IEEE Transactions on Power Delivery · 2002 · 286 citations · 21 references
Cluster ComputingAutomatic Switching OperationEngineeringNetwork AnalysisLarge-scale Distribution SystemsGrid OptimizationOperations ResearchNetwork ReconfigurationSimulated AnnealingPower System RestorationSystems EngineeringCombinatorial OptimizationElectrical EngineeringComputer EngineeringPower System OptimizationLoss MinimizationSmart GridEnergy ManagementActive Distribution NetworkSmart Distribution NetworkElectric Power Distribution
This paper presents an efficient algorithm for loss minimization by using an automatic switching operation in large-scale distribution systems. Simulated annealing is particularly well suited for a large combinatorial optimization problem since it can avoid local minima by accepting improvements in cost. However, it often requires a meaningful cooling schedule and a special strategy, which makes use of the property of distribution systems in finding the optimal solution. In this paper, we augment the cost function with the operation condition of distribution systems, improve the perturbation mechanism with system topology, and use the polynomial-time cooling schedule, which is based on the statistical calculation during the search. The validity and effectiveness of the proposed methodology is demonstrated in the Korea Electric Power Corporation's distribution system.
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Optimization by Simulated Annealing
Scott Kirkpatrick, C. D. Gelatt, M.P. Vecchi · Science · 1983 · 44K citations
Numerical Analysis, Large-scale Global Optimization, Computational Science +15