A New Parallel Frequency-Domain Finite-Difference Algorithm Using Multi-GPU

被引:0
|
作者
Wang, Yijing [1 ]
He, Xinbo [1 ]
Wei, Bin [1 ]
机构
[1] Xidian Univ, Sch Phys, Xian 710071, Peoples R China
来源
IEEE MICROWAVE AND WIRELESS TECHNOLOGY LETTERS | 2024年 / 34卷 / 08期
基金
中国国家自然科学基金;
关键词
Graphics processing units; Sparse matrices; Computational efficiency; Finite difference methods; Matrix decomposition; Instruction sets; Mathematical models; Electromagnetic scattering; frequency-domain finite-difference (FDFD); graphic processing unit (GPU); multi-GPU; parallel algorithm; CONJUGATE GRADIENTS; ACCELERATION; FDTD;
D O I
10.1109/LMWT.2024.3414598
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This letter presents a parallel frequency-domain finite-difference (FDFD) algorithm based on multi-graphic processing unit (GPU) applied to electromagnetic scattering computations to enhance the computational efficiency of the algorithm. The proposed algorithm parallelizes the solution of large-scale sparse matrices, distributing threads to the matrix-vector and vector-vector multiplication operations within decomposed sub-matrices to reduce the computational time. Moreover, we configure the OpenMP to optimize communication transfer between multiple GPUs, thereby improving computational efficiency. The simulation results show that compared with the conventional FDFD method, the proposed algorithm can enhance computational efficiency while ensuring accuracy.
引用
收藏
页码:971 / 974
页数:4
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