Energies · 2019 · 12 citations · 17 references
EngineeringElectrical EngineeringSystems EngineeringEnergy SystemsRenewable Energy IntegrationRenewable Energy SystemsPower Grid AnalysisPower QualityPower SystemsPower Transmission SystemsWind Energy SystemsLoad Flow AnalysisNonparametric Density EstimationRenewable Electricity IntegrationVoltageWind Power IntegrationWind Power SystemsWind Speed Effects
With the increasing rate of wind power installed capacity, voltage state assessment with large-scale wind power integration is of great significance. In this paper, a vine-copula based voltage state assessment method with large-scale wind power integration is proposed. Firstly, the nonparametric kernel density estimation is used to fit the wind speed distribution, and vine-copula is used to construct the wind speed joint distribution model of multiple regions. In order to obtain voltage distribution characteristics, probabilistic load flow based on the semi-invariant method and wind speed independent transformation based on the Rosenblatt transformation are described. On this basis, a voltage state assessment index is established for the more comprehensive evaluation of voltage characteristics, and a voltage state assessment procedure is proposed. Taking actual wind speed as an example, the case study of the IEEE 24-node power system and the east Inner Mongolia power system for voltage state assessment with large-scale wind power integration are studied. The simulation results verify the effectiveness of the proposed voltage state assessment method.
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Pair-copula constructions of multiple dependence
Kjersti Aas, Claudia Czado, Arnoldo Frigessi et al. · Insurance Mathematics and Economics · 2007 · 2K citations · Full text