Efficient Parallel Simulations of Wireless Signal Wave Propagation

Dorin Ioniță, Filip-George Manole, E. Slusanschi
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Abstract

A common pattern in high performance scientific computing is the structured grid pattern in which one or more elements of a matrix are computed as a stencil operation of other matrix neighbouring elements. Since there are multiple options to efficiently implement this pattern on modern computing architectures, we provide a comparison of the performance of a number of parallel implementations on a multi-core system with GPU capabilities and also on a FPGA embedded inside a SoC. The application used for this case study implements the propagation of wireless signals in a bi-dimensional environment, considering reflections and signal attenuation. The parallel programming paradigms examined in this paper include CUDA, TBB, Rust, OpenMP, and HLS as hardware description paradigm, with CUDA proving to be the fastest implementation.
无线信号波传播的高效并行模拟
高性能科学计算中的一种常见模式是结构化网格模式,其中矩阵的一个或多个元素被计算为其他矩阵邻近元素的模板操作。由于在现代计算架构上有多种有效实现此模式的选项,因此我们提供了在具有GPU功能的多核系统上以及在SoC内嵌入的FPGA上的许多并行实现的性能比较。本案例研究中使用的应用程序实现了无线信号在二维环境中的传播,考虑了反射和信号衰减。本文研究的并行编程范例包括CUDA、TBB、Rust、OpenMP和HLS作为硬件描述范例,CUDA被证明是最快的实现。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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