IEEE Access · 2019 · 239 citations · 38 references
EngineeringBattery Bank StorageHydrogen-based MicrogridsEnergy EfficiencyMulti-energy SystemOptimal SizingEnergy OptimizationRenewable Energy StorageSystems EngineeringOptimization TechniquesPower GenerationElectrical EngineeringDc MicrogridsPower System OptimizationHybrid Energy SystemMicrogridsDifferent Optimization AlgorithmsSmart GridEnergy ManagementGrid Optimization
In this paper, a simulation model describing the operation of a PV/wind/diesel hybrid microgrid system with battery bank storage has been proposed. Optimal sizing of the proposed system has been presented to minimize the cost of energy (COE) supplied by the system while increasing the reliability and efficiency of the system presented by the loss of power supply probability (LPSP). Novel optimization algorithms of Whale Optimization Algorithm (WOA), Water Cycle Algorithm (WCA), Moth-Flame Optimizer (MFO), and Hybrid particle swarm-gravitational search algorithm (PSOGSA) have been applied for designing the optimized microgrid. Moreover, a comprehensive comparison has been accomplished between the proposed optimization techniques. The optimal sizing of the system components has been carried out using real-time meteorological data of Abu-Monqar village located in the Western Desert of Egypt for the first time for developing this promising remote area. Statistical study for determining the capability of the optimization algorithm in finding the optimal solution has been presented. Simulation results confirmed the promising performance of the hybrid WOA over the other algorithms.
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James Kennedy, R.C. Eberhart · 2002 · 46.5K citations
Riccardo Poli, James Kennedy, Tim Blackwell · Swarm Intelligence · 2007 · 21.3K citations
Firefly Algorithm, Intelligent Optimization, Particle Swarm Optimization +1
A new optimizer using particle swarm theory
R.C. Eberhart, James Kennedy · 2002 · 14.7K citations
Evolving Neural Network, Engineering, Aerospace Engineering +12