Diner, D. J., Martonchik, J. V. Bruegge, C. J., Kahn, R. A., Gaitley, B. J., Crean, K. A., Remer, L. A., and Holben, B.: Comparison of coincident Multiangle Imaging Spectroradiometer and Moderate Resolution Imaging Spectroradiometer aerosol optical depths over land and ocean scenes containing Aerosol Robotic Network sites, J. Geophys. Res. Atmos., 110(D10), D10S07, 11 967&amp;ndash;11 976, 2005. </reference>
		<reference numeration="2" content_type="text"> Ackerman, S., Strabala, K., Menzel, P., Frey, R., Moeller, C., and Gumley, L.: Discriminating clear sky from clouds with MODIS, J. Geophys. Res., 103, 32 141&amp;ndash;32 157, 1998. </reference>
		<reference numeration="3" content_type="text"> Al-Saadi, J., Szykman, J., Pierce, R. B., Kittaka, C., Neil, D., Chu, D. A., Remer, L., Gumley, L., Prins, E., Weinstock, L., Macdonald, C., Wayland, R., Dimmick, F., and Fishman, J.: Improving National Air Quality Forecasts With Satellite Aerosol Observations, B. Am. Meteorol. Soc., 86, 9, 1249&amp;ndash;1261, 2005. </reference>
		<reference numeration="4" content_type="text"> Chu, D. A., Kaufman, Y. J., Zibordi, G., Chern, J. D., Mao, J., Li, C., and Holben, B. N.: Global monitoring of air pollution over land from the Earth Observing System-Terra Moderate Resolution Imaging Spectroradiometer (MODIS), J. Geophys. Res., 108, D21, doi:10.1029/2002JD003179, 2003. </reference>
		<reference numeration="5" content_type="text"> Donkelaar, A., Martin, R. V., and Park, R. J.: Estimating ground-level PM$_2.5$ using aerosol optical depth determined from satellite remote sensing, J. Geophys. Res., 111, D21201, doi:10.1029/2005JD006996, 2006. </reference>
		<reference numeration="6" content_type="text"> Engel-Cox, J. A., Hoff, R. M., Rogers, R., Dimmick, F., Rush, A. C., Szykman, J. J., Al-Saadi, J., Chu, D. A., and Zell, E. R.: Integrating lidar and satellite optical depth with ambient monitoring for 3-dimensional particulate characterization, Atmos. Environ., 40, 8056&amp;ndash;8067, 2006. </reference>
		<reference numeration="7" content_type="text"> Engel-Cox, J. A., Christopher H. H., Coutant, B. W., and Hoff, R. M.: Qualitative and quantitative evaluation of MODIS satellite sensor data for regional and urban scale air quality, Atmos. Environ., 38, 2495&amp;ndash;2509, 2004. </reference>
		<reference numeration="8" content_type="text"> Gupta, P., Christopher, S. A., Box , M. A., and Box, G. P.: Multi year satellite remote sensing of particulate matter air quality over Sydney, Australia, Int. J. Remote Sens., 28, 4483&amp;ndash;4498, doi:10.1080/01431160701241738, 2007. </reference>
		<reference numeration="9" content_type="text"> Gupta, P., Christopher, S. A., Wang, J., Gehrig, R., Lee, Y.C., and Kumar, N.: 2006, Satellite remote sensing of particulate matter and air quality over global cities, Atmos. Environ., 40 (30), 5880&amp;ndash;5892, 2006. </reference>
		<reference numeration="10" content_type="text"> HEI: Health effects of outdoor air pollution in developing countries of Asia: a literature review, HEI International Oversight Committee, Boston, MA, Health Effects Institute (Special Report No. 15), 2004. </reference>
		<reference numeration="11" content_type="text"> Hess, M., Koepke, P., and Schult, I.: Optical Properties of Aerosols and clouds: The software package OPAC, B. Am. Meteorol. Soc., 79, 831&amp;ndash;844, 1998. </reference>
		<reference numeration="12" content_type="text"> Hsu, N. C., Tsay, S. C., King, M. D., and Herman, J. R.: Aerosol retrievals over bright-reflecting source regions, IEEE Trans. Geosci. Remote Sens., 42, 557&amp;ndash;569, 2004. </reference>
		<reference numeration="13" content_type="text"> Hubanks, P. A.: MODIS Atmosphere QA Plan for Collection 005 (Deep Blue Aerosol Update), Version 3.5, April 2007. (http://modis-atmos.gsfc.nasa.gov/index.html). </reference>
		<reference numeration="14" content_type="text"> Hussein, T., Karppinen, A., Kukkonen, J., Härkönen, J., Aalto, P. P., Hämeri K., Kerminen, V., and Kulmala, M.: Meteorological dependence of size-fractionated number concentrations of urban aerosol particles, Atmos. Environ., 40, 8, 1427&amp;ndash;1440, 2006. </reference>
		<reference numeration="15" content_type="text"> Hutchison, K. D., Smith, S., and Faruqui, S.: Correlating MODIS aerosol optical thickness data with ground-based PM$_2.5$ observations across Texas for use in a real-time air quality prediction system, Atmos. Environ., 39, 37, 7190&amp;ndash;7203, 2005. </reference>
		<reference numeration="16" content_type="text"> Ichoku, C., Chu, D. A., Mattoo, S., Kaufman, Y. J., Remer, L. A., Tanré, D., Slutsker, I., and Holben, B. N.: A spatio-temporal approach for global validation and analysis of MODIS aerosol products, Geophys. Res. Lett., 29, doi:10.1029/2001GL013206, 2002. </reference>
		<reference numeration="17" content_type="text"> Kahn, R. A., Gaitley, B. J., Martonchik, J. V., Diner, D. J., and Crean, K A.: Multiangle Imaging Spectroradiometer (MISR) global aerosol optical depth validation based on 2 years of coincident Aerosol Robotic Network (AERONET) observations, J. Geophys. Res., 110, D10S04, doi:10.1029/2004JD004706, 2005. </reference>
		<reference numeration="18" content_type="text"> Krewski, D., Burnett, R. T., Goldberg, M. S., Hoover, K., Siemiatycki, J., Jerrett, M., Abrahamowicz, A., and White, W. H.: Reanalysis of the Harvard Six Cities Study and the American Cancer Society Study of Particulate Air Pollution and Mortality, A Special Report of the Institute&apos;s Particle Epidemiology Reanalysis Project, Health Effects Institute, Cambridge MA, 97 pp., 2000. </reference>
		<reference numeration="19" content_type="text"> Kukkonen, J., Pohjola, M., Sokhi, R. S., Luhana, L., Kitwiroon, N., Fragkou, L., Rantamäki, M., Berge, E., Ødegaard, V., and Slørdal, L. H.: Analysis and evaluation of selected local-scale PM$_10$ air pollution episodes in four European cities: Helsinki, London, Milan and Oslo, Atmos. Environ., 39, 2759&amp;ndash;2773, 2005. </reference>
		<reference numeration="20" content_type="text"> Levy, R. C., Remer, L. A., and Dubovik, O.: Global aerosol optical properties and application to Moderate Resolution Imaging Spectroradiometer aerosol retrieval over land, J. Geophys. Res., 112, D13210, doi:10.1029/2006JD007815, 2007b. </reference>
		<reference numeration="21" content_type="text"> Levy, R. C., Remer, L. A., Mattoo, S., Vermote, E. F., and Kaufman, Y. J.: Second-generation operational algorithm: Retrieval of aerosol properties over land from inversion of Moderate Resolution Imaging Spectroradiometer spectral reflectance, J. Geophys. Res., 112, D13211, doi:10.1029/2006JD007811, 2007a. </reference>
		<reference numeration="22" content_type="text"> Liu, Y., Park, R. J., Jacob, D. J., Li, Q., Kilaru, V., and Sarnat, J. A.: Mapping annual mean ground-level PM$_2.5$ concentrations using Multiangle Imaging Spectroradiometer aerosol optical thickness over the contiguous United States, J. Geophys. Res., 109, D22206, doi:10.1029/2004JD005025, 2004. </reference>
		<reference numeration="23" content_type="text"> Martins, J. V., Tanr&apos;e, D., Remer, L. A., Kaufman, Y. J., Mattoo, S., and Levy, R.: MODIS Cloud screening for remote sensing of aerosol over oceans using spatial variability, Geophys. Res. Lett., 29, MOD04, doi:10.1029/2001GL013252, 2002. </reference>
		<reference numeration="24" content_type="text"> Pelletier, B., Santer, R., and Vidot, J.: Retrieving of particulate matter from optical measurements: A semiparametric approach, J. Geophys. Res., 112, D06208, doi:10.1029/2005JD006737, 2007. </reference>
		<reference numeration="25" content_type="text"> Pope, C. A. III. and Dockery, D. W.: Health Effects of Fine Particulate Air Pollution: Lines that Connect, J. Air Waste Manage., 56, 709&amp;ndash;742, 2006. </reference>
		<reference numeration="26" content_type="text"> Pope, C. A.: Epidemiology of Fine Particulate Air Pollution and Human Health: Biologic Mechanisms and Who&apos;s at Risk?, Env. Health Persp., (Supp 4), 104, 713&amp;ndash;723, 2000. </reference>
		<reference numeration="27" content_type="text"> Pope, C. A., III., Burnett, R. T., Thun, M. J., Calle, E. E., Krewski, D., Ito, K., and Thurston, G. D.: Lung Cancer, Cardiopulmonary Mortality, and Long-Term Exposure to Fine Particulate Air Pollution, J. Am. Med. Assoc., 287, 1132&amp;ndash;1141, 2002. </reference>
		<reference numeration="28" content_type="text"> Prados, A. I., Kondragunta, S., Ciren, P., and Knapp K. R.: GOES Aerosol/Smoke Product (GASP) over North America: Comparisons to AERONET and MODIS observations, J. Geophys. Res., 112, D15201, doi:10.1029/2006JD007968, 2007. </reference>
		<reference numeration="29" content_type="text"> Remer, L. A., Kaufman, Y. J., Tanré, D., Mattoo, S., Chu, D. A., Martins, J. V., Li, R.-R., Ichoku, C., Levy, R. C., Kleidman, R. G., Eck, T. F., Vermote, E., and Holben, B. N.: The MODIS Aerosol Algorithm, Products and Validation, J. Atmos. Sci., 62, 947&amp;ndash;973, 2005. </reference>
		<reference numeration="30" content_type="text"> Wang, J. and Christopher, S. A.: Intercomparison between satellite-derived aerosol optical thickness and PM$_2.5$ mass: implications for air quality studies, Geophys. Res. Lett., 30, 21, 2095, doi:10.1029/2003/GL018174, 2003. </reference>
		<reference numeration="31" content_type="text"> Wang, J. and Martin, S. T.: Satellite characterization of urban aerosols: Importance of including hygroscopicity and mixing state in the retrieval algorithms, J. Geophys. Res., 112, D17, D17203, doi:10.1029/2006JD008078, 2007. </reference>
	</references>
</article>

