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Massively Parallel Discrete Element Method Simulations on Graphics Processing Units

机译:图形处理单元上的大规模并行离散元方法仿真

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摘要

This paper outlines the development and implementation of large-scale discrete element method (DEM) simulations on graphics processing hardware. These simulations, as well as the topic of general-purpose graphics processing unit (GPGPU) computing, are introduced and discussed. We proceed to cover the general software design choices and architecture used to realize a GPGPU -enabled DEM simulation, driven primarily by the massively parallel nature of this computing technology. Further enhancements to this simulation, namely, a more advanced sliding friction model and a thermal conduction model, are then addressed. This discussion also highlights some of the finer points and issues associated with GPGPU computing, particularly surrounding the issues of paralle-lization, synchronization, and approximation. Qualitative comparison studies between simple and advanced sliding friction models demonstrate the effectiveness of the friction model. A test problem and an application problem in the area of wind turbine blade icing demonstrate the capabilities of the thermal model. We conclude with remarks regarding the simulations developed, future work needed, and the general suitability of GPGPU architectures for DEM computations.
机译:本文概述了在图形处理硬件上大规模离散元方法(DEM)仿真的开发和实现。介绍并讨论了这些仿真以及通用图形处理单元(GPGPU)计算的主题。我们将继续介绍用于实现基于GPGPU的DEM仿真的一般软件设计选择和体系结构,主要是由该计算技术的大规模并行性驱动的。然后讨论了对该模拟的进一步增强,即更高级的滑动摩擦模型和热传导模型。讨论还将重点介绍与GPGPU计算相关的一些优点和问题,尤其是并行化,同步和逼近的问题。简单和高级滑动摩擦模型之间的定性比较研究证明了摩擦模型的有效性。风力涡轮机叶片结冰领域的测试问题和应用问题证明了热模型的功能。最后,我们就开发的仿真,将来需要做的工作以及GPGPU架构对DEM计算的一般适用性发表评论。

著录项

  • 来源
    《Journal of Computing and Information Science in Engineering》 |2016年第3期|031001.1-031001.8|共8页
  • 作者单位

    Computational Multiphysics Systems Laboratory, U.S. Naval Research Laboratory, Washington, DC 20375;

    College of Engineering and Computer Science, Colorado School of Mines, Golden, CO 80401;

    Department of Mechanical Engineering, Clemson University, Clemson, SC 29634;

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