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1.
针对压缩感知系统实时应用的需要,探讨了A*OMP算法的并行设计及基于GPU的加速方法.将耗时长的矩阵逆运算转化为可并行的矩阵/向量操作,并结合算法本身的关联特性,进一步采用迭代法实现以降低其计算复杂度.利用GPU高效的并行运算能力,将算法中可并行的矩阵/向量计算映射到GPU上并行执行,在面向Matlab的Jacket软件平台上对整体串行算法进行了并行化的设计与实现.在NVIDIA Tesla K20Xm GPU和Intel(R)E5-2650 CPU上进行了测试,实验结果表明:对比CPU平台的串行实现,基于GPU的A*OMP算法整体上可获得约40倍的加速,实现了在保持系统较高重构质量的同时能有效降低计算时间,较好地满足了系统实时性的需要.  相似文献   

2.
针对当前算法优化研究一般局限于单一硬件平台、很难实现在不同平台上高效运行的问题,利用图形处理器(GPU)提出了基于开放式计算语言(OpenCL)的矩阵转置并行算法.通过矩阵子块粗粒度并行、矩阵元素细粒度并行、工作项与数据的空间映射和本地存储器优化方法的应用,使矩阵转置算法在GPU计算平台上的性能提高了12倍.实验结果表明,与基于CPU的串行算法、基于开放多处理(OpenMP)并行算法和基于统一计算设备架构(CUDA)并行算法性能相比,矩阵转置并行算法在OpenCL架构下NVIDIA GPU计算平台上分别获得了12.26,2.23和1.50的加速比.该算法不仅性能高,而且实现了在不同计算平台间的性能移植.  相似文献   

3.
针对减少模拟计算时间及提高问题求解规模问题, 基于设备编程架构(CUDA)将使用预处理的稳定双共轭梯度法在图形处理器(GPU)上实现, 并将其整合到TOUGHREACT软件中, 在GPU平台实现了对地下多相流动数值模拟问题的并行求解, 并给出了稳定共轭梯度算法中最耗时的两个操作稀疏矩阵向量乘积和向量内积计算的GPU平台实现及优化方法. 实验结果表明, GPU的使用对求解过程有良好的加速效果, 针对不同的网格规模进行多相流模拟实验, 达到了1.7~3.4倍的加速比.  相似文献   

4.
随着图像数据量的增加,传统单核处理器或多处理器结构的计算方式已无法满足图像灰度化实时处理需求.该文利用图像处理器(GPU)在异构并行计算的优势,提出了基于开放式计算语言(OpenCL)的图像灰度化并行算法.通过分析加权平均图像灰度化数据处理的并行性,对任务进行了层次化分解,设计了2级并行的并行算法并映射到“CPU+GPU”异构计算平台上.实验结果显示:图像灰度化并行算法在OpenCL架构下NVIDIA GPU计算平台上相比串行算法、多核CPU并行算法和CUDA并行算法的性能分别获得了27.04倍、4.96倍和1.21倍的加速比.该文提出的并行优化方法的有效性和性能可移植性得到了验证.  相似文献   

5.
为了能够有效提高基于时域的SAR回波仿真的运行速度,提出了一种基于图形处理器(GPU)架构的SAR回波仿真优化实现方法。该方法结合GPU的计算密度高、高度并行的特点并利用CUDA流在GPU上同时执行多个任务,实现任务并行、指令并行和数据并行的三重并行,极大地挖掘了回波模拟全过程的并行性,缩短了回波仿真的运算时间。实验结果表明,该方法相对于传统的CPU上的串行算法平均加速比达到128倍,可用于实时信号处理。  相似文献   

6.
利用基于图形处理器(GPU)的计算统一设备架构(CUDA) Fortran编程平台,对直接模拟蒙特卡洛(DSMC)方法进行并行优化,并以高超声速气动热计算为例,考察了串行与并行计算速度以及不同仿真分子数对并行效率的影响.结果表明,在保证计算精度不变的情况下,程序取得了4~10倍的加速比,并且加速性能高低与计算规模大小成正比.  相似文献   

7.
基于GPU高性能并行计算,在CUDA编程环境中实现边界面法正则积分的并行加速.在NVIDIA GTX680GPU和英特尔(R)酷睿(TM)i7-3770KCPU的计算平台上与传统的正则单元积分对比.数值算例表明,在保证相同精度的前提下,加速比可达到8.3.  相似文献   

8.
为实现高光谱影像数据快速降维,基于nVidia的图像处理单元(graphic processing unit,GPU)研究最大噪声分数变换(Maximum Noise Fraction Rotation,MNF Rotation)降维算法的并行设计与优化,通过对加速热点并行优化,择优整合,设计并实现基于CUBLAS(CUDA Basic Linear Algebra Subprograms)库的MNF-L(MNF-on-Library)算法和基于CPU/GPU异构系统的MNF-C(MNF-on-CUDA)算法.实验结果显示MNF-L算法加速11.5~60.6倍不等,MNF-C算法加速效果最好,加速46.5~92.9倍不等.研究结果表明了GPU在高光谱影像线性降维领域的巨大优势.  相似文献   

9.
为实现高光谱影像数据快速降维,基于nVidia 的图像处理单元(graphic processing unit, GPU)研究最大噪声分数变换(Maximum Noise Fraction Rotation,MNF Rotation)降维算法的并行设计与优化,通过对加速热点并行优化,择优整合,设计并实现基于CUBLAS(CUDA Basic Linear Algebra Subprograms)库的MNF-L(MNF-on-Library)算法和基于CPU/GPU异构系统的MNF-C(MNF-on-CUDA)算法.实验结果显示MNF-L算法加速11.5~60.6倍不等,MNF-C算法加速效果最好,加速46.5~92.9倍不等.研究结果表明了GPU在高光谱影像线性降维领域的巨大优势.  相似文献   

10.
针对数值计算中前缀和运算数据量大、耗时巨大这一难题,提出了一种基于开放式计算语言(Open Computing Language,OpenCL)的分段式前缀和并行算法。首先进行了分段式前缀和算法的并行性分析,对任务进行了层次化分解与组合,设计了两级并行的分段式前缀和算法;然后通过OpenCL编程将前缀和并行算法映射到CPU+GPU系统平台上,实现了层次化并行前缀和处理;最后,根据计算单元(Compute Unit,CU)的资源条件,增加CU中本地存储器的分配,通过改进工作节点的访问模式来降低bank冲突,提高访存速度。实验结果表明,与基于AMD Opteron 2439 SE CPU的串行算法、基于OpenMP(Open Multi-Processing)并行算法和基于统一计算设备架构并行算法性能相比,前缀和并行算法在OpenCL架构下NVIDIA Tesla C2075计算平台上分别获得了33.51倍、6.26倍和2.41倍的加速比。验证了提出的并行优化方法的有效性和性能可移植性。  相似文献   

11.
There are numerous geometric objects stored in the spatial databases. An importance function in a spatial database is that users can browse the geometric objects as a map efficiently. Thus the spatial database should display the geometric objects users concern about swiftly onto the display window. This process includes two operations:retrieve data from database and then draw them onto screen. Accordingly, to improve the efficiency, we should try to reduce time of both retrieving object and displaying them. The former can be achieved with the aid of spatial index such as R-tree, the latter require to simplify the objects. Simplification means that objects are shown with sufficient but not with unnecessary detail which depend on the scale of browse. So the major problem is how to retrieve data at different detail level efficiently. This paper introduces the implementation of a multi-scale index in the spatial database SISP (Spatial Information Shared Platform) which is generalized from R-tree. The difference between the generalization and the R-tree lies on two facets: One is that every node and geometric object in the generalization is assigned with a importance value which denote the importance of them, and every vertex in the objects are assigned with a importance value,too. The importance value can be use to decide which data should be retrieve from disk in a query. The other difference is that geometric objects in the generalization are divided into one or more sub-blocks, and vertexes are total ordered by their importance value. With the help of the generalized R-tree, one can easily retrieve data at different detail levels.Some experiments are performed on real-life data to evaluate the performance of solutions that separately use normal spatial index and multi-scale spatial index. The results show that the solution using multi-scale index in SISP is satisfying.  相似文献   

12.
The discovery of the prolific Ordovician Red River reservoirs in 1995 in southeastern Saskatchewan was the catalyst for extensive exploration activity which resulted in the discovery of more than 15 new Red River pools. The best yields of Red River production to date have been from dolomite reservoirs. Understanding the processes of dolomitization is, therefore, crucial for the prediction of the connectivity, spatial distribution and heterogeneity of dolomite reservoirs.The Red River reservoirs in the Midale area consist of 3~4 thin dolomitized zones, with a total thickness of about 20 m, which occur at the top of the Yeoman Formation. Two types of replacement dolomite were recognized in the Red River reservoir: dolomitized burrow infills and dolomitized host matrix. The spatial distribution of dolomite suggests that burrowing organisms played an important role in facilitating the fluid flow in the backfilled sediments. This resulted in penecontemporaneous dolomitization of burrow infills by normal seawater. The dolomite in the host matrix is interpreted as having occurred at shallow burial by evaporitic seawater during precipitation of Lake Almar anhydrite that immediately overlies the Yeoman Formation. However, the low δ18O values of dolomited burrow infills (-5.9‰~ -7.8‰, PDB) and matrix dolomites (-6.6‰~ -8.1‰, avg. -7.4‰ PDB) compared to the estimated values for the late Ordovician marine dolomite could be attributed to modification and alteration of dolomite at higher temperatures during deeper burial, which could also be responsible for its 87Sr/86Sr ratios (0.7084~0.7088) that are higher than suggested for the late Ordovician seawaters (0.7078~0.7080). The trace amounts of saddle dolomite cement in the Red River carbonates are probably related to "cannibalization" of earlier replacement dolomite during the chemical compaction.  相似文献   

13.
AcomputergeneratorforrandomlylayeredstructuresYUJia shun1,2,HEZhen hua2(1.TheInstituteofGeologicalandNuclearSciences,NewZealand;2.StateKeyLaboratoryofOilandGasReservoirGeologyandExploitation,ChengduUniversityofTechnology,China)Abstract:Analgorithmisintrod…  相似文献   

14.
Instead of following Fock’s expansion,we solve the Schrodinger equation for some quantum mechanical manybody systems such as electrons in atoms and charged excitons in quantum wells in a similar way in hyperspherical coordinates by expanding the wave functions into orthonormal complete basis sets of the hyperspherical hannonics(HHs)of hyperangles and generalized Laguerre polynomials(GLPs)of the hyperradius.This leads the equation to  相似文献   

15.
Future mobile communication systems aim at providing very high data transmission rates, even in high-mobility scenarios such as high-speed wheel-track trains, maglev trains, highway vehicles, airplanes, guided missiles or spacecraft. A particularly important commercial application is the strong and increasing worldwide demand for high- speed broadband wireless communications (up to 574.8 km/ h test speeds or 380 km/h commercial speeds) in railways, providing data, voice and video services for applications such as onboard entertainment services to passengers, train control, train dispatch, train sensor status handling and sur- veillance. In such high-mobility scenarios, there are a number of communication challenges, including fast hand- over, location updating, high-speed channel modeling, estimation and equalization, anti-Doppler spreading tech- niques, fast power control, and dedicated network architec- ture. Because signal transmission in very high-speed scenarios will inevitably experience serious deterioration, it is imperative to develop key broadband mobile communi- cation techniques for such high-speed vehicles.  相似文献   

16.
17.
本文叙述了对海南岛及其毗邻大陆边缘白垩纪到第四纪地层岩石进行古地磁研究的全部工作过程。通过分析岩石中剩余磁矢量的磁偏角及磁倾角的变化,提出海南岛白垩纪以来经历的构造演化模式如下:早期伴随顺时针旋转而向南迁移,后期伴随逆时针转动并向北运移。联系该地区及邻区的地质、地球物理资料,对海南岛上述的构造地体运动提出以下认识:北部湾内早期有一拉张作用,主要是该作用使湾内地壳显著伸长减薄,形成北部湾盆地。从而导致了海南岛的早期构造运动,而海南岛后期的构造运动则主要是受南海海底扩张的影响。海南地体运动规律的阐明对于了解北部湾油气盆地的形成演化有重要的理论和实际意义。  相似文献   

18.
Being the primary media of geographical information and the elementary objects manipulated, almost all of maps adopt the layer-based model to represent geographic information in the existent GIS. However, it is difficult to extend the map represented in layer-based model. Furthermore, in Web-Based GIS, It is slow to transmit the spatial data for map viewing. In this paper, for solving the questions above, we have proposed a new method for representing the spatial data. That is scale-based model. In this model we represent maps in three levels: scale-view, block, and spatial object, and organize the maps in a set of map layers, named Scale-View, which associates some given scales.Lastly, a prototype Web-Based GIS using the proposed spatial data representation is described briefly.  相似文献   

19.
Various applications relevant to the exciton dynamics,such as the organic solar cell,the large-area organic light-emitting diodes and the thermoelectricity,are operating under temperature gradient.The potential abnormal behavior of the exicton dynamics driven by the temperature difference may affect the efficiency and performance of the corresponding devices.In the above situations,the exciton dynamics under temperature difference is mixed with  相似文献   

20.
The elongation method,originally proposed by Imamura was further developed for many years in our group.As a method towards O(N)with high efficiency and high accuracy for any dimensional systems.This treatment designed for one-dimensional(ID)polymers is now available for three-dimensional(3D)systems,but geometry optimization is now possible only for 1D-systems.As an approach toward post-Hartree-Fock,it was also extended to  相似文献   

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