DocumentCode
2719994
Title
RouteGA: A Grid Load Balancing Algorithm with Genetic Support
Author
De Mello, Rodrigo F. ; Filho, José A Andrade ; Senger, Luciano J. ; Yang, Laurence T.
Author_Institution
Dept. de Cienc. de Comput., Univ. de Sao Paulo, Sao Carlos
fYear
2007
fDate
21-23 May 2007
Firstpage
885
Lastpage
892
Abstract
Motivated by the first process allocation limitations of the original Route load balancing algorithm, this paper presents RouteGA (Route with Genetic Algorithm support) which considers historical information about parallel application executions in order to optimize the first scheduling. This information is extracted by using monitors and summarized in a knowledge base used to quantify process occupation at the launch moment. Such occupation is used to parameterize a genetic algorithm responsible for optimizing the process allocation on heterogeneous computing environments such as Grids. Results confirm RouteGA over- performs the original Route, which had previously overper-formed others from literature.
Keywords
genetic algorithms; grid computing; resource allocation; RouteGA; genetic algorithm; grid load balancing algorithm; Application software; Computer networks; Concurrent computing; Data mining; Distributed computing; Genetic algorithms; Grid computing; Load management; Machine learning algorithms; Scheduling algorithm;
fLanguage
English
Publisher
ieee
Conference_Titel
Advanced Information Networking and Applications, 2007. AINA '07. 21st International Conference on
Conference_Location
Niagara Falls, ON
ISSN
1550-445X
Print_ISBN
0-7695-2846-5
Type
conf
DOI
10.1109/AINA.2007.125
Filename
4220985
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