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Task Scheduling with Load Balancing for Computational grid Using NSGA II with Fuzzy Mutation

Task Scheduling with Load Balancing for Computational Grid U...

引用

2nd IEEE international conference on Parallel, distributed and grid computing (PDGC)

作者： Salimi, Reza Motameni, Homayun Omranpour, Hesam Tabari Inst Higher Educ Coll Comp Sci Babol Sar Iran Islamic Azad Univ Dept Comp Engn Sari Branch Sari Iran Amirkabir Univ Technol Dept Comp Engn Tehran Iran

ISBN: (纸本)9781467329255;9781467329224

The resources management in a grid computing is a complicated problem. Scheduling algorithms play important role in the parallel distributed computing systems for scheduling jobs, and dispatching them to appropriate resources. An efficient task scheduling algorithm is needed to reduce the total Time and Cost for job execution and improve the Load balancing between resources in the grid. In grid computing, load balancing is a technique to distribute workload fairly across computational resources, in order to obtain optimal resource utilization with minimum response time, and avoid overload. Load balancing is a crucial problem to grid computing. In this paper, we address scheduling problem of independent tasks in the market-based grid. In market grids, resource providers can request payment from users based on the amount of computational resource that used by them. Beside we consider Makespan and Load balancing. In this paper, NSGA II with Fuzzy Adaptive Mutation Operator is used to address independent task assignments problems in parallel distributed computing systems. Results obtained proved that our innovative algorithm converges to Pareto-optimal solutions faster and with more quality.

关键词： Task scheduling grid computing Non-dominated Sorting Genetic Algorithm (II) Adaptive Mutation Operator fuzzy logic

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Load Balanced Static grid Scheduling Using Max-Min Heuristic

Load Balanced Static Grid Scheduling Using Max-Min Heuristic

引用

2nd IEEE international conference on Parallel, distributed and grid computing (PDGC)

作者： Ghosh, Tarun Kumar Goswami, Rajmohan Bera, Sumit Barman, Subhabrata Haldia Inst Technol Haldia W Bengal India Pailan Coll Management & Technol Comp Applicat W Bengal India

ISBN: (纸本)9781467329255;9781467329224

grid computing, inspired by electrical power grid, is an emerging trend for making easy access to computing resources. Its main objective is to solve computationally hard problems which otherwise cannot be solved by single CPU. This extremely high computing power is achieved by optimal utilization of geographically distributed heterogeneous resources which are lying idle. Load balanced task scheduling is very important problem in complex grid environment. So task scheduling which is one of the NP-Complete problems becomes a focus of research scholars in grid computing area. The traditional Min-Min and Max-Min algorithms are simple algorithms that produces a schedule that minimizes the makespan than the other traditional algorithms in the literature. In real scenario of Min-Min and Max-Min failed to produce a load balanced schedule. The proposed method has two-phases. In the first phase the traditional Max-Min algorithm is executed and in the second phase the tasks are rescheduled to use the unutilized resources effectively.

关键词： grid computing grid Scheduling Makespan Max-Min Heuristic gridSim

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Service Oriented Architectures for grid computing environments: Opportunities and challenges

Service Oriented Architectures for grid computing environmen...

引用

IEEE international conference on Granular computing

作者： Ramaswamy, S. Malarvarman, M. Univ Arkansas Dept Comp Sci Little Rock AR 72204 USA

ISBN: (纸本)142440133X

Service Oriented Architectures (SOA) support the development of software applications as loosely coupled discrete web services capable of running on multiple software and hardware platforms. grid computing has allowed for the virtualization of both hardware and software resources, whereby it is possible to dynamically share, select, and use geographically distributed resources based on users' needs. While grid computing offers a way of distributing the system resources dynamically, SOA provides open standards based Web services for its users to discover and use available resources across the system. Hence it is a natural fit to leverage the benefits of grid computing architectures using SOA. This paper examines the current developments in providing SOA based open standards for grid services and some of their limitations.

关键词： SOA grid computing web services

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SmartDPSS: Cost-Minimizing Multi-source Power Supply for Datacenters with Arbitrary Demand

SmartDPSS: Cost-Minimizing Multi-source Power Supply for Dat...

引用

33rd IEEE international conference on distributed computing Systems (ICDCS)

作者： Deng, Wei Liu, Fangming Jin, Hai Wu, Chuan Huazhong Univ Sci & Technol Cluster & Grid Comp Lab Serv Comp Technol & Syst Lab Wuhan 430074 Peoples R China Univ Hong Kong Dept Comp Sci Hong Kong Peoples R China

ISBN: (纸本)9780769550008

To tackle soaring power costs, significant carbon emission and unexpected power outage, Cloud Service Providers (CSPs) typically equip their Datacenters with a Power Supply System (DPSS) nurtured by multiple sources: (1) smart grid with time-varying electricity prices, (2) uninterrupted power supply (UPS), and (3) renewable energy with intermittent and uncertain supply. It remains a significant challenge how to operate among multiple power supply sources in a complementary manner, to deliver reliable energy to datacenter users with arbitrary demand over time, while minimizing a CSP's operation cost over the long run. This paper proposes an efficient, online control algorithm for DPSS, SmartDPSS, based on the two-timescale Lyapunov optimization techniques. Without requiring a priori knowledge of system statistics, SmartDPSS allows CSPs to make online decisions on how much power demand, including delay-sensitive demand and delay-tolerant demand, to serve at each time, the amount of power to purchase from the long-term-ahead and real-time grid markets, and charging and discharging of UPS over time, in order to fully leverage the available renewable energy and time-varying prices from the grid markets, for minimum operational cost. We thoroughly analyze the performance of our online control algorithm with rigorous theoretical analysis. We also demonstrate its optimality in terms of operational cost, demand service delay, datacenter availability, system robustness and scalability, using extensive simulations based on one-month worth of traces from live power systems.

关键词： cloud computing computer centres computer power supplies power aware computing renewable energy sources smart power grids

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Intelligent computing in Smart grid and Electrical Vehicles 2014

引用

丛书名： Communications in Computer and Information Science

2014年

作者： Kang Li Yusheng Xue Shumei Cui Niu Qun

ISBN: (数字)9783662452868

ISBN: (纸本)9783662452851

This book constitutes the third part of the refereed proceedings of the international conference on Life System Modeling and Simulation, LSMS 2014, and of the international conference on Intelligent computing for Sustainable Energy and Environment, ICSEE 2014, held in Shanghai, China, in September 2014. The 159 revised full papers presented in the three volumes of CCIS 461-463 were carefully reviewed and selected from 572 submissions. The papers of this volume are organized in topical sections on computational intelligence in utilization of clean and renewable energy resources, including fuel cell, hydrogen, solar and winder power, marine and biomass; intelligent modeling, control and supervision for energy saving and pollution reduction; intelligent methods in developing electric vehicles, engines and equipment; intelligent computing and control in distributed power generation systems; intelligent modeling, simulation and control of power electronics and power networks; intelligent road management and electricity marketing strategies; intelligent water treatment and waste management technologies; integration of electric vehicles with smart grid.

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gridsat architecture: A step further towards security and efficiency

Gridsat architecture: A step further towards security and ef...

引用

IASTED international conference on Parallel and distributed computing and Networks

作者： Aloisio, G Cafaro, M Epicoco, I Fiore, S Tana, M Univ Lecce Nanosci & Grid Comp Div ISUFI NNL INFM CNR Via Monteroni I-73100 Lecce Italy

ISBN: (纸本)088986568X

This paper is the sequel of a previous one defining gridSAT, that is, a general purpose powerful architecture that can use satellites as a communication medium for reliable large files distribution to multiple receivers in geographically dispersed grids. In particular, we propose here a specialization of gridSAT, describing middleware and protocols involved, highlighting security and efficiency, and discussing a useful scenario related to database replication as well. Therefore Such an architecture represents a Solution to some relevant data grid issues.

关键词： grid multicast and satellite

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Research on the middleware of grid GIS - distributed cooperative computing GIS software and its key technologies

Research on the middleware of grid GIS - distributed coopera...

引用

15th international conference on Geoinformatics

作者： Sun, Yumei Fang, Yu Chen, Bin Rana, Tohid Ahmed Peking Univ Inst RS & GIS Beijing 100871 Peoples R China Shijiazhuang Inst Railway Technol Shijiazhuang 050041 Peoples R China Yasar Univ Dept Comp Engn TR-35500 Izmir Turkey

ISBN: (纸本)9780819469144

This paper introduces the concept of grid computing and its characteristics. Basing on analyzing the characteristics of grid computing, we apply grid computing to GIS field to construct grid GIS, which is the application of grid computing on geographic information system with grid computing as the basic running environment. According to the architecture of grid and integrating the characteristics of GIS, we design the architecture of grid GIS, which has three layers. They are grid GIS resource layer, grid GIS middleware layer and grid GIS application layer. Among them, the grid GIS middleware layer is the most important. Then this paper expatiates on our research on grid GIS middleware, which is about the design and development of distributed cooperative computing GIS software. The key technologies of the distributed cooperative computing GIS software are discussed, which include technology of global spatial resource management, spatial data computing task allocation and management, system consistency mechanism and system security mechanism. The implementation process is also presented. At last, this paper presents the further researches of the distributed cooperative computing GIS software.

关键词： grid computing GIS grid GIS distributed cooperative computing

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Enabling grid computing for Examination Feedback Analysis in Learning System

Enabling Grid Computing for Examination Feedback Analysis in...

引用

1st international conference on distributed Frameworks and Applications

作者： Wang, Chih-Ming Chiang, Ming-Chao Yang, Chu-Sing Natl Sun Yat Sen Univ Dept Comp Sci & Engn Kaohsiung 80424 Taiwan Natl Cheng Kung Univ Dept Elect Engn Tainan Taiwan

ISBN: (纸本)9781424423125

In this paper, we present a distributed computing scheme for examination feedback analysis based on grid. The proposed scheme is motivated by the observation that as the number of examinations increases, the feedback analysis would become extremely slow if a single server is used. grid computing can be used to solve the problem by evenly distributing the workload of the system to all the available nodes, thus greatly enhancing the performance of feedback analysis in a learning system. We use Hyper grid Learning System (HGLS)-a learning system with examination service-we developed as an example to describe the proposed scheme. We note that although discussed in the context of HGLS, the proposed scheme can be easily adapted and applied to all the e-learning systems based on grid computing. To evaluate the performance of the proposed scheme, we compare the performance of the proposed scheme with single node servers. Our experimental result shows that the proposed scheme can greatly enhance the performance of the feedback analysis in a learning system base on grid.

关键词： Examination feedback analysis grid computing resource allocation

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grid Service Hosting on Virtual Clusters 08

Grid Service Hosting on Virtual Clusters

引用

9th IEEE/ACM international conference on grid computing

作者： House, Bobby Marshall, Paul Oberg, Michael Tufo, Henry M. Woitaszek, Matthew Univ Colorado UCB 430 Boulder CO 80309 USA Natl Ctr Atmospher Res Boulder CO 80305 USA

ISBN: (纸本)9781424425785

This paper presents an architecture for service hosting on virtual clusters spanning multiple administrative domains that balances the requirements of application developers and resource provider system administrators. The presented architecture and implementation use virtual machines to simplify the deployment of externally-accessible persistent Web and grid services while allowing resource provider system administrators to monitor hosted virtual machines and perform critical maintenance when necessary. This approach allows developers full control of their distributed resources, specifies a mechanism for resource provider monitoring and intervention, and reduces the barrier for hosting user-supplied virtual machines on shared resource provider cyberinfrastructure.

关键词： Software Monitoring Computer architecture Security Virtual machining Operating systems Linux

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grid computing experience with the grid implementation between GWU and Egypt

Grid computing experience with the grid implementation betwe...

引用

international conference on Internet computing/international Symposium on Web Services and Applications

作者： Diab, H Taher, M Saha, P Al-Shandawely, M El-Ghazawi, T George Washington Univ Washington DC 20052 USA

ISBN: (纸本)1932415467

This paper presents the research joint efforts between Ain Shams University and George Washington University of creating a computing environment using the grid computing technologies (Globus Toolkit). This environment will be used to solve the problem of recognizing Arabic signature using advanced techniques based on neural networks and the wavelet decomposition. This environment is a cost efficient means for performing massive computations in Egypt, where supercomputers are not affordable, by using the already proven grid computing technology. In addition, it will enable the fast recognition of Arabic text in applications where speed matters.

关键词： distributed computer systems

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