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Phys. Plasmas 14, 090501 (2007); doi:10.1063/1.2759879 (26 pages)

Nonequilibrium gyrokinetic fluctuation theory and sampling noise in gyrokinetic particle-in-cell simulations

John A. Krommes

Plasma Physics Laboratory, Princeton University, P.O. Box 451, MS 28, Princeton, New Jersey 08543-0451, USA

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(Received 13 April 2007; accepted 25 June 2007; published online 6 September 2007)

The present state of the theory of fluctuations in gyrokinetic (GK) plasmas and especially its application to sampling noise in GK particle-in-cell (PIC) simulations is reviewed. Topics addressed include the Δf method, the fluctuation-dissipation theorem for both classical and GK many-body plasmas, the Klimontovich formalism, sampling noise in PIC simulations, statistical closure for partial differential equations, the theoretical foundations of spectral balance in the presence of arbitrary noise sources, and the derivation of Kadomtsev-type equations from the general formalism.

© 2007 American Institute of Physics

Article Outline

  1. INTRODUCTION
    1. Introductory remarks on noise, gyrokinetics, and the Δf simulation algorithm
    2. Spectral balance: Basic concepts
    3. Outline of the article
  2. THE Δf EQUATIONS AND PIC SIMULATION
    1. Δf versus δf
    2. The Δf -PIC algorithm
  3. DISCRETENESS-INDUCED FLUCTUATIONS
    1. Fluctuation-dissipation theorem for plasmas
    2. Introduction to the Klimontovich formalism
    3. Fluctuation-dissipation theorem for gyrokinetics
      1. The gyrokinetic vacuum and gyrokinetic Poisson equation
      2. The gyrokinetic fluctuation-dissipation theorem
      3. Gyrokinetic fluctuations and normal modes
      4. Gyrokinetic fluctuations with an adiabatic species
    4. Sampling noise in the Δf algorithm
      1. Monte Carlo sampling
      2. Markers and weights
      3. The weight equation
      4. Near-equilibrium spectrum with sampling noise
  4. TURBULENT FLUCTUATIONS IN CONTINUUM PARTIAL DIFFERENTIAL EQUATIONS
    1. Langevin dynamics
    2. Statistical closures for quadratically nonlinear smooth PDEs
  5. TURBULENT FLUCTUATIONS IN KLIMONTOVICH DESCRIPTIONS
    1. Non-Gaussian PDFs and cumulant representations
    2. Non-Gaussian initial conditions and the Klimontovich representation
      1. The renormalized equations of Rose
      2. Recovery of the weakly coupled fluctuation spectrum
      3. Structure of the particle direct-interaction approximation: A modified Kadomtsev equation
      4. Turbulent broadening and turbulent flux
  6. NONEQUILIBRIUM SPECTRAL BALANCE WITH ΔF -PIC SAMPLING NOISE
  7. DISCUSSION AND CONCLUSIONS

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KEYWORDS and PACS

PACS

  • 52.25.Gj

    Fluctuation and chaos phenomena

  • 52.65.Rr

    Particle-in-cell method

  • 52.65.Tt

    Gyrofluid and gyrokinetic simulations

  • 02.30.Jr

    Partial differential equations

PUBLICATION DATA

ISSN:

1070-664X (print)  
1089-7674 (online)

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