Improvement of air quality forecasts with satellite and ground based particulate matter observations

被引：11
|
作者：
Hirtl, M. [1 ]
Mantovani, S. [2 ]
Krueger, B. C. [3 ]
Triebnig, G. [4 ]
Flandorfer, C. [1 ]
Bottoni, M. [2 ]
Cavicchi, M. [5 ]
机构：
[1] ZAMG Cent Inst Meteorol & Geodynam, Sect Environm Meteorol, Vienna, Austria
[2] SISTEMA GmbH, Vienna, Austria
[3] BOKU Univ Nat Resources & Life Sci, Inst Meteorol, Vienna, Austria
[4] EOX IT Serv GmbH, Vienna, Austria
[5] MEEO Srl, Ferrara, Italy
来源：
ATMOSPHERIC ENVIRONMENT | 2014年 / 84卷
关键词：
PM10; forecasts; Support Vector Regression; MODIS AOT; WRF/Chem; CHEMISTRY-TRANSPORT MODELS; AEROSOL; EUROPE; OZONE;
D O I：
10.1016/j.atmosenv.2013.11.027
中图分类号：
X [环境科学、安全科学];
学科分类号：
08 ; 0830 ;
摘要：
Daily regional scale forecasts of particulate air pollution are simulated for public information and warning. An increasing amount of air pollution measurements is available in real-time from ground stations as well as from satellite observations. In this paper, the Support Vector Regression technique is applied to derive highly-resolved PM10 initial fields for air quality modeling from satellite measurements of the Aerosol Optical Thickness. Additionally, PM10-ground measurements are assimilated using optimum interpolation. The performance of both approaches is shown for a selected PM10 episode. (C) 2013 Elsevier Ltd. All rights reserved.
引用
收藏
页码：20 / 27
页数：8
相关论文
共 50 条
  • [1] Synergy of satellite and ground based observations in estimation of particulate matter in eastern China
    Wu, Yerong
    Guo, Jianping
    Zhang, Xiaoye
    Tian, Xin
    Zhang, Jiahua
    Wang, Yaqiang
    Duan, Jing
    Li, Xiaowen
    [J]. SCIENCE OF THE TOTAL ENVIRONMENT, 2012, 433 : 20 - 30
  • [2] Improving national air quality forecasts with satellite aerosol observations
    Al-Saadi, J
    Szykman, J
    Pierce, RB
    Kittaka, C
    Neil, D
    Chu, DA
    Remer, L
    Gumley, L
    Prins, E
    Weinstock, L
    MacDonald, C
    Wayland, R
    Dimmick, F
    Fishman, J
    [J]. BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY, 2005, 86 (09) : 1249 - +
  • [3] The Added Value of a Proposed Satellite Imager for Ground Level Particulate Matter Analyses and Forecasts
    Timmermans, Renske M. A.
    Segers, Arjo J.
    Builtjes, Peter J. H.
    Vautard, Robert
    Siddans, Richard
    Elbern, Hendrik
    Tjemkes, Stephen A. T.
    Schaap, Martijn
    [J]. IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2009, 2 (04) : 271 - 283
  • [4] Estimation of particulate matter from satellite- and ground-based observations over Hyderabad, India
    Sinha, P. R.
    Gupta, Pawan
    Kaskaoutis, D. G.
    Sahu, L. K.
    Nagendra, N.
    Manchanda, R. K.
    Kumar, Y. B.
    Sreenivasan, S.
    [J]. INTERNATIONAL JOURNAL OF REMOTE SENSING, 2015, 36 (24) : 6192 - 6213
  • [5] SPATIO-TEMPORAL ANALYSIS OF PARTICULATE MATTER BASED ON GROUND AND SATELLITE DERIVED OBSERVATIONS: UNITED ARAB EMIRATES
    Khalifa, Inas
    Al-Ruzouq, Rami
    Shanableh, Abdallah
    Hamad, Khaled
    Al-Ani, Sama
    Gibril, Mohamed Barakat A.
    Khalil, Mohamad Ali
    [J]. 2022 IEEE MEDITERRANEAN AND MIDDLE-EAST GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (M2GARSS), 2022, : 41 - 45
  • [6] Description and Evaluation of the Fine Particulate Matter Forecasts in the NCAR Regional Air Quality Forecasting System
    Kumar, Rajesh
    Bhardwaj, Piyush
    Pfister, Gabriele
    Drews, Carl
    Honomichl, Shawn
    D'Attilo, Garth
    [J]. ATMOSPHERE, 2021, 12 (03)
  • [7] Impact of Particulate Matter on Air Quality
    da Silva Brito, Gabriel Ferreira
    Sodre, Fernando Fabriz
    de Almeida, Fernanda Vasconcelos
    [J]. REVISTA VIRTUAL DE QUIMICA, 2018, 10 (05) : 1335 - 1354
  • [8] Air quality and effects of particulate matter
    Molline, Miriam
    Witt, Christan
    Gerber, Alexander
    Groneberg, David A.
    [J]. ZENTRALBLATT FUR ARBEITSMEDIZIN ARBEITSSCHUTZ UND ERGONOMIE, 2007, 57 (02): : 36 - 40
  • [9] Satellite remote sensing of particulate matter and air quality assessment over global cities
    Gupta, Pawan
    Christopher, Sundar A.
    Wang, Jun
    Gehrig, Robert
    Lee, Yc
    Kumar, Naresh
    [J]. ATMOSPHERIC ENVIRONMENT, 2006, 40 (30) : 5880 - 5892
  • [10] Seven year particulate matter air quality assessment from surface and satellite measurements
    Gupta, P.
    Christopher, S. A.
    [J]. ATMOSPHERIC CHEMISTRY AND PHYSICS, 2008, 8 (12) : 3311 - 3324
12345