• DocumentCode
    702967
  • Title

    Diffusion kurtosis imaging: Monte Carlo simulation of diffusion processes using crowdprocess

  • Author

    Naves Sousa, David ; Ferreira, Hugo Alexandre

  • Author_Institution
    Inst. of Biophys. & Biomed. Eng., Univ. of Lisbon, Lisbon, Portugal
  • fYear
    2015
  • fDate
    26-28 Feb. 2015
  • Firstpage
    1
  • Lastpage
    4
  • Abstract
    Diffusion Kurtosis Imaging quantifies the non-gaussianity of water diffusion. The sensitivity of the diffusion kurtosis model to the microstructural heterogeneity of biological tissues can be studied using Monte-Carlo simulations, which being computationally expensive, can be better applied using parallel computing. To demonstrate the advantages of simulating diffusion processes in distributed computing, in this study, we focused on the correlation between kurtosis of diffusion and three important microstructural changes: intracellular volume fraction, cell radii and cell permeability. A comparison was made between processing in a common laptop CPU, and in CrowdProcess, a new method of parallel computing that uses a browser-powered distributed computing platform. CrowdProcess has proved to be extremely fast compared to the traditional method, bringing the possibility of increasing simulations numerical precision without the time-consuming cost.
  • Keywords
    Monte Carlo methods; biodiffusion; biomedical imaging; cellular biophysics; medical computing; permeability; water; CrowdProcess; Monte Carlo simulation; biological tissues; browser-powered distributed computing platform; cell permeability; cell radii; diffusion kurtosis imaging; diffusion kurtosis model; distributed computing; intracellular volume fraction; laptop CPU; microstructural heterogeneity; nonGaussianity; numerical precision; parallel computing; water diffusion; Biological system modeling; Biomedical engineering; Biophysics; Computational modeling; Correlation; Magnetic resonance imaging; Diffusion kurtosis imaging; Distributed computing; Simulation of diffusion processes;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Bioengineering (ENBENG), 2015 IEEE 4th Portuguese Meeting on
  • Conference_Location
    Porto
  • Type

    conf

  • DOI
    10.1109/ENBENG.2015.7088857
  • Filename
    7088857