An embarrassingly parallel algorithm for random walk simulations on random fractal structures

被引:3
|
作者
Lang, Jens [1 ]
Prehl, Janett [2 ]
机构
[1] Tech Univ Chemnitz, Fak Informat, D-09107 Chemnitz, Germany
[2] Tech Univ Chemnitz, Inst Phys, D-09107 Chemnitz, Germany
关键词
Random-walk simulation; Random fractal structures; GPU; RANDOM-SIERPINSKI CARPETS; POROUS-MEDIA; THERMAL-CONDUCTIVITY; DIFFUSION;
D O I
10.1016/j.jocs.2016.11.014
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Anomalous diffusion is often simulated by random walks on random fractal structures. As existing simulation methods either lack a high degree of parallelism or impose restrictions on the choice of fractal structures, a new approach is proposed here. We present a parallel algorithm for simulating random walks on fractal structures that is suitable for a wide variety of hardware architectures. The degree of parallelism of the algorithm equals the number of random walkers, which is achieved by its communication-avoiding design. In contrast to other approaches, the random fractal structure is not pre-computed at whole. Instead, only the surrounding of each random walker is calculated by the parallel threads while the random walker moves around on the fractal structure. (C) 2016 Elsevier B.V. All rights reserved.
引用
收藏
页码:1 / 10
页数:10
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