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DOT NET IEEE 2012 Abstracts DOMAIN - PARALLEL AND DISTRIBUTED SYSTEMS

AN ONLINE DATA ACCESS PREDICTION AND OPTIMIZATION APPROACH FOR DISTRIBUTED SYSTEMS Current scientific applications have been producing large amounts of data. The processing, handling and analysis of such data require large-scale computing infrastructures such as clusters and grids. In this area, studies aim at improving the performance of data-intensive applications by optimizing data accesses. In order to achieve this goal, distributed storage systems have been considering techniques of data replication, migration, distribution, and access parallelism. However, the main drawback of those studies is that they do not take into account application behavior to perform data access optimization. This limitation motivated this paper which applies strategies to support the online prediction of application behavior in order to optimize data access operations on distributed systems, without requiring any information on past executions. In order to accomplish such a goal, this approach organizes application behaviors as time series and, then, analyzes and classifies those series according to their properties. By knowing properties, the approach selects modeling techniques to represent series and perform predictions, which are, later on, used to optimize data access operations. This new approach was implemented and evaluated using the OptorSim simulator, sponsored by the LHCCERN project and widely employed by the scientific community. Experiments confirm this new approach reduces application execution time in about 50 percent, specially when handling large amounts of data NCCT, 109, 2 nd Floor, Bombay Flats, Nungambakkam High Road, Nungambakkam, Chennai – 600034. Near Ganpat Hotel, Above IOB, Next to ICICI Bank Projects in Java * J2EE * J2ME * .NET * ASP.NET * VB.NET * C# * Android * NS2 * Matlab * Embedded Systems


NCCT Smarter way to do your Projects

www.ncct.in ncctchennai@gmail.com 044-28235816, 98411 93224

DOT NET IEEE 2012 Abstracts Abstract of the Project

Existing System Proposed System Advantages Architecture Diagram Modules Algorithms used

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NCCT Smarter way to do your Projects

www.ncct.in ncctchennai@gmail.com 044-28235816, 98411 93224

DOT NET IEEE 2012 Abstracts HARDWARE REQUIREMENTS System RAM

: Pentium Dual Core Processor + Board : 2 GB

Hard Disk

: 200 GB

Monitor

: 17” Color Monitor

Mouse

: Logitech Mouse

Keyboard

: Multimedia Keyboard

SOFTWARE REQUIREMENTS O/S

: Windows XP / Windows 7

Language

: ASP.NET, C#.

Database

: SQL Server 2005

NCCT, 109, 2 nd Floor, Bombay Flats, Nungambakkam High Road, Nungambakkam, Chennai – 600034. Near Ganpat Hotel, Above IOB, Next to ICICI Bank Projects in Java * J2EE * J2ME * .NET * ASP.NET * VB.NET * C# * Android * NS2 * Matlab * Embedded Systems


Dot NET-Parallel and Distributed Systems -- AN ONLINE DATA ACCESS PREDICTION AND OPTIMIZATION APPROA