The Scientific World JOURNAL · 2013 · 22 citations · 18 references
ComputingComputer EngineeringComputer SystemsCloud MigrationCloud Performance OptimizationVirtualizationCompute Resource ManagementMigration StrategyResource SchedulingWorkload SchedulingGenetic Algorithm OptimizationMultiobjective Heuristic OptimizationPower Consumption OptimizationSimulated Annealing OptimizationVirtual Machine Live Migration
Green cloud data center has become a research hotspot of virtualized cloud computing architecture. And load balancing has also been one of the most important goals in cloud data centers. Since live virtual machine (VM) migration technology is widely used and studied in cloud computing, we have focused on location selection (migration policy) of live VM migration for power saving and load balancing. We propose a novel approach MOGA-LS, which is a heuristic and self-adaptive multiobjective optimization algorithm based on the improved genetic algorithm (GA). This paper has presented the specific design and implementation of MOGA-LS such as the design of the genetic operators, fitness values, and elitism. We have introduced the Pareto dominance theory and the simulated annealing (SA) idea into MOGA-LS and have presented the specific process to get the final solution, and thus, the whole approach achieves a long-term efficient optimization for power saving and load balancing. The experimental results demonstrate that MOGA-LS evidently reduces the total incremental power consumption and better protects the performance of VM migration and achieves the balancing of system load compared with the existing research. It makes the result of live VM migration more high-effective and meaningful.
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Optimization by Simulated Annealing
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