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Communication-aware task partition and voltage scaling for energy minimization on heterogeneous parallel systems

Communication-aware task partition and voltage scaling for e...

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2011 12th international conference on parallel and distributed computing, applications and technologies, PDCAT 2011

作者： Wang, Guibin Song, Wei National Laboratory for Parallel and Distributed Processing National University of Defense Technology China

ISBN: (纸本)9780769545646

Heterogeneous parallel systems have become popular in general purpose computing and even high performance computing fields. there are many studies focused on harnessing heterogeneous parallel processing for better performance. However the energy optimization for heterogeneous system has not been well studied. Owing to the differences in performance and energy consumption, the energy optimization technique for heterogeneous system is different from the existing methods designed for homogeneous system. Besides typical voltage scaling method, reasonable task partitioning is also an essential method for optimizing energy consumption on heterogeneous systems. through partitioning a data parallel task and mapping sub-tasks onto several processors, one could achieve better performance and reduced energy consumption. As the computation cost reduces with specific accelerators, the communication overhead becomes more prominent. therefore, the task partition optimization should holistically consider the computation improvement and communication overhead to achieve higher energy efficiency. Typically, task partition and voltage scaling are not orthogonal and influence the effect of each other in the energy optimization problem. In order to harness both two knobs efficiently, this paper proposes an integer linear programming (ILP) based energy-optimal solution designed for heterogeneous system. We present a case study of optimizing MGRID benchmark on a typical CPU-GPU heterogeneous system. the experimental results demonstrate that the proposed method could exploit the heterogeneity in different processors and achieve improved energy efficiency. © 2011 IEEE.

关键词： Energy efficiency

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Power Optimization for GPU Programs Based on Software Prefetching

Power Optimization for GPU Programs Based on Software Prefet...

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Int Joint conference of 10th IEEE Int Conf on Trust, Security and Privacy in computing and Communications (TrustCom) / 8th IEEE Int Conf on Embedded Software and Systems (ICESS) / 6th Int Conf on Frontier of Computer Science and Technology (FCST)

作者： Lin, Yisong Tang, Tao Wang, Guibin Natl Univ Def & Technol Key Lab Sci & Technol Natl Def Parallel & Distrib Changsha Hunan Peoples R China

ISBN: (纸本)9780769546001

GPUs render higher computing unit density than contemporary CPUs and thus exhibit much higher power consumption despite its higher power efficiency. the power consumption has become an important issue that impacts GPU's applications, thereby necessitating the low power optimization technology for GPUs. Software prefetching is an efficient way to alleviate the memory wall problem which overlaps the computing and memory access latencies. However, software prefetching will cause some power overhead because it increases the number and density of the instructions. thus, we should consider the balance between the performance income and the power overhead when applying the optimization. To address this problem, in this paper we first analyze the multi-thread execution model of GPU and validate the potential space of software prefetching optimization. then we give the software prefetching method for GPU programs to improve the performance. Aiming at two different objects: energy optimization under performance constraint and performance optimization under power constraint, we discuss the optimization methods based on software prefetching and dynamic voltage scaling technologies. the experimental results show that our method can efficiently optimize the energy consumption(performance) under the performance(power) constraint.

关键词： GPU CUDA low power optimization software prefetching

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Security and reliability of distributed file systems

Security and reliability of distributed file systems

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6th IEEE international conference on Intelligent Data Acquisition and Advanced computing Systems: Technology and applications, IDAACS'2011

作者： Bžoch, Pavel Šafařík, Jiří University of West Bohemia Faculty of Apllied Sciences Department of Computer Science and Engineering Univerzitní 8 306 14 Plzeň Czech Republic

ISBN: (纸本)9781457714238

Reliability and security are properties which are required by any computing system. this paper will describe modern trends in distributed file systems (DFS) oriented on reliability and security in these systems. the first part will present the definition of distributed systems and distributed file systems, with a focus on reliability and security in these systems, then describe traditional DFS like AFS, NFS and Coda. the second part of this paper will describe new trends in DFS with a focus on reliability and security. © 2011 IEEE.

关键词： Reliability

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Single-Version STMs Can Be Multi-version Permissive (Extended Abstract)

Single-Version STMs Can Be Multi-version Permissive (Extende...

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12th international conference on distributed computing and Networking

作者： Attiya, Hagit Hillel, Eshcar Technion Israel Inst Technol Dept Comp Sci IL-32000 Haifa Israel

ISBN: (纸本)9783642176784

We present PermiSTM, a single-version STM that satisfies a practical notion of permissiveness, usually associated with keeping many versions: it never aborts read-only transactions, and it aborts other transactions only due to a conflicting transaction (which writes to a common item), thereby avoiding spurious aborts. It avoids unnecessary contention on the memory, being strictly disjoint-access parallel.

关键词： Computers

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A distributed task migration scheme for mesh-based chip-multiprocessors

A distributed task migration scheme for mesh-based chip-mult...

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2011 12th international conference on parallel and distributed computing, applications and technologies, PDCAT 2011

作者： Yaghoubi, Hossein Modarresi, Mehdi Sarbazi-Azad, Hmid Department of Computer Engineering Sharif University of Technology Tehran Iran Department of Electrical and Computer Engineering University of Tehran Tehran Iran IPM School of Computer Science Tehran Iran

ISBN: (纸本)9780769545646

A task migration scheme for homogeneous chip multiprocessors (CMP) is presented in this paper. the proposed migration mechanism focuses on the communication sub-system and aims to reduce the total power consumption and latency of the network-on-chip (NoC). In this work, starting from an initial mapping, the tasks migrate to new cores in such a way that the distance between the end-point nodes of high-volume communication flows is reduced. Finding the new place for a task is done in a distributed manner by applying an iterative local search that relies on the local information of each task about its communication demand. the task migration procedure also includes a pre-migration step that aims to produce a high quality (i.e. closer to the optimum point) starting point for the main distributed algorithm. the experimental results under some synthetic and realistic CMP workloads show that this method can effectively adapt the mapping of the tasks to the on-chip communication pattern and improve the power consumption and performance of the on-chip networks. © 2011 IEEE.

关键词： Network-on-chip

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Self-organized invasive parallel optimization

Self-organized invasive parallel optimization

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3rd Workshop on Bio-Inspired and Self-Algorithms for distributed Systems, Co-located with the 8th IEEE/ACM international conference on Autonomic computing, ICAC 2011

作者： Mostaghim, Sanaz Pfeiffer, Friederike Schmeck, Hartmut Institute AIFB Karlsruhe Institute of Technology Karlsruhe Germany

ISBN: (纸本)9781450307338

Self-organized Invasive parallel Optimization (SIPO) is a new framework for solving optimization problems on parallel platforms. In contrast to existing approaches, the resources in SIPO are self-organized and represented as a unified resource to the user who specifies the optimization problem and its preferences to the system. SIPO starts working with one resource and automatically divides the optimization task stepwise into smaller tasks which are assigned to more resources. this job assignment is decided on demand by the resources. the novelty here is that there is no need to specify the number of parallel computing resources in the beginning of the optimization. this number is estimated during the optimization process by the resources. the proposed new framework of SIPO is described in this paper with respect to multi-objective optimization problems but it has a much larger scope. A comparative evaluation of using SIPO in multi-objective optimization problems shows that this adaptive approach can obtain equally good or sometimes even better solutions than other parallel and non-parallel methods which are not self-organized. © 2011 ACM.

关键词： Multiobjective optimization

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Biprominer: Automatic mining of binary protocol features

Biprominer: Automatic mining of binary protocol features

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2011 12th international conference on parallel and distributed computing, applications and technologies, PDCAT 2011

作者： Wang, Yipeng Li, Xingjian Meng, Jiao Zhao, Yong Zhang, Zhibin Guo, Li Institute of Computing Technology Chinese Academy of Sciences Beijing China Chinese Academy of Sciences Graduate University Beijing China National Engineering Laboratory for Information Security Technologies Beijing China

ISBN: (纸本)9780769545646

Application-level protocol specifications are helpful for network security management, including intrusion detection and intrusion prevention which rely on monitoring technologies such as deep packet inspection. Moreover, detailed knowledge of protocol specifications is also an effective way of detecting malicious code. However, current methods for obtaining unknown and proprietary protocol message formats (i.e., no publicly available protocol specification), especially binary protocols, highly rely on manual operations, such as reverse engineering which is timeconsuming and laborious. In this paper, we propose Biprominer1, a tool that can automatically extract binary protocol message formats of an application from its real-world network trace. In addition, we present a transition probability model for a better description of the protocol. the chief feature of Biprominer is that it does not need to have any priori knowledge of protocol formats, because Biprominer is based on the statistical nature of the protocol format. We evaluate the efficacy of Biprominer over three binary protocols, with an average precision more than 99% and a recall better than 96.7%. © 2011 IEEE.

关键词： Intrusion detection

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A new method of DDB logical structure synthesis using distributed tabu search

A new method of DDB logical structure synthesis using distri...

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international Workshop on Soft computing applications and Knowledge Discovery 2011, SCAKD 2011 - In Conjunction with the 4th international conference on Pattern Recognition and Machine Intelligence, PReMI 2011

作者： Babkin, Eduard Karpunina, Margarita National Research University Higher School of Economics Dept. of Information Systems and Technologies Bol. Pecherskaya 25 6030155 Nizhny Novgorod Russia

In this paper we propose a parallel tabu search algorithm based on the consecutive tabu algorithm constructed by us earlier to solve the problem of the distributed database optimal logical structure synthesis. Also we provide a reader with some information about the performance of our new parallel algorithm and the quality of the solutions obtained with help of it.

关键词： Neural networks

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distributed Abductive Reasoning with Constraints

Distributed Abductive Reasoning with Constraints

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8th international Workshop on Declarative Agent Languages and technologies (DALT) Held as a Satellite Workshop of the 9th international Joint conference on Autonomous Agents and Multiagent Systems (AAMAS)

作者： Ma, Jiefei Broda, Krysia Russo, Alessandra Lupu, Emil Univ London Imperial Coll Sci Technol & Med Dept Comp London SW7 2AZ England

ISBN: (纸本)9783642207143

Abductive inference has many known applications in multi-agent systems including planning, scheduling, policy analysis and sensing data interpretation. However, most abductive frameworks rely on a centrally executed proof procedure whereas many of the application problems are distributed by nature. Confidentiality and communication overhead concerns often preclude agents' knowledge from being centralised. We present in this paper a distributed abductive reasoning framework with a flexible and extensible proof procedure that permits collaborative abductive reasoning between agents over decentralised knowledge. the proof procedure is sound and complete upon termination, and can perform concurrent computation. To the best of our knowledge, this is the first distributed abductive system that can compute non-ground conditional proofs and handle arithmetic constraints.

关键词： Multi agent systems

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Mobile element path planning for gathering transit-time constrained data

Mobile element path planning for gathering transit-time cons...

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2011 12th international conference on parallel and distributed computing, applications and technologies, PDCAT 2011

作者： Almi'ani, Khaled Viglas, Anastasios Aalsalem, Mohammed Faculity of Information Technology Al Hussein Bin Talal University Maan Jordan School of Information Technologies University of Sydney NSW 2006 Australia Faculty of Computer and Information System Jazan University Saudi Arabia

ISBN: (纸本)9780769545646

In this paper we investigate the problem of gathering the data in wireless sensor network using a single Mobile Element. In particular we consider the case where the data are produced by measurements and they need to be delivered to a predefined sink within a given time interval from the time the measurement takes place. A mobile element travels the network in predefined paths, collect the data from the nodes, and deliver them to the sink by a single long-distance transmission. In this problem, the length of the mobile element path is bounded by pre-determined length. this path will visit a subset of the nodes. these selected nodes will work as caching points and will aggregate the other nodes'data. the caching point nodes are selected with the aim of reducing the energy expenditures due to multi-hop forwarding. We provide a heuristic-based solution for this problem. We evaluate the performance of our algorithm by comparing it to the optimal solution as well as the best wellknown algorithms from the literature. © 2011 IEEE.

关键词： Motion planning

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