International Journal of Grid and Distributed Computing · 2015 · 32 citations · 23 references
ComputingCloud ComputingManufacturing EngineeringCloud InfrastructureCloud Performance OptimizationOptimizationCloud Resource ManagementCompute Resource ManagementCost OptimizationResource OptimizationResource SchedulingWorkload SchedulingAnt Colony OptimizationCase Study EvaluationCloud Resource AllocationCloud SchedulingManufacturing Resource SchedulingOptimal AllocationOptimal Resource AllocationResource Allocation Algorithms
Resources should be allocated efficiently in a cloud manufacturing environment, given specific cloud manufacturing task. We study on the optimal resource allocation after the qualitative analysis of the match between the tasks and the resources in this work. Along this line, many factors should be significant, including time, cost and quality of services. Moreover, the workload of equipments should also be considered, in order to achieve load balance and improve the efficiency of manufacturing and the productivity. Therefore, in this paper, based on a four-dimensional objective function, that is, time, cost, quality of services and the load balance, we adapt the Ant Colony Optimization (ACO) algorithm to find the optimal solution. We also present a case study to evaluate our model.
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Distributed Optimization by Ant Colonies
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Ant colonies for the travelling salesman problem
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