Load allocation model for scheduling divisible data grid applications.

Problem statement: In many data grid applications, data can be decomposed into multiple independent sub-datasets and distributed for parallel execution and analysis. Approach: This property had been successfully employed by using Divisible Load Theory (DLT), which had been proved as a powerful tool...

Full description

Saved in:
Bibliographic Details
Main Authors: Abdullah, Monir, Othman, Mohamed, Ibrahim, Hamidah, Subramaniam, Shamala
Format: Article
Language:English
English
Published: Science Publications 2009
Online Access:http://psasir.upm.edu.my/id/eprint/15475/1/Load%20allocation%20model%20for%20scheduling%20divisible%20data%20grid%20applications.pdf
http://psasir.upm.edu.my/id/eprint/15475/
Tags: Add Tag
No Tags, Be the first to tag this record!
id my.upm.eprints.15475
record_format eprints
spelling my.upm.eprints.154752015-11-24T06:37:00Z http://psasir.upm.edu.my/id/eprint/15475/ Load allocation model for scheduling divisible data grid applications. Abdullah, Monir Othman, Mohamed Ibrahim, Hamidah Subramaniam, Shamala Problem statement: In many data grid applications, data can be decomposed into multiple independent sub-datasets and distributed for parallel execution and analysis. Approach: This property had been successfully employed by using Divisible Load Theory (DLT), which had been proved as a powerful tool for modeling divisible load problems in data-intensive grid. Results: There were some scheduling models had been studied but no optimal solution has been reached due to the heterogeneity of the grids. This study proposed a new optimal load allocation based on DLT model recursive numerical closed form solutions are derived to find the optimal workload assigned to the processing nodes. Conclusion/Recommendations: Experimental results showed that the proposed model obtained better solution than other models (almost optimal) in terms of Makespan. Science Publications 2009 Article PeerReviewed application/pdf en http://psasir.upm.edu.my/id/eprint/15475/1/Load%20allocation%20model%20for%20scheduling%20divisible%20data%20grid%20applications.pdf Abdullah, Monir and Othman, Mohamed and Ibrahim, Hamidah and Subramaniam, Shamala (2009) Load allocation model for scheduling divisible data grid applications. Journal of Computer Science, 5 (10). pp. 760-763. ISSN 1549-3636 English
institution Universiti Putra Malaysia
building UPM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Putra Malaysia
content_source UPM Institutional Repository
url_provider http://psasir.upm.edu.my/
language English
English
description Problem statement: In many data grid applications, data can be decomposed into multiple independent sub-datasets and distributed for parallel execution and analysis. Approach: This property had been successfully employed by using Divisible Load Theory (DLT), which had been proved as a powerful tool for modeling divisible load problems in data-intensive grid. Results: There were some scheduling models had been studied but no optimal solution has been reached due to the heterogeneity of the grids. This study proposed a new optimal load allocation based on DLT model recursive numerical closed form solutions are derived to find the optimal workload assigned to the processing nodes. Conclusion/Recommendations: Experimental results showed that the proposed model obtained better solution than other models (almost optimal) in terms of Makespan.
format Article
author Abdullah, Monir
Othman, Mohamed
Ibrahim, Hamidah
Subramaniam, Shamala
spellingShingle Abdullah, Monir
Othman, Mohamed
Ibrahim, Hamidah
Subramaniam, Shamala
Load allocation model for scheduling divisible data grid applications.
author_facet Abdullah, Monir
Othman, Mohamed
Ibrahim, Hamidah
Subramaniam, Shamala
author_sort Abdullah, Monir
title Load allocation model for scheduling divisible data grid applications.
title_short Load allocation model for scheduling divisible data grid applications.
title_full Load allocation model for scheduling divisible data grid applications.
title_fullStr Load allocation model for scheduling divisible data grid applications.
title_full_unstemmed Load allocation model for scheduling divisible data grid applications.
title_sort load allocation model for scheduling divisible data grid applications.
publisher Science Publications
publishDate 2009
url http://psasir.upm.edu.my/id/eprint/15475/1/Load%20allocation%20model%20for%20scheduling%20divisible%20data%20grid%20applications.pdf
http://psasir.upm.edu.my/id/eprint/15475/
_version_ 1643825943173660672
score 13.18916