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CUDA based fast implementation of very large matrix computation

CUDA based fast implementation of very large matrix computat...

引用

11th international conference on Parallel and distributed computing, Applications and Technologies, PDCAT 2010

作者： Sun, Yinghong Tong, Yuanman Department of Computer Science and Technology Hunan International Economics University Changsha Hunan China School of Computer Science National University of Defense Technology Changsha Hunan China

ISBN: (纸本)9780769542874

CUDA(Compute Unified Device Architecture) acceleration of very large scale matrix-vector and matrix-matrix multiplication is presented in this paper. the intrinsic parallelism in the matrix computations are exploited thoroughly. By dividing the entire matrix computation to multiple sub-groups, scalable performance improvement can be achieved using multiple GPUs. the key operations are accelerated by GPU. And the CUDA related data storage, threads hierarchy, and kernel implementation are proposed. Several optimization methods including coalesced global memory access, on-the-fly reduction, bank conflict free shared memory usage, loop unrolling, removing unnecessary synchronization, and concurrent execution on the device through streams are also employed. Experiment results show that about 8.5 times speedup can be achieved for CUDA accelerated matrix multiplication maximally. © 2010 IEEE.

关键词： Graphics processing unit

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Improved Circles Intersection Algorithm for Localization in Wireless Sensor Networks

Improved Circles Intersection Algorithm for Localization in ...

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ACIS international conference on Software Engineering, Artificial Intelligence, networking, and Parallel/distributed computing (SNPD)

作者： Fatemeh Nourani Mohammad Ali Jabrail Jamali Islamic Azad University of shabestar Tabriz Iran Islamic Azad University of shabestar Shabestar Iran

ISBN: (纸本)9781424474226;9780769540887

Similar to many technological developments, wireless sensor networks have emerged from military needs and found its way into civil applications. Today wireless sensor networks have become a key technology for different kinds of smart environments and an intense research effort is currently underway to enable the application of wireless sensor networks for a wide range of industrial problems. Wireless networks are of particular importance when a large number of sensor nodes have to be deployed and/or in hazardous situations. the research field in this paper is supposed to be on this issue that many of these sensors are distributed randomly and just a few of them are aware of their position [e.g. by GPS]. the purpose is to determine the best way that allows all the nodes to find their position. Localization in wireless Sensor Network is NP-hard problems. this paper presents an effective geometric algorithm for localization. Result of implementation show that this algorithm can be a better substitution for current methods because of lower expense and simple implementation.

关键词： Wireless sensor networks Military computing Temperature sensors Software engineering Artificial intelligence Computer networks Concurrent computing Software algorithms Defense industry Temperature control

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ADREA: A framework for adaptive resource allocation in distributed computing systems

ADREA: A framework for adaptive resource allocation in distr...

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11th international conference on Parallel and distributed computing, Applications and Technologies, PDCAT 2010

作者： Hussin, Masnida Lee, Young Choon Zomaya, Albert Y. Centre for Distributed and High Performance Computing School of Information Technologies University of Sydney NSW 2006 Australia

ISBN: (纸本)9780769542874

Large-scale distributed computing systems (LDCSs) can be best characterized by their dynamic nature particularly in terms of availability and performance. Typically, these systems deal with various types of jobs in many aspects, such as resource requirements, quality of service (QoS) and other temporal constraints. these diverse characteristics in both resources and jobs impose a great burden on scheduling and resource allocation. that is, inefficient resource allocation brings about poor resource utilization issues and often unreliable job execution. We present the ADaptive-REliable Allocation (ADREA) scheme, which attempts to ensure reliable job execution effectively exploiting heterogeneity in both resources and jobs using a novel clustering technique and a dynamic job migration policy. Specifically, ADREA intends to pave the way in producing better performance (e.g., response time, resource utilization) with reliable computation. Extensive simulations with varying processing capacities and different job arrival rates have been carried out to evaluate our scheme. the results demonstrate that the proposed scheme provides better performance over other algorithms as it significantly improves both job completion time and resource utilization. © 2010 IEEE.

关键词： Resource allocation

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MOR: Monitoring and Measurements through the Onion Router 11th

MOR: Monitoring and Measurements through the Onion Router

引用

11th international conference on Passive and Active Measurement

作者： Antoniades, Demetris Markatos, Evangelos P. Dovrolis, Constantine Institute of Computer Science Foundation for Research & Technology Hellas Greece College of Computing Georgia Institute of Technology United States

ISBN: (纸本)9783642123337

A free and easy to use distributed monitoring and measurement platform would be valuable in several applications: monitoring network or server infrastructures, performing research experiments using many ISPs and test nodes, or checking for network neutrality violations performed by service providers. In this paper we present MOR, a technique for performing distributed measurement and monitoring tasks using the geographically diverse infrastructure of the Tor anonymizing network. through several case studies, we show the applicability and value of MOR in revealing the structure and function of large hosting infrastructures and detecting network neutrality violations. Our experiments show that about 7.5% of the tested organizations block at least one popular application port and about 5.5% of them modify HTTP headers.

关键词： Network security

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Test Generation for Web Applications Using Model-Checking

Test Generation for Web Applications Using Model-Checking

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ACIS international conference on Software Engineering, Artificial Intelligence, networking, and Parallel/distributed computing (SNPD)

作者： Liping Li Huaikou Miao Shengbo Chen School of Computer Engineering and Science Shanghai University Shanghai China Computer and Information Institute Shanghai Second Polytechnic University Shanghai China

ISBN: (纸本)9781424474226;9780769540887

this paper proposes a new model checking-based test generation approach for Web applications. the Kripke structure is reconstructed to model the Web application from the end users' perspective. Test coverage criterion is expressed as trap properties in CTL so that counterexamples can be instantiated to construct test cases. But a counterexample for each trap property is generated will result in too many redundant test cases. So, a test deduction rule and an algorithm based on the greedy heuristic are given to resolve this problem. the test sequences finally generated are those satisfy the coverage criterion and have no redundancy. throughout the paper, a typical small case study of the WGVS (Web Grade View System) is used to illustrate our approach. this approach presented can help to generate test sequences automatically for Web application and it is a significance complement to the model checking test generation.

关键词： Software testing Automatic testing Logic Application software distributed computing Computer networks Concurrent computing Software engineering Artificial intelligence Redundancy

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Proc. 2010 ACM *** on mmWave Communications: From Circuits to Networks, mmCom '10, Co-located with MobiCom'10 and 11th ACM Int. Symp. on Mobile Ad Hoc networking and computing, MobiHoc'10

Proc. 2010 ACM *** on mmWave Communications: From Circuits t...

引用

2010 ACM international Workshop on mmWave Communications: From Circuits to Networks, mmCom '10

ISBN: (纸本)9781450301428

the proceedings contain 11 papers. the topics discussed include: defining the future of multi-gigabit mmWave wireless communications;a dual-band architecture for multi-GBPS communication in 60 GHz multi-hop networks;support of high-performance i/o protocols over mmWave networks;efficient codebook-based symbol-wise beamforming for millimeter-wave WPAN system;fast beam training for mmWave communication system: from algorithm to circuits;adaptive beamforming for 60 GHz radios: challenges and preliminary solutions;LDPC code set for mmWave communication;statistical modeling of fading and diversity for outdoor 60 GHz channels;effect of device mobility and phased array antennas on 60 GHz wireless networks;on the feasibility of spatial multiplexing for indoor 60 GHz communication;and systematic design of mmWave PLLs based on N-push oscillators.

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CloudVO: Building a Secure Virtual Organization for Multiple Clouds Collaboration

CloudVO: Building a Secure Virtual Organization for Multiple...

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ACIS international conference on Software Engineering, Artificial Intelligence, networking, and Parallel/distributed computing (SNPD)

作者： Jianxin Li Bo Li Zongxia Du Linlin Meng School of Computer Science & Engineering Beihang University Beijing China

ISBN: (纸本)9781424474226;9780769540887

Cloud computing has become a popular computing paradigm in which virtualized and scalable resources are consolidated to provide services over Internet. However, the resource capability of a single cloud is generally limited, and some applications often require various cloud centers over Internet to deliver services together. therefore, a Virtual Organization (VO) will be a promising approach to integrate services and users across multiple autonomous clouds. However, how to build a secure virtual organization to achieve the collaboration goals is a critical problem, and some issues such as membership agreement, policy conflict and trust management should be adequately addressed. In this paper, we present a framework CloudVO which based on security policies and trust management techniques to provide some flexible and dynamic VO management protocols for clouds. therefore, CloudVO can achieve inter-cloud collaboration without destroying a cloud's local policies. Based on previous VO security management experiences, we have conducted some preliminary simulations to verify the effectiveness our approaches for cloud computing environments.

关键词： Collaboration Cloud computing distributed computing Web and internet services Application software Security Computer networks Concurrent computing Resource virtualization Resource management

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Integrating WS-agreement with a framework for service-oriented infrastructures

Integrating WS-agreement with a framework for service-orient...

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2010 11th IEEE/ACM international conference on Grid computing, Grid 2010

作者： Chronz, Peter Wieder, Philipp Service Computing Group IT and Media Center TU Dortmund University Dortmund Germany

ISBN: (纸本)9781424493487

Service level agreements are an intrinsic part of service level management frameworks. they are electronic contracts, or part of a contract, and capture quality-of-service guarantees, responsibilities and constraints related to the provision and consumption of services. In the area of distributed systems a handful of service level agreement specifications exist, designed to support the automated management of service-related agreements. Each of these specifications has a different focus and targets a different group of usage scenarios and stakeholders. In this paper, we show, based on the example of the WS-Agreement specification, how to make use of SLA@SOI's service level agreement model SLA* to map between different service level agreement representations and thus be able to integrate a variety of different specifications into one service-oriented infrastructure. © 2010 IEEE.

关键词： Specifications

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Transient congestion avoidance in software distributed shared memory systems

Transient congestion avoidance in software distributed share...

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11th international conference on Parallel and distributed computing, Applications and Technologies, PDCAT 2010

作者： Costa, J.J. Cortes, T. Martorell, X. Bueno, J. Ayguade, E. Universitat Politècnica de Catalunya Barcelona Supercomputing Center Spain

ISBN: (纸本)9780769542874

OpenMP applications executed on top of software distributed shared memory (SDSM) systems show peaks in network traffic. In these scenarios, synchronization points are used to maintain memory consistency and improve performance, and network traffic is highly increased due to data being exchanged between different nodes in the system. this behaviour generates network congestion which may limit or degrade applications performance. In this paper we present a technique to avoid these peaks by sending data producing the congestion earlier in time. Our proposal is to introduce virtual synchronization points between the real ones, and use them to automatically distribute the network traffic. this technique is evaluated with a synthetic benchmark, and with the classes A and B of two OpenMP codes from the NAS benchmarks (BT and CG), on top of NanosDSM, a page-based DSM implementing sequential consistency. the results show a 16% performance improvement on average over the traditional methods. © 2010 IEEE.

关键词： Application programming interfaces (API)

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Commit protocols for a distributed transactional memory

Commit protocols for a distributed transactional memory

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11th international conference on Parallel and distributed computing, Applications and Technologies, PDCAT 2010

作者： Müller, Marc-Florian Möller, Kim-thomas Schöttner, Michael Institut für Informatik Heinrich-Heine-Universität Düsseldorf Universitätsstr. 1 40225 Düsseldorf Germany

ISBN: (纸本)9780769542874

Concurrency control in distributed and parallel applications has been studied for many years but is still an ongoing research topic. Transactional memory addresses this challenge for multicore processors by proposing to execute critical sections as restartable transactions combined with optimistic synchronization. thus the programmer has not to reason about complex lock management and deadlocks. We believe that some of these ideas are also useful for distributed systems. therefore, we are developing the Object Sharing Service (OSS) providing transparent data sharing for clusters and grids. OSS supports different consistency models for replica management within one application. In this paper we present the design and implementation of different transaction commit protocols for supporting transactional consistency. the main challenge of the resulting distributed transactional memory (DTM) is how to mask network latency allowing to commit transactions fast. Experiments with synthetic micro benchmarks and a MapReduce application on the Grid'5000 platform show that a DTM is efficiently providing strong consistency for shared data. © 2010 IEEE.

关键词： Concurrency control

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