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Title: Multilevel Monte Carlo simulation of Coulomb collisions

Journal Article · · Journal of Computational Physics
 [1];  [2];  [3];  [2];  [3]
  1. Univ. of California, Los Angeles, CA (United States); Pratt Institute, Brooklyn, NY (United States)
  2. Univ. of California, Los Angeles, CA (United States)
  3. Lawrence Livermore National Lab. (LLNL), Livermore, CA (United States)

We present a new, for plasma physics, highly efficient multilevel Monte Carlo numerical method for simulating Coulomb collisions. The method separates and optimally minimizes the finite-timestep and finite-sampling errors inherent in the Langevin representation of the Landau–Fokker–Planck equation. It does so by combining multiple solutions to the underlying equations with varying numbers of timesteps. For a desired level of accuracy ε , the computational cost of the method is O(ε–2) or (ε–2(lnε)2), depending on the underlying discretization, Milstein or Euler–Maruyama respectively. This is to be contrasted with a cost of O(ε–3) for direct simulation Monte Carlo or binary collision methods. We successfully demonstrate the method with a classic beam diffusion test case in 2D, making use of the Lévy area approximation for the correlated Milstein cross terms, and generating a computational saving of a factor of 100 for ε=10–5. Lastly, we discuss the importance of the method for problems in which collisions constitute the computational rate limiting step, and its limitations.

Research Organization:
Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)
Sponsoring Organization:
USDOE
Grant/Contract Number:
AC52-07NA27344
OSTI ID:
1297655
Report Number(s):
LLNL-JRNL-644834
Journal Information:
Journal of Computational Physics, Vol. 274, Issue C; ISSN 0021-9991
Publisher:
ElsevierCopyright Statement
Country of Publication:
United States
Language:
English
Citation Metrics:
Cited by: 11 works
Citation information provided by
Web of Science

References (40)

Bootstrap current for the edge pedestal plasma in a diverted tokamak geometry journal July 2012
Plasma transport in stochastic magnetic field caused by vacuum resonant magnetic perturbations at diverted tokamak edge journal October 2010
Effects of ion-ion collisions and inhomogeneity in two-dimensional kinetic ion simulations of stimulated Brillouin backscattering journal February 2006
Collision and interpenetration of plasmas created by laser‐illuminated disks journal April 1992
Astrophysical Gyrokinetics: Kinetic and Fluid Turbulent Cascades in Magnetized Weakly Collisional Plasmas journal May 2009
Nonlinear Phase Mixing and Phase-Space Cascade of Entropy in Gyrokinetic Plasma Turbulence journal June 2009
Multilevel Monte Carlo Path Simulation journal June 2008
Sparse grids journal May 2004
Monte Carlo Complexity of Global Solution of Integral Equations journal June 1998
Monte Carlo and quasi-Monte Carlo methods journal January 1998
A review of Vlasov–Fokker–Planck numerical modeling of inertial confinement fusion plasma journal February 2012
A binary collision model for plasma simulation with a particle code journal November 1977
Monte Carlo methods and their analysis for Coulomb collisions in multicomponent plasmas journal August 2013
Theory of collision algorithms for gases and plasmas based on the Boltzmann equation and the Landau-Fokker-Planck equation journal April 2000
Particle simulation of Coulomb collisions: Comparing the methods of Takizuka & Abe and Nanbu journal April 2008
The method of stochastic differential equations for computing the kinetics of a plasma with collisions journal January 1980
Data-parallel algorithms for Monte Carlo simulation of neoclassical transport in magnetically confined plasmas journal November 1993
A Grid-Based Coulomb Collision Model for PIC Codes journal January 1996
Langevin Representation of Coulomb Collisions in PIC Simulations journal December 1997
Monte Carlo Transport Simulation Techniques for Stellarator Fusion Experiments journal January 1999
A Monte-Carlo method for coulomb collisions in hybrid plasma models journal February 2008
Small-angle Coulomb collision model for particle-in-cell simulations journal March 2009
Time-Step Considerations in Particle Simulation Algorithms for Coulomb Collisions in Plasmas journal September 2010
ISDEP: Integrator of stochastic differential equations for plasmas journal September 2012
Stochastic approach to laser plasma kinetics with Coulomb collisions journal December 1997
Langevin approach to plasma kinetics with Coulomb collisions journal January 1999
Higher-order time integration of Coulomb collisions in a plasma using Langevin equations journal June 2013
Infinite-Dimensional Quadrature and Approximation of Distributions journal June 2008
Fokker-Planck Equation for an Inverse-Square Force journal July 1957
Über die von der molekularkinetischen Theorie der Wärme geforderte Bewegung von in ruhenden Flüssigkeiten suspendierten Teilchen journal January 1905
Variable Step Size Control in the Numerical Solution of Stochastic Differential Equations journal October 1997
Random Generation of Stochastic Area Integrals journal August 1994
A grid-based binary model for coulomb collisions in plasmas journal February 2013
Monte Carlo implementation of a guiding-center Fokker-Planck kinetic equation journal September 2013
Analysing multi-level Monte Carlo for options with non-globally Lipschitz payoff journal July 2009
On irregular functionals of SDEs and the Euler scheme journal July 2009
Fluid moment models for Landau damping with application to the ion-temperature-gradient instability journal June 1990
The Semi-Lagrangian Method for the Numerical Resolution of the Vlasov Equation journal March 1999
Theory of cumulative small-angle collisions in plasmas journal April 1997
An entropy based thermalization scheme for hybrid simulations of Coulomb collisions text January 2013

Cited By (4)

Multilevel Monte Carlo methods journal April 2015
Multiscale modelling and splitting approaches for fluids composed of Coulomb-interacting particles journal July 2018
Ionic transport in high-energy-density matter journal April 2016
Anisotropic Radio-wave Scattering and the Interpretation of Solar Radio Emission Observations journal October 2019

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