International Journal of Photoenergy · 2017 · 20 citations · 28 references
EngineeringOperations ManagementEnergy ManagementEnergy SystemsRenewable Energy IntegrationBattery SystemsDistributed Energy ResourcesElectricity Load ManagementEnergy Management StrategiesEnergy Management SystemsSolar Photovoltaic SystemsBattery Charging AlgorithmsBattery Swapping SystemsCharging OptimizationCharging Strategy OptimizationOperational Performance AssessmentParticle Swarm ControlParticle Swarm OptimizationService Availability
Photovoltaic- (PV-) based battery swapping stations (BSSs) utilize a typical integration of consumable renewable resources to supply power for electric vehicles (EVs). The charging strategy of PV-based BSSs directly influences the availability, cost, and carbon emissions of the swapping service. This paper proposes an optimal charging strategy to improve the self-consumption of PV-generated power and service availability while considering forecast errors. First, we introduce the typical structure and operation model of PV-based BSSs. Second, three indexes are presented to evaluate operational performance. Then, a particle swarm optimization (PSO) algorithm is developed to calculate the optimal charging power and to minimize the charging cost for each time slot. The proposed charging strategy helps decrease the impact of forecast uncertainties on the availability of the battery swapping service. Finally, a day-ahead operation schedule, a real-time decision-making strategy, and the proposed PSO charging strategy for PV-based BSSs are simulated in a case study. The simulation results show that the proposed strategy can effectively improve the self-consumption of PV-generated power and reduce charging cost.
28
Riccardo Poli, James Kennedy, Tim Blackwell · Swarm Intelligence · 2007 · 21.4K citations
Nikolaos G. Paterakis, Ozan Erdinç, Anastasios G. Bakirtzis et al. · IEEE Transactions on Industrial Informatics · 2015 · 426 citations · Full text
Imran Rahman, Pandian Vasant, Balbir Singh Mahinder Singh et al. · Renewable and Sustainable Energy Reviews · 2016 · 395 citations
Engineering, Automotive Engineering, Electrical Engineering +16