Generalized Patch Dynamics Scheme in Equation-free Multiscale Modelling (2401.07493v1)

Abstract: There is a class of problems that exhibit smooth behavior on macroscopic scales, where only a microscopic evolution law is known. Patch dynamics scheme of `equation-free multiscale modelling' is one of the techniques, which aims to extract the macroscopic information using such known time-dependent microscopic model simulation in patches (which is a fraction of the space-time domain) that reduces the computational complexity. Here, extrapolation time step has an important role to reduce the error at macroscopic level. In this study, a generalized patch dynamics (GPD) scheme is proposed by distributing the gap-tooth timesteppers (GTTs) within each long (macroscopic) time step. This distribution is done in two ways, namely, GPD schemes of type-I and type-II. The proposed GPD scheme is based on three different time scales namely, micro, meso and macro to predict the system level behaviours. The GPD scheme of both types are capable of providing better accuracy with less computation time compared to the usual patch dynamics (UPD) scheme. The physical behaviours of the problems can be more appropriately addressed by the GPD scheme as one may use a non-uniform (variable) distribution of gap-tooth timesteppers (GTTs), as well as the extrapolation times based on the physics of the problem. Where the UPD scheme fails to converge for a long extrapolation time, both types of GPD schemes can be successfully applied. The whole method has been analyzed successfully for the one-dimensional reaction-diffusion problem.