• DocumentCode
    1283571
  • Title

    An Adaptive \\delta f Monte Carlo Method

  • Author

    Höök, Lars Josef ; Hellsten, Torbjörn

  • Author_Institution
    Sch. of Electr. Eng., R. Inst. of Technol., Stockholm, Sweden
  • Volume
    38
  • Issue
    9
  • fYear
    2010
  • Firstpage
    2190
  • Lastpage
    2197
  • Abstract
    A new adaptive δf Monte Carlo method is presented with an application to radio frequency heating and transport in fusion plasmas. The method is suitable when an initial zeroth-order approximation of the distribution function is known. The difference between our method and earlier δf methods is that we model the source term, obtained from the δf ansatz, by adding particles. The rate of particles is defined by the inhomogeneous term in the Fokker-Planck equation. We develop an adaptive scheme for modifying the unperturbed part G(x) such that the number of particles used in the simulation for a fixed weight is minimized. This implicitly reduces the variance and improves computational efficiency. The method is tested on a one-dimensional Fokker-Planck model for RF-heating and compared against the analytical stationary solution.
  • Keywords
    Fokker-Planck equation; Monte Carlo methods; plasma radiofrequency heating; plasma simulation; plasma transport processes; 1D Fokker-Planck model; Fokker-Planck equation; adaptive Monte Carlo method; adaptive scheme; analytical stationary solution; computational efficiency; distribution function; fixed weight; fusion plasmas; inhomogeneous term; initial zeroth-order approximation; particle number; particle rate; radio frequency heating; simulation; transport; unperturbed part; Adaptation model; Computational efficiency; Computational modeling; Distribution functions; Equations; Heating; Mathematical model; Monte Carlo methods; Optimization; Plasma applications; Plasma sources; Plasma transport processes; Radio frequency; Testing; $delta f$ method; Control-variate; Monte Carlo (MC); variance reduction;
  • fLanguage
    English
  • Journal_Title
    Plasma Science, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0093-3813
  • Type

    jour

  • DOI
    10.1109/TPS.2010.2051686
  • Filename
    5535198