EFFECTIVE GPU ACCELERATION OF LARGE SCALE, ASYNCHRONOUS SIMULATIONS ON GRAPHS

被引:0
|
作者
Arendt, Dustin [1 ]
Cao, Yang [1 ]
机构
[1] Virginia Polytech Inst & State Univ, Dept Comp Sci, Blacksburg, VA 24061 USA
来源
ADVANCES IN COMPLEX SYSTEMS | 2012年 / 15卷 / 08期
基金
美国国家卫生研究院; 美国国家科学基金会;
关键词
GPGPU; maximal matching; asynchronous cellular automata; non-uniform lattice; Hilbert curve; DIFFUSION-LIMITED AGGREGATION; CELLULAR-AUTOMATA; EXCITABLE MEDIA; COMPUTER-SIMULATION; MODELS; ALGORITHMS; DISCRETE; PATTERNS; GROWTH;
D O I
10.1142/S021952591250035X
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
The recent emergence of GPGPU programming has resulted in a number of very efficient, but ultimately ad-hoc implementations of GPU accelerated simulations of complex systems. Because developing applications for the GPU is still a difficult and time consuming task, efficient GPU parallelizations of general purpose modeling frameworks are very useful. The dimer automaton is a stochastic modeling and simulation framework with a good balance of robustness, generality, and simplicity with capacity to model a wide range of phenomena. A major advantage of dimer automata is the ease in which they can be applied to any space that can be represented as a graph. Therefore, we have developed an efficient GPU implementation of dimer automata that runs up to 80 times faster than the serial implementation.
引用
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页数:20
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