2010 · 11 citations · 11 references
ComputingComputer ScienceComputer SystemsDistributed SystemsGrid ComputingSchedulingDistributed ComputingJob SchedulingLoad BalancingResource SchedulingTask AllocationTask SchedulingGrid Computing ArchitecturesGrid SchedulingLoad Balancing AlgorithmsLoad Balancing StrategiesScheduling In Grid Computing
Load balancing is one of the critical issues that must be considered in managing a grid computing environment. It is complicated due to the distributed and heterogeneous nature of the resources. An enhanced ant algorithm for load balancing in grid computing is proposed in this paper. The proposed algorithm will determine the best resource to be allocated to the jobs based on job characteristics and resource capacity, and at the same time to balance the entire resources. The proposed algorithm focuses on local pheromone trail update and trail limit. A grid resource table is used in this proposed technique to store all information about jobs, resources and pheromone value. The credibility of the proposed algorithm is compared with other approach and results produced showed that the algorithm can balance the load of the resources.
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Optimization, Learning and Natural Algorithms
Marco Dorigo · Medical Entomology and Zoology · 1992 · 3.2K citations
Ranjith Kumar A, Ranjith Kumar R · 2011 · 1.2K citations
An improved ant algorithm for job scheduling in grid computing
Hui Yan, Xueqin Shen, Xing Li et al. · 2005 · 83 citations