Title of article :
Monte Carlo simulation of diffusion in a spatially nonhomogeneous medium: correction to the Gaussian steplength
Author/Authors :
Farnell، نويسنده , , L. and Gibson، نويسنده , , W.G.، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2004
Abstract :
Monte Carlo (MC) simulation of diffusion processes has proved to be a powerful and valuable adjunct to deterministic solutions of the diffusion equation. For the case of a constant diffusion coefficient it is well established that a MC method using a steplength chosen from the appropriate Gaussian distribution gives accurate results. However, in the case where the diffusion coefficient is spatially dependent, straightforward modification of this method, involving replacing the constant diffusion coefficient by the spatially dependent one in the steplength formula, leads to a systematic error, as shown by comparing MC averages with deterministic solutions. Furthermore, reducing the timestep, and hence the average steplength, does not reduce this error. In this paper, we trace the source of the error and provide a simple and readily calculated correction to the Gaussian steplength that reconciles the MC and deterministic approaches.
Keywords :
Monte Carlo , diffusion , Stochastic modelling , Gaussian distribution
Journal title :
Journal of Computational Physics
Journal title :
Journal of Computational Physics