Exploratory study for estimating atmospheric low level particle pollution based on vertical integrated optical measurements

被引:10
作者
Yahi, Houda [1 ,2 ]
Santer, Richard [1 ]
Weill, Alain [3 ]
Crepon, Michel [2 ]
Thiria, Sylvie [2 ]
机构
[1] ULCO, F-62930 Wimereux, France
[2] LOCEAN, UMR 7159, Paris, France
[3] LATMOS, UMR 8190, Guyancourt 78, France
关键词
Weather types; Unsupervised classification; Aerosols; Atmospheric particulate matter (PM10); Aerosol Optical Thickness (AOT); WEATHER REGIMES; NORTH-ATLANTIC; AERONET; NETWORK; EVENTS;
D O I
10.1016/j.atmosenv.2010.11.047
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
We present a method for retrieving atmospheric particulate matter (PM10) from sun-sky photometer measurements (AOT). As PM10 is a "surface parameter" and AOT is an "integrated parameters", we first determined whether a "functional relationship" linking these two quantities exists. Since these two parameters strongly depend on atmospheric structures and meteorological variables, we classified the meteorological situations in terms of weather types by using a neuronal classifier (Self organizing Map). For each weather type, we found that a relationship between AOT and PM10 can be established. We applied this approach to the Lille region (France) for the summer 2007 and then extended to a five summer period (summers of the years 2003-2007) in order to increase the statistical confidence of the PM10 retrieval from AOT measurements. The good performances of the method led us to envisage the possibility of deriving the PM10 from satellite observations. (C) 2011 Elsevier Ltd. All rights reserved.
引用
收藏
页码:3891 / 3902
页数:12
相关论文
共 23 条
  • [1] BADRAN F, 2004, SELF ORG MAPS UNSUPE
  • [2] BISSOLLI, 2001, METTOOLS C STUTTG, V10, P227
  • [3] Impact of the mixing boundary layer on the relationship between PM2.5 and aerosol optical thickness
    Boyouk, Neda
    Leon, Jean-Francois
    Delbarre, Herve
    Podvin, T.
    Deroo, C.
    [J]. ATMOSPHERIC ENVIRONMENT, 2010, 44 (02) : 271 - 277
  • [4] Global monitoring of air pollution over land from the Earth Observing System-Terra Moderate Resolution Imaging Spectroradiometer (MODIS)
    Chu, DA
    Kaufman, YJ
    Zibordi, G
    Chern, JD
    Mao, J
    Li, CC
    Holben, BN
    [J]. JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2003, 108 (D21)
  • [5] Accuracy assessments of aerosol optical properties retrieved from Aerosol Robotic Network (AERONET) Sun and sky radiance measurements
    Dubovik, O
    Smirnov, A
    Holben, BN
    King, MD
    Kaufman, YJ
    Eck, TF
    Slutsker, I
    [J]. JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2000, 105 (D8) : 9791 - 9806
  • [6] GUEYE AK, 2009, WEATHER REGIMES SENE
  • [7] Self-organizing maps: applications to synoptic climatology
    Hewitson, BC
    Crane, RG
    [J]. CLIMATE RESEARCH, 2002, 22 (01) : 13 - 26
  • [8] AERONET - A federated instrument network and data archive for aerosol characterization
    Holben, BN
    Eck, TF
    Slutsker, I
    Tanre, D
    Buis, JP
    Setzer, A
    Vermote, E
    Reagan, JA
    Kaufman, YJ
    Nakajima, T
    Lavenu, F
    Jankowiak, I
    Smirnov, A
    [J]. REMOTE SENSING OF ENVIRONMENT, 1998, 66 (01) : 1 - 16
  • [9] Characterization of aerosol pollution events in France using ground-based and POLDER-2 satellite data
    Kacenelenbogen, M.
    Leon, J. -F.
    Chiapello, I.
    Tanre, D.
    [J]. ATMOSPHERIC CHEMISTRY AND PHYSICS, 2006, 6 : 4843 - 4849
  • [10] SELF-ORGANIZED FORMATION OF TOPOLOGICALLY CORRECT FEATURE MAPS
    KOHONEN, T
    [J]. BIOLOGICAL CYBERNETICS, 1982, 43 (01) : 59 - 69