• DocumentCode
    3562858
  • Title

    Evaluation of PM2.5 and PM10 using normalized first-order absolute sum of high-frequency spectrum

  • Author

    Wenming Yang ; Xiang Chen ; Qingmin Liao

  • Author_Institution
    Tsinghua Univ., Beijing, China
  • fYear
    2014
  • Firstpage
    61
  • Lastpage
    65
  • Abstract
    A new method for air quality evaluation using only visible image analysis is introduced in this paper. Based on the fact that suspended particles in air are visible, we attempted to use visible images to develop an appropriate measure which can be closely related to the density of suspended particles (namely the values of PM2.5 and PM10). Furthermore, using this measure, we can evaluate the values of PM2.5 and PM10 via digital image processing. Combined with water droplets, suspended particles in air can form fog or haze. Based on the monochrome atmospheric scattering model, which has been widely used to describe the formation of a haze image, we propose a measure, normalized first-order absolute sum of high-frequency spectrum (NFAS) and attempt to investigate its relationship with the values of PM2.5 and PM10. The experimental results showed the proposed measure is closely related to PM2.5 and has a relation with PM10.
  • Keywords
    air quality; drops; environmental science computing; fog; image processing; PM10; PM2.5; air quality evaluation; digital image processing; fog; haze image; monochrome atmospheric scattering model; normalized first-order absolute high-frequency spectrum sum; suspended particles; visible image analysis; water droplets; Atmospheric measurements; Atmospheric modeling; Atmospheric waves; Meteorology; Particle measurements; Pollution measurement; Scattering; Air Quality; Image Processing; Monochrome Atmospheric Scattering Model; PM10; PM2.5; Suspended particles;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Smart Computing (SMARTCOMP), 2014 International Conference on
  • Print_ISBN
    978-1-4799-5710-1
  • Type

    conf

  • DOI
    10.1109/SMARTCOMP.2014.7043840
  • Filename
    7043840