Energy Reports · 2022 · 33 citations · 3 references
EngineeringElectrical EngineeringDemand ForecastingElectric Vehicle EngineeringOptimizationCharging SystemsDistribution Network PlanningElectricity Load ManagementLoad ForecastingMonte Carlo MethodsMonte Carlo SimulationCharging Demand ForecastingCharging Load ManagementCharging OptimizationLoad PredictionMonte Carlo AnalysisMonte Carlo ForecastingState Of Charge Forecasting
The prediction of the orderly charging load of electric vehicles is of great significance for planning of charging facilities, analysis of bearing capacity of the distribution network and later rectification and reconstruction. This article proposes a method of charging load prediction based on characteristics of EV charging behavior and nonlinear programming. This article uses Monte Carlo algorithm to predict charging probability and disorderly charging load of EVs, and uses non -linear programming algorithm to solve the optimized target function of orderly charging to achieve the prediction of the orderly charging load of EVs in the region.
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Orderly charging strategy of battery electric vehicle driven by real-world driving data
Ye Tao, Miaohua Huang, Yupu Chen et al. · Energy · 2019 · 91 citations
Engineering, Automotive Engineering, Electrical Engineering +14