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检索条件"主题词=Parallel Programming"

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SOC prediction based on evolutionary network

SOC prediction based on evolutionary network

引用

IEEE International Conference on Automation and Logistics

作者： Bo Cheng Yanlu Zhou Jiexin Zhang Junping Wang Binggang Cao School of Construction Machinery Chang'an University Xi'an Shanxi China Department of Mechanical Engineering Xi''an Jiaotong University Xi'an Shanxi China

ISBN: (纸本)9781424447947

Based on biological immune theory, a new immune algorithm is presented. Compared with the classical evolutionary programming and evolutionary algorithms with chaotic mutations, experimental results show that the proposed algorithm, parallel chaos immune evolutionary programming, is of high efficiency and can effectively prevent premature convergence. A three-layer feed-forward neural network is designed to predict the state of charge (SOC) of Ni-MH batteries. Initially, partial least square regression is used to select input variables. Then, five variables, battery terminal voltage, voltage derivative, voltage second derivative, discharge current and battery temperature, are selected as the inputs of NN. In order to overcome the weakness of BP algorithm, the proposed algorithm is adopted to train weights. Finally, under the state of dynamic power cycle, the estimated SOC from NN model and the measured SOC from experiments are compared, and the results conform that the proposed approach can provide an accurate estimation of the SOC.

关键词： Immune system Neural networks Batteries Voltage Genetic programming parallel programming Chaos State estimation Evolutionary computation Genetic mutations

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A tool for the static optimization of concurrent programs

A tool for the static optimization of concurrent programs

引用

IEEE Annual International Computer Software and Applications Conference (COMPSAC)

作者： F. Baiardi L. Ricci Dipartimento di Informatica Università di Pisa Pisa Italy

A programming tool, called parallelizer, for the static optimization of concurrent programs is considered. The tool partitions the alternative command lists of a nondeterministic iterative command into distinct elements that are concurrently executed. To improve the program's performance, the tool determines a decomposition where the granularity of the resulting processes is close to optimal for the target parallel architecture. This requires that some parameters of the target architecture are taken into account. Search techniques traditionally used in artificial intelligence are exploited to determine an optimal alternative assignment. The implementation of the parallelizer is described and an example of its application is considered.< >

关键词： parallel architectures Computer architecture Artificial intelligence Costs Computer applications Concurrent computing Iterative methods parallel programming Control systems Software tools

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Blue Matter: Approaching the Limits of Concurrency for Classical Molecular Dynamics

Blue Matter: Approaching the Limits of Concurrency for Class...

引用

Supercomputing Conference

作者： Blake G. Fitch Aleksandr Rayshubskiy Maria Eleftheriou T.J. Christopher Ward Mark Giampapa Michael C. Pitman Robert S. Germain IBM Research Division IBM Thomas J. Watson Research Center Yorktown Heights NY USA

This paper describes a novel spatial-force decomposition for N-body simulations for which we observe O(sqrt(p)) communication scaling. This has enabled Blue Matter to approach the effective limits of concurrency for molecular dynamics using particle-mesh (FFT-based) methods for handling electrostatic interactions. Using this decomposition, Blue Matter running on Blue Gene/L has achieved simulation rates in excess of 1000 time steps per second and demonstrated significant speed-ups to O(1) atom per node. Blue Matter employs a communicating sequential process (CSP) style model with application communication state machines compiled to hardware interfaces. The scalability achieved has enabled methodologically rigorous biomolecular simulations on biologically interesting systems, such as membrane-bound proteins, whose time scales dwarf previous work on those systems. Major scaling improvements require exploration of alternative algorithms for treating the long range electrostatics

关键词： Concurrent computing Biological system modeling Computational modeling Electrostatics Scalability Hardware parallel programming Permission Nanobioscience Biomembranes

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V-nested parallelism in C

V-nested parallelism in C

引用

programming Models for Massively parallel Computers

作者： M.M.T. Chakravarty F.W. Schroer M. Simons Forschungsgruppe Softwaretechnik (FR5-6) Technische Universität Berlin Berlin Germany Für Rechnerarchitektur und Softwaretechnik GMD (FIRST) Forschungsinstitut Berlin Germany

This paper describes the integration of nested data parallelism into imperative languages using the example of C. Unlike flat data parallelism, nested data parallelism directly provides means for handling irregular data structures and certain forms of control parallelism, such as divide-and-conquer algorithms, thus enabling the programmer to express such algorithms far more naturally. Existing work deals with nested data parallelism in a functional environment, which does help avoid a set of problems, but makes efficient implementations more complicated. Moreover functional languages are not readily accepted by programmers used to languages, such as Fortran and C, which are currently predominant in programming parallel machines. In this paper, we introduce the imperative data-parallel language V and give an overview of its implementation.

关键词： parallel processing parallel programming programming profession parallel machines Functional programming parallel algorithms Sparse matrices Switches Tree graphs Automatic control

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Automated development of applications for graphical processing units using rewriting rules

Automated development of applications for graphical processi...

引用

Central and Eastern European Software Engineering Conference in Russia (CEE-SECR)

作者： Anatoliy Doroshenko Konstantin Zhereb Institute of Software NASU Ukraine Scientific Educational Center of Physics and Technology NASU Ukraine

Recently there was an active development of parallel programming methods concerning implementation of general-purpose algorithms on graphical processing units (GPUs). Using this specialized hardware allows increasing performance significantly, but requires low-level programming and understanding details of underlying hardware and software platform. Therefore there is a need for automating development process. This paper presents a technique for automating GPU application development, based on rewriting rules approach. An example is given demonstrating the possibilities of our approach when migrating from sequential C# program to its parallel analog running on GPU, as well as optimization of parallel applications. Using our approach we obtained performance speedup of 25X, while preserving the benefits of *** platform.

关键词： Application software Hardware Software systems parallel programming Software algorithms programming profession Software performance Physics Educational technology Data mining

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Performance monitoring and evaluation of a UPC implementation on a NUMA architecture

Performance monitoring and evaluation of a UPC implementatio...

引用

International Symposium on parallel and Distributed Processing (IPDPS)

作者： F. Cantonnet Y. Yao S. Annareddy A.S. Mohamed T.A. El-Ghazawi Department of Electrical and Computer Engineering George Washington University Washington D.C. DC USA

UPC is an explicit parallel extension of ANSI C, which has been gaining rising attention from vendors and users. In this paper, we consider the low-level monitoring and experimental performance evaluation of a new implementation of the UPC compiler on the SGI Origin family of NUMA architectures. These systems offer many opportunities for the high-performance implantation of UPC They also offer, due to their many hardware monitoring counters, the opportunity for low-level performance measurements to guide compiler implementations. Early, UPC compilers have the challenge of meeting the syntax and semantics requirements of the language. As a result, such compilers tend to focus on correctness rather than on performance. In this paper, we report on the performance of selected applications and kernels under this new compiler. The measurements were designed to help shed some light on the next steps that should be taken by UPC compiler developers to harness the full performance and usability potential of UPC under these architectures.

关键词： Computerized monitoring Hardware programming profession Message passing Computer architecture parallel programming Counting circuits Measurement Kernel Usability

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Software to support massively parallel computing on the MasPar MP-1

Software to support massively parallel computing on the MasP...

引用

IEEE Compcon

作者： P. Christy MasPar Computer Corporation Sunnyvale CA USA

The software product set of the MasPar computer is examined, the key issues being the programming model, software philosophy, parallel virtuality, programming languages and their compilers, application porting and adaptation, and programming support. VLSI technology and massively parallel architecture are combined in the MP-1 to offer what would be considered supercomputer performance at a minicomputer price.< >

关键词： parallel processing parallel programming Concurrent computing Computer languages Program processors Application software Very large scale integration parallel architectures Supercomputers Microcomputers

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Improving Coding Performance and Energy Efficiency of Erasure Coding Process for Storage Systems - A parallel and Scalable Approach

Improving Coding Performance and Energy Efficiency of Erasur...

引用

IEEE International Conference on Cloud Computing, CLOUD

作者： Hsing-Bung Chen Song Fu HPC-5 Group Los Alamos National Lab Los Alamos New Mexico USA Department of Computer Science and Engineering University of North Texas Texas Denton

Erasure code based object storage systems are becoming popular choices for archive storage systems due to cost-effective storage space saving schemes and higher fault-resilience capabilities. Both erasure code encoding and decoding procedures involve heavy array, matrix, and table-lookup compute intensive operations. With today's advanced CPU design technologies such as multi-core, many-core, and streaming SIMD instruction sets we can effectively and efficiently adapt the erasure code technology in cloud storage systems and apply it to handle very large-scale date sets. Current solutions of the erasure coding process are based on single process approach which is not capable of processing very large data sets efficient and effectively. To prevent the bottleneck of a single process erasure encoding process, we utilize the task parallelism property from a multicore computing system and improve erasure coding process with parallel processing capability. We have leveraged open source erasure coding software and implemented a concurrent and parallel erasure coding software, called parEC. The proposed parEC process is realized through MPI run time parallel I/O environment and then data placement process is applied to distribute encoded data blocks to their destination storage devices. In this paper, we present the software architecture of parEC. We conduct various performance testing cases on parEC's software components. We present our early experience of using parEC, and address parEC's current status and future development works.

关键词： Encoding Software Multicore processing Testing parallel processing Bandwidth parallel programming

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Abstractions for dynamic data distribution

Abstractions for dynamic data distribution

引用

International Workshop on High-Level parallel programming Models and Supportive Environments

作者： S.J. Deitz B.L. Chamberlain L. Snyder University of Washington Seattle WA USA Cray Inc. Seattle WA USA

Processor layout and data distribution are important to performance-oriented parallel computation, yet high-level language support that helps programmers address these issues is often inadequate. This paper presents a trio of abstract high-level language constructs - grids, distributions, and regions - that let programmers manipulate processor layout and data distribution. Grids abstract processor sets, regions abstract index sets, and distributions abstract mappings from index sets to processor sets; each of these is a first-class concept, supporting dynamic data reallocation and redistribution as well as dynamic manipulation of the processor set. This paper illustrates uses of these constructs in the solutions to several motivating parallel programming problems.

关键词： programming profession parallel programming High level languages Manipulator dynamics Libraries Adaptive mesh refinement Insulation Concurrent computing Distributed computing High performance computing

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Interprocedural Compilation of Irregular Applications for Distributed Memory Machines

Interprocedural Compilation of Irregular Applications for Di...

引用

Supercomputing Conference

作者： G. Agrawal J. Saltz UMIACS and Department of Computer Science University of Maryland College Park MD USA

Data parallel languages like High Performance Fortran (HPF) are emerging as the architecture independent mode of programming distributed memory parallel machines. In this paper, we present the interprocedural optimizations required for compiling applications having irregular data access patterns, when coded in such data parallel languages. We have developed an Interprocedural Partial Redundancy Elimination (IPRE) algorithm for optimized placement of runtime preprocessing routine and collective communication routines inserted for managing communication in such codes. We also present two new interprocedural optimizations, placement of scatter routines and use of coalescing and incremental routines. We then describe how program slicing can be used for further applying IPRE in more complex scenarios. We have done a preliminary implementation of the schemes presented here using the Fortran D compilation system as the necessary infrastructure. We present experimental results from two codes compiled using our system to demonstrate the efficacy of the presented schemes.

关键词： Application software parallel languages parallel programming Program processors Chaotic communication Libraries Computer science Educational institutions Computer architecture parallel machines

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