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Efficient multilayer shallow-water simulation system based on GPUs

机译:基于GPU的高效多层浅水模拟系统

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摘要

The computational simulation of shallow stratified fluids is a very active research topic because these types of systems are very common in a variety of natural environments. The simulation of such systems can be modeled using multilayer shallow-water equations but do impose important computational requirements, especially when applied to large domains.General Purpose Computing on Graphics Processing Units (GPGPU) has become a vivid research field due to the arrival of massively parallel hardware platforms (based on graphics cards) and adequate programming frameworks which have allowed important speed-up factors with respect to not only sequential but also parallel CPU based simulation systems.In this work we present simulation of shallow stratified fluids with an arbitrary number of layers using GPUs. The designed system does fully adapt to the many-core architecture of modern GPUs and several experiments have been carried out to illustrate its scalability and behavior on different GPU models. We propose a new multilayer computational scheme for an underlying 2D mathematical model. This scheme is capable of handling an arbitrary number of layers. The system adds no overhead when used for two-layer scenarios, compared to an existing 2D system specifically designed for just two layers.Our proposal is aimed at creating a GPU-based computational scheme suitable for the simulation of multilayer large-scale real-world scenarios.
机译:浅层分层流体的计算模拟是一个非常活跃的研究主题,因为这些类型的系统在各种自然环境中非常普遍。这种系统的仿真可以使用多层浅水方程来建模,但是确实带来了重要的计算要求,尤其是在应用于大型领域时。由于大规模出现,图形处理单元(GPGPU)的通用计算已成为一个生动的研究领域。并行硬件平台(基于图形卡)和适当的编程框架,这些软件不仅允许基于顺序的并行系统而且还允许基于并行CPU的仿真系统具有重要的加速因素。使用GPU的图层。设计的系统完全适合现代GPU的多核体系结构,并且已经进行了一些实验来说明其在不同GPU模型上的可扩展性和行为。我们为基础的2D数学模型提出了一种新的多层计算方案。该方案能够处理任意数量的层。与仅专为两层设计的现有2D系统相比,该系统在用于两层场景时不会增加任何开销。我们的建议旨在创建适用于模拟多层大规模真实世界的基于GPU的计算方案场景。

著录项

  • 来源
    《Mathematics and computers in simulation》 |2018年第6期|48-65|共18页
  • 作者单位

    Depto. Lenguajes y Sistemas Informáticos, E.T.S Ingeníeria Informática, Periodista Daniel Saucedo Aranda s, Universidad de Granada;

    Depto. Análisis Matemático, Facultad de Ciencias, Campus de Teatinos s, Universidad de Málaga;

    Depto. Lenguajes y Sistemas Informáticos, E.T.S Ingeníeria Informática, Periodista Daniel Saucedo Aranda s, Universidad de Granada;

    Depto. Análisis Matemático, Facultad de Ciencias, Campus de Teatinos s, Universidad de Málaga;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Shallow-water; Finite volumes; Simulation; GPU; CUDA;

    机译:浅水;有限体积;模拟;GPU;CUDA;

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