Grid jobs scheduling: The Alienated Ant Algorithm solution

被引:7
|
作者
Bandieramonte, M. [1 ]
Di Stefano, A. [3 ]
Morana, G. [2 ]
机构
[1] Univ Catania, Dept Comp Sci & Telecommun Engn, Comp Sci Engn, Catania, Italy
[2] Univ Catania, Dept Comp Sci & Telecommun Engn, Catania, Italy
[3] Univ Catania, Fac Engn, Dept Comp Sci & Telecommun Engn, Operating Syst, Catania, Italy
关键词
Scheduling algorithms; grid computing; simulation; ant colony optimization; alienated ant algorithm;
D O I
10.3233/MGS-2010-0149
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Grid is a manifold and highly dynamic scenario. One of the fundamental issues in this environment is related to jobs scheduling; since jobs allocation to resources is a combinatorial optimization problem, NP-hard in most cases, several heuristics have been proposed to achieve near-optimal solutions. This paper proposes a job scheduling policy based on the Alienated Ant Algorithm (AAA), a new metaheuristic strategy freely inspired by the ants' self-organization ability. As it will be shown, AAA is able to find near-optimal solutions adapting its decisions to changing resources states and submitted workload. The experimental results show that the use of the proposed algorithm satisfies expectations.
引用
收藏
页码:225 / 243
页数:19
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