• DocumentCode
    558795
  • Title

    An improved vision-based wastewater velocity measurement system using discontinuity-preserving smoothing and GPU acceleration

  • Author

    Pham, Cuong Cao ; Nguyen, Thuy Tuong ; Jeon Jae Wook

  • Author_Institution
    Sch. of Inf. & Commun. Eng., Sungkyunkwan Univ., Suwon, South Korea
  • fYear
    2011
  • fDate
    26-29 Oct. 2011
  • Firstpage
    1303
  • Lastpage
    1308
  • Abstract
    Automatic long-term measuring wastewater velocity is an important and challenging task in hydraulic systems. This paper proposed a vision-based wastewater velocity measurement method using Bilateral filter that is a discontinuity-preserving smoothing as a prior-processing step. Experimental results showed that using Bilateral filter can improve estimation accuracy over existing methods. An effective background creation algorithm and simple floating waste tracking algorithm based on binary blob properties are also discussed in this paper. Furthermore, by implementing the proposed method on massively parallel GPU (graphics processing units) using the CUDA (compute unified device architecture) programming model, we can achieve a satisfactory acceleration to apply in real-time applications. Memory usage optimization methods are discussed and analyzed for effective implementation in graphics hardware.
  • Keywords
    computer vision; filtering theory; flow measurement; graphics processing units; object tracking; parallel architectures; storage management; velocity measurement; wastewater; CUDA programming model; GPU acceleration; background creation algorithm; bilateral filter; binary blob properties; compute unified device architecture; discontinuity-preserving smoothing; floating waste tracking algorithm; graphics hardware; graphics processing units; hydraulic system; massively parallel GPU; memory usage optimization; real-time application; vision-based wastewater velocity measurement system; Accuracy; Atmospheric measurements; Graphics processing unit; Noise; Particle measurements; Smoothing methods; Velocity measurement; Water flow measurement; graphics processing units; image processing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Control, Automation and Systems (ICCAS), 2011 11th International Conference on
  • Conference_Location
    Gyeonggi-do
  • ISSN
    2093-7121
  • Print_ISBN
    978-1-4577-0835-0
  • Type

    conf

  • Filename
    6106126