GPU and FPGA Parallelization of Fuzzy Cellular Automata for the Simulation of Wildfire Spreading

被引:7
作者
Ntinas, Vasileios G. [1 ]
Moutafis, Byron E. [1 ]
Trunfio, Giuseppe A. [2 ]
Sirakoulis, Georgios Ch. [1 ]
机构
[1] Democritus Univ Thrace, Sch Engn, Dept Elect & Comp Engn, Univ Campus, Xanthi 67100, Greece
[2] Univ Sassari, DADU, I-07041 Alghero, Italy
来源
PARALLEL PROCESSING AND APPLIED MATHEMATICS, PPAM 2015, PT II | 2016年 / 9574卷
关键词
Forest fire spreading; Cellular Automata; Fuzzy theory; GPU implementation; Hardware; Parallelization;
D O I
10.1007/978-3-319-32152-3_52
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
This paper presents a Fuzzy Cellular Automata (FCA) model with the aim to cope with the computational complexity and data uncertainties that characterize the simulation of wildfire spreading on real landscapes. Moreover, parallel implementations of the proposed FCA model, on both GPU and FPGA, are discussed and investigated. According to the results, the parallel models exhibit significant speedups over the corresponding sequential algorithm. As a possible application, the proposed model could be embedded on a portable electronic system for real-time prediction of fire spread scenarios.
引用
收藏
页码:560 / 569
页数:10
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