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Faculty of Computing and Information Technology
Document Details
Document Type
:
Article In Conference
Document Title
:
An Evaluation of Availability Comparison and Prediction for Optimized Resource Selection in the Grid
تقييم مقارنة مدى توافر الموارد وكذلك التنبؤ بتوفرها من أجل تحقيق عملية إختيار مثلى للموارد المتاحة في الأنظمة الشبكية
Subject
:
Performance Modeling of Scientific Workflow Applications
Document Language
:
English
Abstract
:
The functional heterogeneity of computational Grids has highly increased due to inclusion of resources other than dedicated to Grid, like from non-dedicated desktop Grids, on-demand systems and even from P2P systems and mobile Grids. At such a diversified scale, resources exhibit different availability properties mainly due to administrators' policies for resource availability in the Grid, and their failure/unavailability properties. These make resources' availability predictions for optimized resource selection, a challenging problem. Addressing this problem, we characterize resource availability properties against their availability policies to understand their availability behavior and quantify it through availability models. We further exploit the availability/failure properties to make predictions about their availability through pattern recognition and classification. We have achieved, on average, accuracy of more than 90% and 75% in our predictions for resource instance availability and lifetime respectively.
Conference Name
:
CCGRID '08 Proceedings of the 2009 9th IEEE/ACM International Symposium on Cluster Computing and the Grid,
Duration
:
From : 19 مايو 2008 AD - To : 22 مايو 2008 AD
Publishing Year
:
1429 AH
2008 AD
Number Of Pages
:
10
Article Type
:
Article
Conference Place
:
Lyon, France
Organizing Body
:
IEEE Computer Society, IEEE Technical Committee on Scalable Computing (TCSC), and Association for Computing Machinery (ACM).
Added Date
:
Monday, July 16, 2012
Researchers
Researcher Name (Arabic)
Researcher Name (English)
Researcher Type
Dr Grade
Email
فرخ نديم
Nadeem, Farrukh
Researcher
abdullatif@kau.edu.sa
Thomas Fahringer
Fahringer, Thomas
Researcher
Files
File Name
Type
Description
33972.pdf
pdf
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