<?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>6</issue_number>
		<publication_year>2008</publication_year>
	</journal>
	<doi>10.5194/acpd-8-18803-2008</doi>
	<article_url>http://www.atmos-chem-phys-discuss.net/8/18803/2008/</article_url>
	<abstract_html>http://www.atmos-chem-phys-discuss.net/8/18803/2008/acpd-8-18803-2008.html</abstract_html>
	<fulltext_pdf>http://www.atmos-chem-phys-discuss.net/8/18803/2008/acpd-8-18803-2008.pdf</fulltext_pdf>
	<start_page>18803</start_page>
	<end_page>18842</end_page>
	<publication_date>2008-11-03</publication_date>
	<article_title content_type="html">Characterisation of episodic aerosol types over the Australian continent</article_title>
	<authors>
		<author numeration="1" affiliations="1">
			<name>Y. Qin</name>
		</author>
		<author numeration="2" affiliations="1">
			<name>R. M. Mitchell</name>
			<email>ross.mitchell@csiro.au</email>
		</author>
	</authors>
	<affiliations>
		<affiliation numeration="1" content_type="html">Centre for Australian Weather and Climate Research (A partnership between CSIRO and the Australian Bureau of Meteorology), CSIRO Marine and Atmospheric Research, Canberra, ACT, Australia</affiliation>
	</affiliations>
	<abstract content_type="html">Classification of Australian continental aerosol types resulting from
episodes of enhanced source activity, such as smoke plumes and dust
outbreaks, is carried out via cluster analysis of microphysical properties
obtained from inversion of sky radiance distributions at Australian aerosol
ground stations using data obtained over the last decade. The cluster
analysis distinguishes four significant classes, which are identified on the
basis of their optical properties and provenance as determined by satellite
imagery and back-trajectory analysis. The four classes are identified
respectively as aged smoke, fresh smoke, coarse dust and a super-absorptive
aerosol. While the first three classes show similarities with comparable
aerosol types identified elsewhere, the super-absorptive aerosol has no
obvious foreign prototype. The class identified as coarse dust shows a
prominent depression in single scattering albedo in the blue spectral region
due to absorption by hematite, which is shown to be more abundant in central
Australian dust relative to the &quot;dust belt&quot; of the Northern Hemisphere. The
super-absorptive class is distinctive in view of its very low single
scattering albedo (~0.7 at 500 nm) and variable enhanced absorption
at 440 nm. The strong absorption by this aerosol requires a high black
carbon content while the enhanced blue-band absorption may derive from
organic compounds emitted during the burning of specific vegetation types.
This aerosol exerts a positive radiative forcing at the top of atmosphere
(TOA), with a large deposition of energy in the atmosphere per unit aerosol
optical depth. This contrasts to the other three classes where the TOA
forcing is negative. Optical properties of the four types will be used to
improve the representation of Australian continental aerosol in climate
models, and to enhance the accuracy of satellite-based aerosol retrievals
over Australia.</abstract>
	<references>
		<reference numeration="1" content_type="text"> Abel, S J., Haywood, J M., Highwood, E J., Li, J., and Buseck, P R.: Evolution of biomass burning aerosol properties from an agricultural fire in southern Africa, Geophys. Res. Letters, 30, 30(15), 1783, doi:10.1029/2004GL017342, 2003. </reference>
		<reference numeration="2" content_type="text"> Armstrong, D.: Hydrology, in: Natural History of the North East Deserts, Royal Society of South Australia Inc., Chap 5, 75–80, ISBN0959662758, 1990. </reference>
		<reference numeration="3" content_type="text"> Bergstrom, R W., Pilewskie, P., Schmid, B., and Russell, P B.: Estimates of the spectral aerosol single scattering albedo and aerosol radiative effects during SAFARI~2000, J. Geophys. Res., 108(D13), 8474, doi:10.1029/2002JD002435, 2003. </reference>
		<reference numeration="4" content_type="text"> Berk, A., Anderson, G P., Acharya, P K., Chetwynd, J H., Bernstein, L S., Shettle, E P., Matthews, M W., and Adler-Gordon, S M.: MODTRAN4 User&apos;s Manual, Tech. rep., Air Force Research Laboratory, Hanscom AFB, MA, USA, 94~pp., 2000. </reference>
		<reference numeration="5" content_type="text"> Bicici, E. and Yuret, D.: Locally Scaled Density Based Clustering, Lecture Notes in Computer Science, 4431, 739–748, 2007. </reference>
		<reference numeration="6" content_type="text"> Bullard, J. E. and White, K.: Dust production and the release of iron oxides resulting from the aeolian abrasion of natural dune sands, Earth Surf. Proc. Land., 30, 95–106, 2005. </reference>
		<reference numeration="7" content_type="text"> Carr, S B., Gras, J L., Hackett, M T., and Keywood, M D.: Aerosol Characterisation in the Northern Territory of Australia during the Dry Season with an Emphasis on Biomass Burning, Tech. rep., Intelligence, Surveillance and Reconnaissance Division Information Sciences Laboratory, Defence Science and Technology Organisation, Australia, DSTO-RR-0298, 2005. </reference>
		<reference numeration="8" content_type="text"> Cassar, N., Bender, M L., Barnett, B A., Fan, S., Moxim, W J., Levy~II, H., and Tilbrook, B.: The Southern Ocean biological response to aeolian iron deposition, Science, 317, 1067–1070, 2007. </reference>
		<reference numeration="9" content_type="text"> Ch\&apos;ylek, P., Srivastava, V., Pinnick, R G., and Wang, R T.: Scattering of electromagnetic waves by composite spherical particles: experiments and effective medium approximations, Appl. Optics, 27, 2396–2404, 1988. </reference>
		<reference numeration="10" content_type="text"> Claquin, T., Schulz, M., and Balkanski, Y J.: Modeling the mineralogy of atmospheric dust sources, J. Geophys. Res., 104, 22 243–22 256, 1999. </reference>
		<reference numeration="11" content_type="text"> DEWR: Australia&apos;s Native Vegetation: A summary of Australia&apos;s Major Vegatation Groups, Tech. rep., Department of the Environment and Water Resources, Australian Government, Canberra, ACT, 42~pp., 2007. </reference>
		<reference numeration="12" content_type="text"> Draxler, R R. and Hess, G D.: Description of the HYSPLIT_4 modeling system, Tech. rep., NOAA, Silver Spring, Md., NOAA Tech. Memo. ERL ARL-224, 24~pp., 1997. </reference>
		<reference numeration="13" content_type="text"> 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, 20 673–20 696, doi:10.1029/2000JD900282, 2000. </reference>
		<reference numeration="14" content_type="text"> Dubovik, O., Holben, B N., Kaufman, Y J., Yamasoe, M., Smirnov, A., Tanré, D., and Slutsker, I.: Single-scattering albedo of smoke retrieved from the sky radiance and solar transmittance measured from ground, J. Geophys. Res., 103, 31 903–31 923, 1998. </reference>
		<reference numeration="15" content_type="text"> Dubovik, O., Smirnov, A., Holben, B N., King, M D., Kaufman, Y J., Eck, T F., and Slutsker, I.: Accuracy assessments of aerosol optical properties retrieved from Aerosol Robotic Network (AERONET) Sun and sky radiance measurements, J. Geophys. Res., 105, 9791–9806, doi:10.1029/2000JD900040, 2000. </reference>
		<reference numeration="16" content_type="text"> 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, 590–608, 2002. </reference>
		<reference numeration="17" content_type="text"> Dubovik, O., Sinyuk, A., Lapyonok, T., Holben, B N., Mishchenko, M., Yang, P., Eck, T F., Volten, H., Munoz, O., Veihelmann, B., van~der~Zande, W J., Leon, J.-F., Sorokin, M., and Slutsker, I.: Application of spheroid models to account for aerosol particle nonsphericity in remonte sensing of desert dust, J. Geophys. Res., 111(D11), D11208, doi:10.1029/2005JD006619, 2006. </reference>
		<reference numeration="18" content_type="text"> Eck, T F., Holben, B N., Ward, D E., Mukelabai, M M., Dubovik, O., Smirnov, A., Schafer, J S., Hsu, N C., Piketh, S J., Queface, A., Le~Roux, J., Swap, R J., and Slutsker, I.: Variability of biomass burning aerosol optical characteristics in southern Africa during the SAFARI~2000 dry season campaign and a comparison of single scattering albedo estimates from radiometric measurements, J. Geophys. Res., 108(D13), 8477, doi:10.1029/2002JD002321, 2003. </reference>
		<reference numeration="19" content_type="text"> Eck, T F., Holben, B N., Reid, J S., Sinyuk, A., Dubovik, O., Smirnov, A., Giles, D., O&apos;Neill, N T., Tsay, S.-C., Ji, Q., Mandoos, A A., Khan, M R., Reid, E A., Schafer, J S., Sorokine, M., Newcomb, W., and Slutsker, I.: Spatial and temporal variability of column-integrated aerosol optical properties in the southern Arabian Gulf and United Arab Emirates in summer, J. Geophys. Res., 113, D01204, doi:10.1029/2007JD008944, 2008. </reference>
		<reference numeration="20" content_type="text"> Evans, L F., King, N K., MacArthur, D A., Packham, D R., and Stephens, E T.: Further studies of the nature of bushfire smoke, Technical Paper~2, Division of Applied Organic Chemistry, CSIRO, 12~pp., 1976. </reference>
		<reference numeration="21" content_type="text"> Forster, P., Ramaswamy, V., Artaxo, P., Berntsen, T., Betts, R., Fahey, D., Haywood, J., Lean, J., Lowe, D., Myhre, G., Nganga, J., Prinn, R., Raga, G., Schulz, M., and Dorland, R V.: Changes in Atmospheric Constituents and in Radiative Forcing, in: Climate Change 2007: The Physical Science Basis, Contribution of Working Group I to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change, edited by: Solomon, S., Qin, D., Manning, M., Chen, Z., Marquis, M., Averyt, K. B.,Tignor, M., and Miller, H.L., Cambridge University Press, Cambridge, United Kingdom and New York, NY, USA, 2007. </reference>
		<reference numeration="22" content_type="text"> Gras, J L., Jensen, J B., Okada, K., Ikegami, M., Zaizen, Y., and Makino, Y.: Some optical properties of smoke aerosol in Indonesia and tropical Australia, Geophys. Res. Lett., 26, 1393–1396, 1999. </reference>
		<reference numeration="23" content_type="text"> Grira, N., Crucianu, M., and Boujemaa, N.: Unsupervised and semi-supervised clustering: a brief survey, in: A Review of Machine Learning Techniques for Processing Multimedia Content, Report of the MUSCLE European Network of Excellence (6th Framework Program), FP6, 12~pp., 2005. </reference>
		<reference numeration="24" content_type="text"> Herring, J A. and Hobbs, P V.: Radiatively Driven Dynamics of the Plume from 1991 Kuwait Oil Fires, J. Geophys. Res., 99, 18 809–18 826, 1994. </reference>
		<reference numeration="25" content_type="text"> Hoffer, A., Gelencsér, A., Guyon, P., Kiss, G., Schmid, O., Frank, G P., Artaxo, P., and Andreae, M O.: Optical properties of humic-like substances (HULIS) in biomass-biomass aerosols, Atmos. Chem. Phys., 6, 3563–3570, 2006. </reference>
		<reference numeration="26" content_type="text"> Holben, B N., Eck, T F., Slutsker, I., Tanré, D., Buis, J P., Setzer, A., Vermote, E., Reagan, J A., Kaufman, Y J., 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. </reference>
		<reference numeration="27" content_type="text"> Kinne, S., Schulz, M., Textor, C., Guibert, S., Balkanski, Y., Bauer, S. E., Berntsen, T., Berglen, T. F., Boucher, O., Chin, M., Collins, W., Dentener, F., Diehl, T., Easter, R., Feichter, J., Fillmore, D., Ghan, S., Ginoux, P., Gong, S., Grini, A., Hendricks, J., Herzog, M., Horowitz, L., Isaksen, I., Iversen, T., Kirkev&amp;aring;g, A., Kloster, S., Koch, D., Kristjansson, J. E., Krol, M., Lauer, A., Lamarque, J. F., Lesins, G., Liu, X., Lohmann, U., Montanaro, V., Myhre, G., Penner, J., Pitari, G., Reddy, S., Seland, O., Stier, P., Takemura, T., and Tie, X.: An AeroCom initial assessment - optical properties in aerosol component modules of global models, Atmos. Chem. Phys., 6, 1815–1834, 2006. </reference>
		<reference numeration="28" content_type="text"> Kirchsetter, T W. and Novakov, T.: Evidence that the spectral dependence of light absorption by aerosols in affected by organic carbon, J. Geophys. Res., 109, D21208, doi:10.1029/2004JD004999, 2004. </reference>
		<reference numeration="29" content_type="text"> Kotsiantis, S B. and Pintelas, P E.: Recent advances in clustering: A brief survey, WSEAS transactions on information science and applications, 1, 73–81, 2004. </reference>
		<reference numeration="30" content_type="text"> Koven, C D. and Fung, I.: Inferring dust composition from wavelength-dependent absorption in Aerosol Robotic Network (AERONET) data, J. Geophys. Res., 111, D14205, doi:10.1029/2005JD006678, 2006. </reference>
		<reference numeration="31" content_type="text"> Krekov, G. M.: Models of atmospheric aerosols, in: Aerosol Effects on Climate, edited by: Jennings, S. G., University of Arizona Press, Tuscon, 9–72, 1992. </reference>
		<reference numeration="32" 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, 2007. </reference>
		<reference numeration="33" content_type="text"> Luhar, A K., Mitchell, R M., Meyer, C. P M., Qin, Y., Campbell, S K., Gras, J L., and Parry, D.: Biomass burning emissions over northern Australia constrained by aerosol measurements: II – model validation, and impacts on air quality and radiative forcing, Atmos. Environ., 42, 1647–1664, 2008. </reference>
		<reference numeration="34" content_type="text"> McTainsh, G H., Lynch, A W., and Trews, E K.: Climate controls upon dust storm occurrence in eastern Australia, J. Arid Environ., 39, 457–466, 1998. </reference>
		<reference numeration="35" content_type="text"> Meyer, C. P M., Luhar, A K., and Mitchell, R M.: Biomass burning emissions over northern Australia constrained by aerosol measurements: I – modelling the distribution of hourly emissions, Atmos. Environ., 42, 1629–1646, 2008. </reference>
		<reference numeration="36" content_type="text"> Mitchell, R M. and Campbell, S.: The Australian Aerosol Ground Station Network: Status Report and Development of a Radiometric Calibration Facility, Óptica Pura Y Aplicada, 3259–3262, 2004. </reference>
		<reference numeration="37" content_type="text"> Mitchell, R M. and Forgan, B W.: Aerosol measurements in the Australian Outback: intercomparison of sun photometers, J. Atmos. Ocean. Tech., 20, 54–66, doi:10.1175/1520-0426(2003), 2003. </reference>
		<reference numeration="38" content_type="text"> Mitchell, R M., O&apos;Brien, D M., and Campbell, S K.: Characteristics and radiative impact of the aerosol generated by the Canberra firestorm of January 2003, J. Geophys. Res., 111(D2), D02204, doi:10.1029/2005JD006304, 2006. </reference>
		<reference numeration="39" content_type="text"> Nousiainen, T. and Vermeulen, K.: Comparison of measured single-scattering matrix of feldspar particles with T-matrix simulations using spheroids, J. Quant. Spectrosc. Ra., 79–80, 1031–1042, 2003. </reference>
		<reference numeration="40" content_type="text"> O&apos;Brien, D M. and Mitchell, R M.: Atmospheric heating due to carbonaceous aerosol in northern Australia – confidence limits based on TOMS aerosol index and sun-photometer data, Atmos. Res., 66, 21–41, doi:10.1016/S0169-8095(02)00173-4, 2003. </reference>
		<reference numeration="41" content_type="text"> Omar, A H., Won, J.-G., Winker, D M., Yoon, S.-C., Dubovik, O., and McCormick, M P.: Development of global aerosol models using cluster analysis of Aerosol Robotic Network (AERONET) measurements, J. Geophys. Res., 110, D10S14, doi:10.1029/2004JD004874, 2005. </reference>
		<reference numeration="42" content_type="text"> Rotstayn, L D., Forgan, B W., Gabric, A J., Gallbally, I E., Gras, J L., Keywood, M D., Luhar, A K., Mitchell, R M., and Young, S A.: Possible impacts of anthropogenic and natural aerosols on Australian climate and weather: a review, Int. J. Climatol., available online: http://www3.interscience.wiley.com/journal/119879137/abstract, doi:10.1002/joc.1729, 2008. </reference>
		<reference numeration="43" content_type="text"> Sander, J., Ester, M., Kriegel, H., and Xu, X.: Density-Based Clustering in Spatial Databases: The Algorithm GDBSCAN and its Applications, Data Min. Knowl. Discov., 2, 169–194, 1998. </reference>
		<reference numeration="44" content_type="text"> Satheesh, S K. and Ramanathan, V.: Large differences in tropical aerosol forcing at the top of the atmosphere and Earth&apos;s surface, Nature, 405, 60–63, doi:10.1038/35011039, 2000. </reference>
		<reference numeration="45" content_type="text"> Sokolik, N. and Toon, O B.: Incorporation of mineralogical composition into models of the radiative properties of mineral aerosol from UV to IR wavelengths, J. Geophys. Res., 104, 9423–9444, 1999. \clearpage </reference>
		<reference numeration="46" content_type="text"> Tanaka, T Y. and Chiba, M.: A numerical study of the contributions of dust source regions to the global dust budget, Global Planet. Change, 52, 88–104, 2006. </reference>
		<reference numeration="47" content_type="text"> Vines, R G., Gibson, L., Hatch, A B., King, N K., MacArthur, D A., Packham, D R., and Taylor, R J.: On the nature, properties and behaviour of bushfire smoke, Technical Paper~1, Division of Applied Chemistry, CSIRO, 75–80, 1971. </reference>
		<reference numeration="48" content_type="text"> Webb, N P., McGowan, H A., Phinn, S R., and McTainsh, G H.: AUSLEM (AUStralian Land Erodibility Model): A tool for identifying wind erosion hazard in Australia, Geomorphology, 78, 179–200, 2006. </reference>
	</references>
</article>

