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1.
蚁群聚类是一种有效的聚类方法,已在数据分析等领域获得广泛应用.MPI并行计算提供高效的数据处理方案,研究蚁群聚类算法的并行化是目前具有挑战性的研究课题.首先介绍了基于传统编程模型的解决TSP问题的蚁群优化算法,以及蚁群优化算法和K-means结合的聚类方法,描述了它们的基本原理和实现过程.然后,对基于传统编程模型的聚类算法进行MPI并行化改进,实现了基于MPI并行计算的蚁群聚类算法.最后,分别采用Iris、Wine、Zoo3个UCI数据集和Reuter-21578文本数据集进行多次测试,对基于传统编程模型的聚类算法和基于MPI并行计算的聚类算法进行性能和效率上的比较,得出基于MPI并行计算的聚类算法更优的结论.  相似文献   

2.
针对当前搭建集群并行系统复杂且耗时等问题,提出基于Docker搭建并行系统。介绍轻量级虚拟化技术Docker的核心概念和基本架构,并基于Docker技术在Linux平台上搭建集群并行开发环境。简要阐述并行计算的思想,叙述MPI和OpenMP并行计算的基本概念和特点,针对矩阵并行乘法的算法建立MPI和OpenMP的混合编程模型,并给出混合编程模型与MPI并行编程模型以及OpenMP并行编程模型的性能对比,分析出现差异的原因。基于该混合编程模型比较Docker与传统物理机两者搭建的并行系统的并行效率。  相似文献   

3.
周杰  李文敬 《计算机科学》2017,44(Z11):586-591, 595
为解决多核机群Petri网并行化过程中,运用MPI+OPenMP混合编程实现同步会出现死锁的问题,提出了基于三层混合编程模型的Petri网并行算法。首先,根据事务内存的同步优势,在多核机群环境下构建MPI+OPenMP+STM的三层编程模型;然后,对Petri网的几何模型与代数模型的并行化进行分析,建立MPI+OPenMP+STM三层结构的Petri网并行模型,并对三层混合编程模型的Petri网并行算法进行设计与分析;最后,通过示例进行编程验证,该算法的运行效率明显优于其他编程模式,而且Petri网的规模越大,其并行计算的效果就越明显。因此,该算法是多核机群环境下模拟Petri网并行运行的一种高效且可行的算法。  相似文献   

4.
针对水声传播模型的计算量大,难以满足实时化、精细化水下声传播信息保障需求的难题,基于MPI+OpenMP混合并行编程方法,开展了WKBZ简正波模型混合并行计算方法研究,实现了水下声场2级混合并行计算。该方法通过节点间消息传递、节点内内存共享的方式,有效克服了MPI并行编程模型通信开销大和OpenMP并行编程环境可扩展性差的缺点,较好地解决了水下声传播快速计算的问题。测试结果表明,该方法能够较好地利用SMP集群节点间和节点内多级并行机制,充分发挥消息传递编程模型和共享内存编程模型各自的优势,大幅降低MPI进程间通信带来的时间开销,有效提升程序的可扩展性和并行效率。  相似文献   

5.
宋伟  宋玉 《微机发展》2007,17(2):164-167
并行计算技术是计算机技术发展的重要方向之一,SMP与集群是当前主流的并行体系结构。当前并行程序设计方法主要采用基于消息传递模型的MPI和基于共享存储模型的OpenMP,两种编程模式各有特点和适用范围。对SMP集群以及MPI和OpenMP的特点进行了分析,介绍了在SMP集群系统中利用MPI和OpenMP混合编程的可行性方法。  相似文献   

6.
基于SMP集群系统的并行编程模式研究与分析   总被引:4,自引:1,他引:4  
并行计算技术是计算机技术发展的重要方向之一,SMP与集群是当前主流的并行体系结构。当前并行程序设计方法主要采用基于消息传递模型的MPI和基于共享存储模型的OpenMP,两种编程模式各有特点和适用范围。对SMP集群以及MPI和OpenMP的特点进行了分析,介绍了在SMP集群系统中利用MPI和OpenMP混合编程的可行性方法。  相似文献   

7.
针对分水岭算法特点,给出了MPI编程模型实现分水岭算法并行化的方法,分水岭的初始分割及区域合并是针对图像区域进行的,各个区域之间的分水岭区域分割是可以相互无关的,存在数据并行性,因此可以通过并行计算来缩短分水岭区域合并的时间.实验结果表明,分水岭算法按区域划分并行化后部署在MPI集群上运行,具有较好的加速比和良好的扩展性.  相似文献   

8.
主要对并行计算的编程模型进行了研究,包括MPI和OpenMP两种编程模型,同时提出了一种层次化混合编程模型。并以计算π的问题为例,用C语言设计了混合编程模型下的程序,在以多核处理器作为节点的曙光TC5000集群上对三种编程模型下的求π程序进行了实验,同时将实验结果进行了性能分析和比较。结果表明该混合并行算法具有更好的扩展性和加速比。  相似文献   

9.
几何定理证明的数值验证法以数值计算代替符号计算来提高效率,但是在实际应用中对复杂命题的解题效率还存在问题。该文尝试用并行计算方法来提高算法效率,分析了MPI编程模型下的任务划分、通信组织、任务调度等问题,并在MPICH2下实现了数值并行验证算法,对算法的并行性能指标进行了测试,得到了较好的结果。  相似文献   

10.
简要综述并行计算的思想,并对分布式内存结构和共享式内存结构两种结构的特点进行比较。叙述如何应用OpenMP和MPI进行混合编程,以及相应的混合编程模型。通过一个实例,针对多核CPU组成的SMP构架的集群,实现OpenMP和MPI混合编程的性能对比和结论分析。  相似文献   

11.
《计算机科学》2007,34(4):148-148
Recent years have seen rapid advances in various grid-related technologies, middleware, and applications. The GCC conference has become one of the largest scientific events worldwide in grid and cooperative computing. The 6th international conference on grid and cooperative computing (GCC2007) Sponsored by China Computer Federation (CCF),Institute of Computing Technology, Chinese Academy of Sciences (ICT) and Xinjiang University ,and in Cooperation with IEEE Computer Soceity ,is to be held from August 16 to 18, 2007 in Urumchi, Xinjiang, China.  相似文献   

12.
为了设计一种具有低成本、低功耗、易操作、功能强且可靠性高的煤矿井下安全分站,针对煤矿安全生产实际,文章提出了采用MCS-51系列单片机为核心、具有CAN总线通信接口的煤矿井下安全监控分站的设计方案;首先给出煤矿井下安全监控分站的整体构架设计,然后着重阐述模拟量输入信号处理系统的设计过程,最后说明单片机最小系统及其键盘、显示、报警、通信等各个组成部分的设计;为验证设计方案的可行性与有效性,使用Proteus软件对设计内容进行仿真验证,设计的煤矿井下安全监控分站具有瓦斯、温度等模拟量参数超标报警功能和电机开停、风门开闭等开关量指示功能;仿真结果表明:设计的煤矿井下安全监控分站具有一定的实际应用价值.  相似文献   

13.
本文分析了法律数据库的结构和特点,介绍了采用面向对象设计方法和超文本数据库技术开发和实现法律信息库系统将作为重要网络资源之一为不同用户进行法律咨询服务。  相似文献   

14.
In modern service-oriented architectures, database access is done by a special type of services, the so-called data access services (DAS). Though, particularly in data-intensive applications, using and developing DAS are very common today, the link between the DAS and their implementation, e.g. a layer of data access objects (DAOs) encapsulating the database queries, still is not sufficiently elaborated, yet. As a result, as the number of DAS grows, finding the desired DAS for reuse and/or associated documentation can become an impossible task. In this paper we focus on bridging this gap between the DAS and their implementation by presenting a view-based, model-driven data access architecture (VMDA) managing models of the DAS, DAOs and database queries in a queryable manner. Our models support tailored views of different stakeholders and are scalable with all types of DAS implementations. In this paper we show that our view-based and model driven architecture approach can enhance software development productivity and maintainability by improving DAS documentation. Moreover, our VMDA opens a wide range of applications such as evaluating DAS usage for DAS performance optimization. Furthermore, we provide tool support and illustrate the applicability of our VMDA in a large-scale case study. Finally, we quantitatively prove that our approach performs with acceptable response times.  相似文献   

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正SCIENCE CHINA Information Sciences(Sci China Inf Sci),cosponsored by the Chinese Academy of Sciences and the National Natural Science Foundation of China,and published by Science China Press,is committed to publishing highquality,original results of both basic and applied research in all areas of information sciences,including computer science and technology;systems science,control science and engineering(published in Issues with odd numbers);information and communication engineering;electronic science and technology(published in Issues with even numbers).Sci China Inf Sci is published monthly in both print and electronic forms.It is indexed by Academic OneFile,Astrophysics Data System(ADS),CSA,Cabells,Current Contents/Engineering,Computing and Technology,DBLP,Digital Mathematics Registry,Earthquake Engineering Abstracts,Engineering Index,Engineered Materials Abstracts,Gale,Google,INSPEC,Journal Citation Reports/Science Edition,Mathematical Reviews,OCLC,ProQuest,SCOPUS,Science Citation Index Expanded,Summon by Serial Solutions,VINITI,Zentralblatt MATH.  相似文献   

18.
正Erratum to:J Zhejiang Univ-Sci C(ComputElectron)2014 15(7):551-563doi:10.1631/jzus.C1300320The original version of this article unfortunately contained mistakes.Algorithm 6 should be as follows:Algorithm 6 FGKFCM-F clustering Input:(1)X={x_1,x_2,…,x_N},,x_iR~d,i=1,2,…,N,the dataset;(2)C,1C≤N,the number of clusters;(3)ε0,the stopping criterion;  相似文献   

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20.
《Information & Management》2016,53(6):787-802
Discrepant technological events or situations that entail a problem, a misunderstanding or a difficulty with the Information Technology (IT) being employed, are common in the workplace, and can lead to frustration and avoidance behaviors. Little is known, however, about how individuals cope with these events. This paper examines these events by using a multi-method pragmatic approach informed by coping theory. The results of two studies – a critical incident study and an experiment – serve to build and test, respectively, a theoretical model that posits that individuals use a variety of strategies when dealing with these events: they experience negative emotions, make external attributions, and adopt engagement coping strategies directed at solving the event, eventually switching to a disengagement coping strategy when they feel they have no control over the situation. Furthermore, users’ efforts may result in ‘accidental’ learning as they try to overcome the discrepant IT events through engagement coping. The paper ends with a discussion of the results in light of existing literature, future opportunities for research, and implications for practice.  相似文献   

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