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Parallel Computing with a Bayesian Item Response Model
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作者 Kyriakos Patsias Mona Rahimi +1 位作者 Yanyan Sheng Shahram Rahimi 《American Journal of Computational Mathematics》 2012年第2期65-71,共7页
Item response theory (IRT) is a modern test theory that has been used in various aspects of educational and psychological measurement. The fully Bayesian approach shows promise for estimating IRT models. Given that it... Item response theory (IRT) is a modern test theory that has been used in various aspects of educational and psychological measurement. The fully Bayesian approach shows promise for estimating IRT models. Given that it is computation- ally expensive, the procedure is limited in practical applications. It is hence important to seek ways to reduce the execution time. A suitable solution is the use of high performance computing. This study focuses on the fully Bayesian algorithm for a conventional IRT model so that it can be implemented on a high performance parallel machine. Empirical results suggest that this parallel version of the algorithm achieves a considerable speedup and thus reduces the execution time considerably. 展开更多
关键词 Gibbs Sampling High Performance computing message passing Interface TWO-PARAMETER IRT Model
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Static Analysis Techniques for Fixing Software Defects in MPI-Based Parallel Programs
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作者 Norah Abdullah Al-Johany Sanaa Abdullah Sharaf +1 位作者 Fathy Elbouraey Eassa Reem Abdulaziz Alnanih 《Computers, Materials & Continua》 SCIE EI 2024年第5期3139-3173,共35页
The Message Passing Interface (MPI) is a widely accepted standard for parallel computing on distributed memorysystems.However, MPI implementations can contain defects that impact the reliability and performance of par... The Message Passing Interface (MPI) is a widely accepted standard for parallel computing on distributed memorysystems.However, MPI implementations can contain defects that impact the reliability and performance of parallelapplications. Detecting and correcting these defects is crucial, yet there is a lack of published models specificallydesigned for correctingMPI defects. To address this, we propose a model for detecting and correcting MPI defects(DC_MPI), which aims to detect and correct defects in various types of MPI communication, including blockingpoint-to-point (BPTP), nonblocking point-to-point (NBPTP), and collective communication (CC). The defectsaddressed by the DC_MPI model include illegal MPI calls, deadlocks (DL), race conditions (RC), and messagemismatches (MM). To assess the effectiveness of the DC_MPI model, we performed experiments on a datasetconsisting of 40 MPI codes. The results indicate that the model achieved a detection rate of 37 out of 40 codes,resulting in an overall detection accuracy of 92.5%. Additionally, the execution duration of the DC_MPI modelranged from 0.81 to 1.36 s. These findings show that the DC_MPI model is useful in detecting and correctingdefects in MPI implementations, thereby enhancing the reliability and performance of parallel applications. TheDC_MPImodel fills an important research gap and provides a valuable tool for improving the quality ofMPI-basedparallel computing systems. 展开更多
关键词 High-performance computing parallel computing software engineering software defect message passing interface DEADLOCK
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An MPI parallel DEM-IMB-LBM framework for simulating fluid-solid interaction problems 被引量:2
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作者 Ming Xia Liuhong Deng +3 位作者 Fengqiang Gong Tongming Qu Y.T.Feng Jin Yu 《Journal of Rock Mechanics and Geotechnical Engineering》 SCIE CSCD 2024年第6期2219-2231,共13页
The high-resolution DEM-IMB-LBM model can accurately describe pore-scale fluid-solid interactions,but its potential for use in geotechnical engineering analysis has not been fully unleashed due to its prohibitive comp... The high-resolution DEM-IMB-LBM model can accurately describe pore-scale fluid-solid interactions,but its potential for use in geotechnical engineering analysis has not been fully unleashed due to its prohibitive computational costs.To overcome this limitation,a message passing interface(MPI)parallel DEM-IMB-LBM framework is proposed aimed at enhancing computation efficiency.This framework utilises a static domain decomposition scheme,with the entire computation domain being decomposed into multiple subdomains according to predefined processors.A detailed parallel strategy is employed for both contact detection and hydrodynamic force calculation.In particular,a particle ID re-numbering scheme is proposed to handle particle transitions across sub-domain interfaces.Two benchmarks are conducted to validate the accuracy and overall performance of the proposed framework.Subsequently,the framework is applied to simulate scenarios involving multi-particle sedimentation and submarine landslides.The numerical examples effectively demonstrate the robustness and applicability of the MPI parallel DEM-IMB-LBM framework. 展开更多
关键词 Discrete element method(DEM) Lattice Boltzmann method(LBM) Immersed moving boundary(IMB) Multi-cores parallelization message passing interface(MPI) CPU Submarine landslides
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一种基于Message Passing的并行程序设计技术 被引量:1
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作者 温钰洪 王鼎兴 +1 位作者 沈美明 郑纬民 《小型微型计算机系统》 CSCD 北大核心 1995年第5期7-13,共7页
本文首先分析介绍构造并行计算机系统的两种方法:Multiprocessors和Multicomputers,然后介绍一种Multicomputers并行计算机系统中基于messagepassing的并行程序设计环境以... 本文首先分析介绍构造并行计算机系统的两种方法:Multiprocessors和Multicomputers,然后介绍一种Multicomputers并行计算机系统中基于messagepassing的并行程序设计环境以及并行程序设计方法,它具有程序设计简单、直观等特点,易于构造程序模型,并能获得较好的加速比。 展开更多
关键词 程序设计 并行程序 并行计算机
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基于Message Passing的并行编程环境 被引量:2
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作者 刘欣然 胡铭曾 《计算机工程》 EI CAS CSCD 北大核心 1997年第5期17-20,共4页
在分布式并行计算机系统中,由于处理机间无共事内存,因此采用了MessagePassins方式实现处理机间的通信.文中讨论了基于MessagePassing把的并行编程环境所应具备的特点,然后介绍几种被人们普遍接受的并行编程环境.
关键词 消息传递 并行编程 并行计算机
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高分三号数据分布式负载均衡并行转换算法
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作者 邱祥峰 《厦门理工学院学报》 2024年第5期33-39,共7页
针对PolSARpro软件原有高分三号数据转换模块无法适应分布式环境及数据转换效率相对较低的问题,提出一种基于MPI、MapReduce和OpenMP并按照该软件的数据格式要求进行分布式负载均衡的并行转换算法。该算法外层采用MPI按任务分布式计算,... 针对PolSARpro软件原有高分三号数据转换模块无法适应分布式环境及数据转换效率相对较低的问题,提出一种基于MPI、MapReduce和OpenMP并按照该软件的数据格式要求进行分布式负载均衡的并行转换算法。该算法外层采用MPI按任务分布式计算,中间层采用MapReduce按景并行处理,内层采用OpenMP按极化方式并行计算,并采用“Z”字形数据负载均衡策略,将高分三号不同成像模式下的多极化数据快速精确定标及格式转换,以抗数据偏斜。实际数据的测试结果表明,该算法的整体性能提升了约50%,验证了算法的可行性、高效性和正确性。 展开更多
关键词 高分三号卫星 合成孔径雷达 分布式负载均衡 并行转换算法 共享存储并行编程 映射归约编程模型 消息传递接口
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面向国产异构众核系统的Parallel C语言设计与实现 被引量:10
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作者 何王全 刘勇 +2 位作者 方燕飞 魏迪 漆锋滨 《软件学报》 EI CSCD 北大核心 2017年第4期764-785,共22页
异构众核架构具有超高的性能功耗比,已成为超级计算机体系结构的重要发展方向.但众核系统更为复杂的并行层次和存储层次,给编程和优化带来了极大的挑战.因此,研究面向众核系统的并行编程技术,对于降低国产众核系统并行应用的编程难度、... 异构众核架构具有超高的性能功耗比,已成为超级计算机体系结构的重要发展方向.但众核系统更为复杂的并行层次和存储层次,给编程和优化带来了极大的挑战.因此,研究面向众核系统的并行编程技术,对于降低国产众核系统并行应用的编程难度、提升并行程序的性能都具有重要的意义.提出统一架构的多模式并行编程模型,包括异构融合的加速运算模型和按同构方式编程的自主运算模型,根据编程模型设计了Parallel C语言,能够有效地描述国产众核系统的异构并行性.与其他众核系统上MPI+X的使用模式相比,编程和系统优化都具有全局视角,在多级局部性描述、单边消息、兼容已有多核应用等方面具有特色;基于Open64构建了Parallel C编译系统,全面支持加速运算模型和自主运算模型,提出并实现了数据布局与自动DMA、编译指导的线程代理和拓扑位置感知的集合通信等优化.Micro Benchmark和实际应用在神威太湖之光计算机系统上的测试数据结果表明:Parallel C语言和编译系统具有良好的性能和可扩展性,能够有效支撑大型应用. 展开更多
关键词 异构众核 编程模型 并行语言 parallel C 编译器 消息传递
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基于MPI的鲲鹏CPU核间通信研究
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作者 周岩 王鹏 王琨予 《西南民族大学学报(自然科学版)》 CAS 2024年第3期328-335,共8页
核间通信延时是影响高性能计算系统整体运行效率的重要因素.国产鲲鹏CPU在高性能计算领域应用日益广泛,针对鲲鹏CPU的缓存架构及多核间接口互联进行分析,研究影响鲲鹏CPU核间通信延时的因素.在消息传递接口(MPI)环境下进行节点内核间通... 核间通信延时是影响高性能计算系统整体运行效率的重要因素.国产鲲鹏CPU在高性能计算领域应用日益广泛,针对鲲鹏CPU的缓存架构及多核间接口互联进行分析,研究影响鲲鹏CPU核间通信延时的因素.在消息传递接口(MPI)环境下进行节点内核间通信实验,对包括跨三级缓存、跨物理CPU通信等不同模式下通信延时进行对比,发现通信数据包大于500 KB后,跨L3 Cache TAG的通信延时反优于共享L3 Cache TAG的通信延时.针对通信数据包在64 KB大小时的通信延迟异常,分析得出是MPI的Eager模式和Rendezvous模式的默认切换阈值所造成.对这两种模式进行实验对比,验证不同大小的通信数据包在不同模式下和跨核通信时的延时特征,Eager模式更适合低延时的小消息发送.在实际应用中可根据通信数据包大小调整两种模式的默认切换阈值,以达到更好的传输效果.实验结果表明由于鲲鹏CPU存在复杂的多核结构,在并行计算程序设计时可以进行针对性优化,以提升程序的运行效率. 展开更多
关键词 鲲鹏CPU 核间通信 消息传递接口 高性能计算 共享缓存
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基于门限的5G空间调制消息传递检测算法
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作者 曹水莲 柳佳刚 黄樱 《现代电子技术》 北大核心 2024年第17期24-28,共5页
针对经典消息传递检测算法中存在复杂度高与性能低的问题,文中基于门限和消息传递机制,提出一种适用于5G通信的空间调制信息检测算法。该算法通过引入组合数学表示方法,在广义空间调制系统完成大规模天线组合的表示,进而构建基本的分层... 针对经典消息传递检测算法中存在复杂度高与性能低的问题,文中基于门限和消息传递机制,提出一种适用于5G通信的空间调制信息检测算法。该算法通过引入组合数学表示方法,在广义空间调制系统完成大规模天线组合的表示,进而构建基本的分层消息传递检测模型。在此基础上,利用设定门限的方法快速地判定接收信号的欧氏距离,以减少消息传递检测算法执行无效的迭代,从而实现具有较低复杂度的消息传递检测算法。理论分析及实验仿真结果表明,与分层消息传递检测算法相比,基于门限的消息传递检测算法具有更高的检测性能与较低的计算复杂度。 展开更多
关键词 广义空间调制 消息传递检测 信号处理 5G通信 欧氏距离 距离门限 计算复杂度 信号重构
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一种对基于云上的并行应用的性能分析模型
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作者 陈亮 陈文智 +2 位作者 张紫徽 曹学锋 杨德华 《计算机应用与软件》 北大核心 2024年第6期45-54,84,共11页
由于部署高性能计算相对昂贵,人们利用云计算来作为替代方案。然而,由于资源共享,增加对云访问的处理和网络资源的延迟,导致云环境对长期运行时程序来说变得不可预测。因此,建模和理解性能对于开发这种环境至关重要。该文针对基于消息... 由于部署高性能计算相对昂贵,人们利用云计算来作为替代方案。然而,由于资源共享,增加对云访问的处理和网络资源的延迟,导致云环境对长期运行时程序来说变得不可预测。因此,建模和理解性能对于开发这种环境至关重要。该文针对基于消息传递接口的应用程序在云上的执行时间提供了一个预测器。该预测器基于性能分析模型,将云资源视为排队网络,将并行应用程序视为争夺共享资源的任务。实验表明,所提方法的总体准确率为89%。 展开更多
关键词 高性能计算 云计算 性能分析 消息传递接口
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基于MPI和MapReduce混合编程的高分三号多模数据分布式并行转换算法
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作者 张如明 蔡剑英 +2 位作者 王锡航 刘子立 欧阳波 《科技资讯》 2024年第14期34-36,共3页
我国高分三号形成三星陆海雷达卫星星座。为了提升PolSARpro极化SAR图像处理的开源软件在高分三号数据转换环节的处理能力,提出了基于OpenMP、MapReduce和MPI并按照PolSARpro软件的数据格式要求进行分布式并行转换处理算法,将不同成像... 我国高分三号形成三星陆海雷达卫星星座。为了提升PolSARpro极化SAR图像处理的开源软件在高分三号数据转换环节的处理能力,提出了基于OpenMP、MapReduce和MPI并按照PolSARpro软件的数据格式要求进行分布式并行转换处理算法,将不同成像模式下的多极化数据实现快速定标和格式转换,并且通过KingMap V10.0 GIS平台实现了算法并在实际数据中进行测试,验证了算法的高效性、可靠性、易扩展性和正确性。 展开更多
关键词 高分三号 合成孔径雷达 定标 消息传递接口 分布式并行计算
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MPI:大有希望的massage_passing标准 被引量:1
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作者 王继龙 唐朔飞 方滨兴 《计算机科学》 CSCD 北大核心 1996年第4期31-34,共4页
message-passing是一个被广泛应用的并行计算模型,但至今,无论从语法或语义上message-Passing都还没有形成一个标准.并行计算机厂商在提供标准串行语言的同时,提供了各自不同的专有message一passing库,并行程序设计难免依赖于具体的系... message-passing是一个被广泛应用的并行计算模型,但至今,无论从语法或语义上message-Passing都还没有形成一个标准.并行计算机厂商在提供标准串行语言的同时,提供了各自不同的专有message一passing库,并行程序设计难免依赖于具体的系统和应用,这既限制了可移植性,也限制了听取用户对某些不易获得或对当前的应用不合适的系统的意见。没有一个标准,厂商们非常自然地把他们的专有库的优点视为有竟争力的优势,更加着力与众不同(因而不可移植)。为了应付可移植问题,研究团体已经开发了许多库来收集其它库之间的不同点. 展开更多
关键词 并行程序设计 MPI MASSAGE passing 标准
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Development of Ubiquitous Simulation Service Structure Based on High Performance Computing Technologies 被引量:2
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作者 Sang-Hyun CHO Jeong-Kil CHOI 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 2008年第3期374-378,共5页
The simulation field became essential in designing or developing new casting products and in improving manufacturing processes within limited time, because it can help us to simulate the nature of processing, so that ... The simulation field became essential in designing or developing new casting products and in improving manufacturing processes within limited time, because it can help us to simulate the nature of processing, so that developers can make ideal casting designs. To take the prior occupation at commercial simulation market, so many development groups in the world are doing their every effort. They already reported successful stories in manufacturing fields by developing and providing the high performance simulation technologies for multipurpose. But they all run at powerful desk-side computers by well-trained experts mainly, so that it is hard to diffuse the scientific designing concept to newcomers in casting field. To overcome upcoming problems in scientific casting designs, we utilized information technologies and full-matured hardware backbones to spread out the effective and scientific casting design mind, and they all were integrated into Simulation Portal on the web. It professes scientific casting design on the NET including ubiquitous access way represented by "Anyone, Anytime, Anywhere" concept for casting designs. 展开更多
关键词 parallel computation message passing interface (MPI) Shared memory processing (SMP) CLUSTERING UBIQUITOUS
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Parallel computation of unified finite-difference time-domain for underwater sound scattering 被引量:2
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作者 冯玉田 王朔中 《Journal of Shanghai University(English Edition)》 CAS 2008年第2期120-125,共6页
In this work, we treat scattering objects, water, surface and bottom in a truly unified manner in a parallel finitedifference time-domain (FDTD) scheme, which is suitable for distributed parallel computing in a mess... In this work, we treat scattering objects, water, surface and bottom in a truly unified manner in a parallel finitedifference time-domain (FDTD) scheme, which is suitable for distributed parallel computing in a message passing interface (MPI) programming environment. The algorithm is implemented on a cluster-based high performance computer system. Parallel computation is performed with different division methods in 2D and 3D situations. Based on analysis of main factors affecting the speedup rate and parallel efficiency, data communication is reduced by selecting a suitable scheme of task division. A desirable scheme is recommended, giving a higher speedup rate and better efficiency. The results indicate that the unified parallel FDTD algorithm provides a solution to the numerical computation of acoustic scattering. 展开更多
关键词 parallel computation finite-difference time-domain (FDTD) message passing interface (MPI) object scattering.
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Coupling analysis of transmission lines excited by space electromagnetic fields based on time domain hybrid method using parallel technique 被引量:1
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作者 Zhi-Hong Ye Xiao-Lin Wu Yao-Yao Li 《Chinese Physics B》 SCIE EI CAS CSCD 2020年第9期249-254,共6页
We present a time domain hybrid method to realize the fast coupling analysis of transmission lines excited by space electromagnetic fields, in which parallel finite-difference time-domain (FDTD) method, interpolation ... We present a time domain hybrid method to realize the fast coupling analysis of transmission lines excited by space electromagnetic fields, in which parallel finite-difference time-domain (FDTD) method, interpolation scheme, and Agrawal model-based transmission line (TL) equations are organically integrated together. Specifically, the Agrawal model is employed to establish the TL equations to describe the coupling effects of space electromagnetic fields on transmission lines. Then, the excitation fields functioning as distribution sources in TL equations are calculated by the parallel FDTD method through using the message passing interface (MPI) library scheme and interpolation scheme. Finally, the TL equations are discretized by the central difference scheme of FDTD and assigned to multiple processors to obtain the transient responses on the terminal loads of these lines. The significant feature of the presented method is embodied in its parallel and synchronous calculations of the space electromagnetic fields and transient responses on the lines. Numerical simulations of ambient wave acting on multi-conductor transmission lines (MTLs), which are located on the PEC ground and in the shielded cavity respectively, are implemented to verify the accuracy and efficiency of the presented method. 展开更多
关键词 Agrawal model transmission line equations parallel FDTD method message passing interface(MPI)library
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Multi-Deme Parallel FGAs-Based Algorithm for Multitarget Tracking 被引量:1
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作者 刘虎 朱力立 张焕春 《Journal of Electronic Science and Technology of China》 2006年第1期12-17,共6页
For data association in multisensor and multitarget tracking, a novel parallel algorithm is developed to improve the efficiency and real-time performance of FGAs-based algorithm. One Cluster of Workstation (COW) wit... For data association in multisensor and multitarget tracking, a novel parallel algorithm is developed to improve the efficiency and real-time performance of FGAs-based algorithm. One Cluster of Workstation (COW) with Message Passing Interface (MPI) is built. The proposed Multi-Deme Parallel FGA (MDPFGA) is run on the platform. A serial of special MDPFGAs are used to determine the static and the dynamic solutions of generalized m-best S-D assignment problem respectively, as well as target states estimation in track management. Such an assignment-based parallel algorithm is demonstrated on simulated passive sensor track formation and maintenance problem. While illustrating the feasibility of the proposed algorithm in multisensor multitarget tracking, simulation results indicate that the MDPFGAs-based algorithm has greater efficiency and speed than the FGAs-based algorithm. 展开更多
关键词 multitarget tracking multi-deme Fuzzy Genetic Algorithm (FGA) parallelIZATION message passing Interface (MPI)
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Development of high performance casting analysis software by coupled parallel computation
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作者 Sang Hyun CHO Jeong Kil CHOI 《China Foundry》 SCIE CAS 2007年第3期215-219,共5页
Up to now,so much casting analysis software has been continuing to develop the new access way to real casting processes. Those include the melt flow analysis,heat transfer analysis for solidification calculation,mecha... Up to now,so much casting analysis software has been continuing to develop the new access way to real casting processes. Those include the melt flow analysis,heat transfer analysis for solidification calculation,mechanical property predictions and microstructure predictions. These trials were successful to obtain the ideal results comparing with real situations,so that CAE technologies became inevitable to design or develop new casting processes. But for manufacturing fields,CAE technologies are not so frequently being used because of their difficulties in using the software or insufficient computing performances. To introduce CAE technologies to manufacturing field,the high performance analysis is essential to shorten the gap between product designing time and prototyping time. The software code optimization can be helpful,but it is not enough,because the codes developed by software experts are already optimized enough. As an alternative proposal for high performance computations,the parallel computation technologies are eagerly being applied to CAE technologies to make the analysis time shorter. In this research,SMP (Shared Memory Processing) and MPI (Message Passing Interface) (1) methods for parallelization were applied to commercial software "Z-Cast" to calculate the casting processes. In the code parallelizing processes,the network stabilization,core optimization were also carried out under Microsoft Windows platform and their performances and results were compared with those of normal linear analysis codes. 展开更多
关键词 parallel computation message passing interface casting analysis SMP performance improvement
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Efficient Data-parallel Computations on Distributed Systems
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作者 曾志勇 LU Xinda 《High Technology Letters》 EI CAS 2002年第3期92-96,共5页
Task scheduling determines the performance of NOW computing to a large extent. However, the computer system architecture, computing capability and system load are rarely proposed together. In this paper, a biggest het... Task scheduling determines the performance of NOW computing to a large extent. However, the computer system architecture, computing capability and system load are rarely proposed together. In this paper, a biggest heterogeneous scheduling algorithm is presented. It fully considers the system characteristics (from application view), structure and state. So it always can utilize all processing resource under a reasonable premise. The results of experiment show the algorithm can significantly shorten the response time of jobs. 展开更多
关键词 parallel algorithms heterogeneous computing message passing load balancing
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Parallelizing AT with open multi-processing and MPI
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作者 罗承明 田顺强 +3 位作者 王坤 张满洲 张庆磊 姜伯承 《Nuclear Science and Techniques》 SCIE CAS CSCD 2015年第3期17-20,共4页
Simulating charged particle motion through the elements is necessary to understand modern particle accelerators. The particle numbers and the circling turns in a synchrotron are huge, and a simulation can be timeconsu... Simulating charged particle motion through the elements is necessary to understand modern particle accelerators. The particle numbers and the circling turns in a synchrotron are huge, and a simulation can be timeconsuming. Open multi-processing(Open MP) is a convenient method to speed up the computing of multi-cores for computers based on share memory model. Using message passing interface(MPI) which is based on nonuniform memory access architecture, a coarse grain parallel algorithm is set up for the Accelerator Toolbox(AT)for dynamic tracking processes. The computing speedup of the tracking process is 3.77 times with a quad-core CPU computer and the speed almost grows linearly with the number of CPU. 展开更多
关键词 多处理技术 并行算法 MPI 开放式 粒子加速器 带电粒子运动 消息传递接口 动态跟踪
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基于企业微信的高性能集群监控管理系统 被引量:3
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作者 冯伟 姜远飞 《吉林大学学报(信息科学版)》 CAS 2023年第2期381-386,共6页
为解决高性能集群监控管理中,系统异常监测受时间、地点限制,集群管理员无法及时发现集群异常从而影响集群系统正常运行等问题,利用企业微信的开放功能和消息传送机制,结合Linux(GNU/Linux)操作系统集群监控管理方法,开发了适合中小型... 为解决高性能集群监控管理中,系统异常监测受时间、地点限制,集群管理员无法及时发现集群异常从而影响集群系统正常运行等问题,利用企业微信的开放功能和消息传送机制,结合Linux(GNU/Linux)操作系统集群监控管理方法,开发了适合中小型集群的简单易用,并极易扩展的集群监控管理系统,实现了手机端预警信息呈现功能。阐述了系统需求、系统框架和功能设计、技术框架和数据流,以及系统部署与开发实现的具体过程。目前系统已开发完毕,应用于吉林大学原子与分子物理研究所的日常集群管理中。集群管理员和用户可以在不登录集群节点的情况下,通过手机端APP(Application)监控到集群系统的软硬件性能和作业完成状态,便于及时进行后续处理工作。尤其在疫情期间,居家办公,集群访问不便捷的情况下,该功能的实施辅助了吉林大学原子与分子物理研究所科研工作的高效进行。 展开更多
关键词 企业微信 高性能计算集群 性能监控 作业管理 消息传送
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