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Operating Power Reserve Quantification Through PV Generation Uncertainty Analysis of A Microgrid

机译:通过PV生成的MicroGrid的不确定性分析运行功率储备量化

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Due to renewable energy sources (RES) variable nature and their wide integration into power systems, setting an adequate operating power reserve is important to compensate unpredictable imbalance between generation and consumption. However, this power reserve should be ideally minimized to reduce system cost with a satisfying security level. Although many forecasting methodologies have been developed for forecasting energy generation and load demand, management tools for decision making of operating reserve are still needed. This paper deals with power reserve quantification through uncertainty analysis with a photovoltaic (PV) generator. Indeed, using an artificial neural network based predictor (ANNs), PV power and load have been forecasted 24 hours ahead, and also forecasting errors have been predicted. Through forecasting uncertainty analysis, the power reserve quantification is calculated according to various risk indexes.
机译:由于可再生能源(RES)可变性质及其广泛集成到电力系统中,设置适当的操作电源储备对于补偿发电和消费之间不可预测的不平衡是重要的。然而,这种功率储备应该理想地最小化以降低满足安全级别的系统成本。虽然已经开发出用于预测能源发电和负荷需求的许多预测方法,但仍需要用于操作储备的决策管理工具。本文通过使用光伏(PV)发电机的不确定性分析来涉及功率储备量化。实际上,使用基于人工神经网络的基于网络的预测器(ANN),预先预测PV电力和负载,并预测预测误差。通过预测不确定性分析,根据各种风险指标计算电力储备量化。

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