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Critical-path and priority based algorithms for scheduling workflows with parameter sweep tasks on global grids

Critical-path and priority based algorithms for scheduling w...

引用

International Symposium on computer Architecture and High Performance Computing (SBAC-PAD)

作者： Tianchi Ma R. Buyya Grid Computing and Distributed Systems (GRIDS) Laboratory Department of Computer Science and Software Engineering University of Melbourne Australia

Parameter-sweep has been widely adopted in large numbers of scientific applications. Parameter-sweep features need to be incorporated into grid workflows so as to increase the scale and scope of such applications. New scheduling mechanisms and algorithms are required to provide optimized policy for resource allocation and task arrangement in such a case. This paper addresses scheduling sequential parameter-sweep tasks in a fine-grained manner. The optimization is produced by pipelining the subtasks and dispatching each of them onto well-selected resources. Two types of scheduling algorithms are discussed and customized to adapt the characteristics of parameter-sweep, as well as their effectiveness has been compared under multifarious scenarios.

关键词： Scheduling algorithm Application software Sensor arrays Grid computing Filtering Data visualization Processor scheduling Resource management Laboratories computer science

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An online control framework for designing self-optimizing computing systems: Application to power management

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作者： Kandasamy, Nagarajan Abdelwahed, Sherif Sharp, Gregory C. Hayes, John P. Electrical and Computer Engineering Deptartment Drexel University Philadelphia PA 19104 United States Institute for Software Integrated Systems Vanderbilt University Nashville TN 37212 United States Harvard Medical School Massachusetts General Hospital Boston MA 02114 United States Electrical and Computer Engineering Department University of Michigan Ann Arbor MI 48109 United States

ISBN: (纸本)3540260099

computer systems hosting critical e-commerce applications must typically satisfy stringent quality-of-service (QoS) requirements under dynamic operating conditions and workloads. Also, as such systems increase in size and complexity, maintaining the desired QoS by manually tuning the numerous performance-related parameters will become very difficult. This paper addresses the design of self-optimizing computer systems using a generic online control framework in which the control actions governing the operation of the system are obtained by optimizing its behavior, as forecast by a mathematical model, over a limited time horizon. As a specific application of this control technique, we show how to minimize the power consumed by a processor while satisfying the QoS requirements of a time-varying workload. We describe the processor model, formulate the power management problem, and derive the online control algorithm. The performance of the controller is evaluated using representative e-commerce workloads. © Springer-Verlag Berlin Heidelberg 2005.

关键词： computer systems

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An interactive distributed evolutionary algorithm (IDEA) for design

An interactive distributed evolutionary algorithm (IDEA) for...

引用

IEEE systems, Man and Cybernetics Society, Proceedings - 2005 International Conference on systems, Man and Cybernetics

作者： Dozier, Gerry Carnahan, Brian Seals, Cheryl Kuntz, Lois-Ann Fu, Ser-Geon Dept. of Computer Science and Software Engineering Auburn University Auburn AL 36849-5347 Dept. of Industrial Systems Engineering Auburn University Auburn AL 36849-5347 Dept. of Psychology University of Maine at Machias 9 O'Brien Avenue Machias ME 04654-1397

Evolutionary computation (EC) has been successfully applied to a wide range of design problems. There has also been an abundant amount of work in applying interactive ECs in the design of displays, robot behavior, bitmaps, etc. In the EC literature, one can also see a number of successful design applications of distributed ECs. However, to date, there has been no research in the area of interactive distributed ECs. In this paper, we present an interactive distributed evolutionary algorithm (IDEA) for the design of simple emoticons. We will discuss two ways that our IDEA is currently being used including the areas of EC education and Human Factors. © 2005 IEEE.

关键词： Evolutionary algorithms

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Enforcing semantics-aware security in multimedia surveillance

引用

作者： Kodali, Naren Farkas, Csilla Wijesekera, Duminda Center for Secure Information Systems United States Dept of Info. Systems and Software Eng. George Mason University Fairfax VA 22030-4444 United States Information Security Laboratory United States Dept. of Computer Science and Engineering University of South Carolina Columbia SC 29208 United States

ISBN: (纸本)3540242082

Continuous audio-visual surveillance is utilized to ensure the physical safety of critical infrastructures such as airports, nuclear power plants and national laboratories. In order to do so, traditional surveillance systems place cameras, microphones and other sensory input devices in appropriate locations [Sch99]. These facilities are arranged in a hierarchy of physical zones reflecting the secrecy of the guarded information. Guards in these facilities carry clearances that permit them only in appropriate zones of the hierarchy, and monitor the facilities by using devices such as hand-held displays that send streaming media of the guarded zones possibly with some instructions. The main security constraint applicable to this model is that any guard can see streams emanating from locations with secrecy levels equal to or lower than theirs, but not higher. We show how to model these surveillance requirements using the synchronized multimedia integration language (SMIL) [Aya01] with appropriate security enhancements. Our solution consists of imposing a multi-level security model on SMIL documents to specify surveillance requirements. Our access control model ensures that a multimedia stream can only be displayed on a device if the security clearance of the display device dominates the security clearance of the monitored zone. Additionally, we pre-process a set of cover stories that can be released during emergency situations that allow using the services of guards with lower clearances without disclosing data with higher sensitive levels. For this, we create a view for each level, and show that these views are semantically coherent and comply with specified security polices. © Springer-Verlag Berlin Heidelberg 2004.

关键词： Multimedia services

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Cost-based scheduling of scientific workflow applications on utility grids

Cost-based scheduling of scientific workflow applications on...

引用

IEEE International Conference on e-Science and Grid Computing

作者： Jia Yu R. Buyya Chen Khong Tham Grid Computing and Distributed Systems Laboratory Department of Computer Science and Software Engineering University of Melbourne VIC Australia Department of Electrical and Computer Engineering National University of Singapore Singapore

Over the last few years, grid technologies have progressed towards a service-oriented paradigm that enables a new way of service provisioning based on utility computing models. Users consume these services based on their QoS (quality of service) requirements. In such "pay-per-use" grids, workflow execution cost must be considered during scheduling based on users' QoS constraints. In this paper, we propose a cost-based workflow scheduling algorithm that minimizes execution cost while meeting the deadline for delivering results. It can also adapt to the delays of service executions by rescheduling unexecuted tasks. We also attempt to optimally solve the task scheduling problem in branches with several sequential tasks by modeling the branch as a Markov decision process and using the value iteration method

关键词： Optimal scheduling Processor scheduling Scheduling algorithm Workflow management software Grid computing Quality of service Costs computer networks Time factors Delay

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A time optimization algorithm for scheduling bag-of-task applications in auction-based proportional share systems

A time optimization algorithm for scheduling bag-of-task app...

引用

International Symposium on computer Architecture and High Performance Computing (SBAC-PAD)

作者： A. Sulistio R. Buyya Grid Computing and Distributed Systems (GRIDS) Laboratory Department of Computer Science and Software Engineering University of Melbourne Carlton VIC Australia

Grid and peer-to-peer (P2P) network technologies enable aggregation of distributed resources for solving large-scale and computationally-intensive applications. These technologies are well-suited for bag-of-tasks (BoT) applications, because each application consists of many parallel and independent tasks. With multiple users competing for the same resources, the key challenge is to finish a user application within a specified deadline. In this paper, we propose a time optimization algorithm that schedules a user application on auction-based resource allocation systems. These allocation systems, which are based on proportional share, allow users to bid higher in order to gain more resource shares. Therefore, this algorithm adjusts a user bid periodically on these systems in order to finish the application on time.

关键词： Scheduling algorithm Application software Resource management Peer to peer computing Processor scheduling Grid computing computer applications Large-scale systems computer networks Distributed computing

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Background knowledge driven ontology discovery

Background knowledge driven ontology discovery

引用

IEEE International Conference on e-Technology, e-Commerce and e-Service

作者： S. Chen D. Alahakoon M. Indrawan School of Computer Science and Software Engineering Monash University Melbourne Australia School of Business Systems Monash University Melbourne Australia

We have previously proposed a GSOM-based hybrid model for automatic discovery of ontology, the first step towards semi-automation of ontology construction. One of the shortcomings of this previous model is the use of a threshold for selecting abstraction levels. The threshold might introduce an inappropriate concept and cause information loss. In this paper, we introduce a new parameter called context ratio (cr) to overcome this drawback. The cr is used as stopping criteria for traversing hypernyms and identifying appropriate abstraction levels. It allows us to extend the previously proposed framework to integrate methodology for multiple inheritance validation in the discovered ontology.

关键词： Ontologies Automation Neural networks Knowledge based systems Knowledge acquisition Documentation

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The use of optimal filters to track parameters of performance models

The use of optimal filters to track parameters of performanc...

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International Conference on the Quantitative Evaluation of systems (QEST)

作者： M. Woodside Tao Zheng M. Litoiu Department of Systems and Computer Engineering Carleton University Ottawa Canada Centre for Advanced Studies IBM Toronto Software Laboratory Canada

Autonomic computer systems react to changes in the system, including failures, load changes, and changed user behaviour. Autonomic control may be based on a performance model of the system and the software, which implies that the model should track changes in the system. A substantial theory of optimal tracking filters has a successful history of application to track parameters while integrating data from a variety of sources, an issue which is also relevant in performance modeling. This work applies extended Kalman filtering to track the parameters of a simple queueing network model, in response to a step change in the parameters. The response of the filter is affected by the way performance measurements are taken, and by the observability of the parameters.

关键词： Application software Quality of service Predictive models Monitoring systems engineering and theory software performance software systems Kalman filters Filtering Control systems

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Optimal adaptation strategies for Golomb codes on correlated sources

Optimal adaptation strategies for Golomb codes on correlated...

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IEEE International Conference on Image Processing

作者： E.S. Hong R.E. Ladner Computing and Software Systems University of Washington Tacoma WA USA Computer Science and Engineering University of Washington Seattle WA USA

For binary two-state Markov sources, we compute the bit-rate for context-independent Golomb coding, sequential coding, and interleaved coding. We also relate these coding methods to image compression work. Sequential coding is a context-dependent method that sequentially codes the source, choosing the order of the elementary Golomb code based on the last bit seen. Interleaved coding codes the even-numbered bits before the odd-numbered bits using elementary Golomb codes of several different orders. Of these methods, we show that no one method is best on all Markov sources.

关键词： Image coding software systems computer science Algorithm design and analysis Pattern classification Instruction sets Entropy Encoding

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Hybrid supervisory utilization control of real-time systems

Hybrid supervisory utilization control of real-time systems

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IEEE Symposium on Real-Time and Embedded Technology and Applications

作者： X. Koutsoukos R. Tekumalla B. Natarajan C. Lu Institute for Software Integrated Systems Department of Electrical Engineering and Computer Science Vanderbilt University Nashville TN USA Department of Computer Science and Engineering Washington University Saint Louis MO USA

Feedback control real-time scheduling (FCS) aims at satisfying performance specifications of real-time systems based on adaptive resource management. Existing FCS algorithms often rely on the existence of continuous control variables in real-time systems. A number of real-time systems, however, support only a finite set of discrete configurations that limit the adaptation mechanisms. This paper presents hybrid supervisory utilization control (HySUCON) for scheduling such real-time systems. HySUCON enforces processor utilization bounds by managing the switchings between the discrete configurations. Our approach is based on a best-first-search algorithm that is invoked only if reconfiguration is necessary. Theoretical analysis and simulations demonstrate that the approach leads to robust utilization bounds for varying execution times. Experimental results demonstrate the algorithm performance for a representative application scenario.

关键词： Control systems Real time systems Feedback control Adaptive systems Programmable control Adaptive control Resource management Processor scheduling Analytical models Robustness

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