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GPU通用计算模式在岩土工程中的应用
引用本文:刘明贵,刘绍波,张国华.GPU通用计算模式在岩土工程中的应用[J].岩土力学,2010,31(9):3019-3024.
作者姓名:刘明贵  刘绍波  张国华
作者单位:中国科学院武汉岩土力学研究所,岩土力学与工程国家重点实验室,武汉 430071
基金项目:武汉市重大创新活动专项(个人) 
摘    要:由于岩土工程地质条件的复杂性及其规模的不断增大,对大规模数值计算速度的要求越来越高。显卡核心单元(GPU)由于其硬件构造特殊,有着并行计算上的独特优势、高速浮点运算性能和超高的内存带宽,可以很好地解决大规模的科学计算速度问题。文中介绍了GPU与CPU的硬件构架差异,总结了多核CPU、工作站等方式发展的局限性及GPU在并行运算方面的优势,详细阐述了GPU各类计算模式的发展特点及其成果,展示了其在坝区渗透特性中随机微分方程加速求解过程中的优越性,探讨了采用GPU进行大规模岩土工程数值计算的应用前景。

关 键 词:GPGPU  CUDA  Stream  OpenCL  高性能计算  岩土工程  
收稿时间:2009-01-12

Application of general-purpose computation on GPUs to geotechnical engineering
LIU Ming-gui,LIU Shao-bo,ZHANG Guo-hua.Application of general-purpose computation on GPUs to geotechnical engineering[J].Rock and Soil Mechanics,2010,31(9):3019-3024.
Authors:LIU Ming-gui  LIU Shao-bo  ZHANG Guo-hua
Institution:State Key Laboratory of Geomechanics and Geotechnical Engineering, Institute of Rock and Soil Mechanics, Chinese Academy of Sciences, Wuhan 430071, China
Abstract:Because of the complex geological conditions of geotechnical engineering and its increasing project scale, the requirements of the calculation speed for large-scale numerical simulation become more strict. Graphics processing unit (GPU), the core unit of graphics card, can solve this problem with the advantages of parallel computing, high-speed floating-point performance and high memory bandwidth. The hardware architecture differences between GPU and CPU are analyzed firstly. Then the advantages and disadvantages of CPU and GPU are summarized; the development and achievement of general-purpose computation on GPU are described in detail. Finally, an example about application of GPU to stochastic differential equations of permeability is given; the advantage of GPU is displayed and the application of GPU computing to geotechnical engineering is discussed.
Keywords:GPGPU  CUDA Stream  OpenCL
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