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Influence of Uncertainties of Renewable Energy Sources on Providing Flexibilities for the Superimposed High Voltage Grid

机译:可再生能源不确定性对叠加高压电网提供灵活性的影响

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Since the last years, the number of renewable energy sources (RES), especially photovoltaic (PV) systems and wind turbines, has increased in distribution grids. The financial stress of many conventional power plants is another side effect of the increased RES capacity. In high voltage (HV) grids with an increasing number of decommissioned conventional generation units, there could be a rising need for alternative flexibility providers regarding the active and reactive power control. The flexibility is necessary to avoid thermal as well as voltage limit violations in the HV grid. It is widely discussed that this flexibility could be provided through the interconnection points at the substations from the underlying medium voltage (MV) and low voltage (LV) grids, where most of the RES capacity is installed and innovative solutions such as remote control of distributed generators to integrate these RES could be used. Nevertheless, many MV and LV grids themselves are facing technical problems such as overvoltages, which mean that a provision of flexibility for the superimposed grid might be limited. When providing flexibility from the MV and LV grid to the superimposed grid, the uncertainties of RES feed-in become another crucial aspect. Forecast errors of PV and wind generation resulting from the difficulty to precisely predict the weather condition have to be considered. Therefore, the distribution system operator (DSO) can only provide the flexibility with a certain probability. The aim of this paper is to assess the influence of these uncertainties on the provision of flexibility for the superimposed HV grid. First, the forecast errors of PV and wind generation with regards to their forecast horizon and the current feed-in are analysed. This also includes the linear and nonlinear correlations between generation units of the same technology at different locations as well as alternative technologies. These correlations are modelled using a copula, which is a method used in quantitative finance to model the correlation between multivariate variables. Based on the analysis, a Monte-Carlo-Simulation is developed, with which for each draw a consistent set of feed-in with the superimposed errors is taken out of the copula in order to model the feed-in of RES in the considered MV und LV grid. The draw is the input for the estimation of the flexibility potential by coordinating all degrees of freedom under consideration of technical constraints. The estimation of the flexibility potential is achieved by an optimization method called Optimal Power Flow (OPF). In order to consider the interdependency between the active and reactive power exchange at the HV/MV substation, the applied methodology further scans the flexibility potential successively, which can be provided to the HV grid without leading to criticalities in the own grid. The estimation is performed for each draw in order to obtain the relation of the flexibility potential and a certain probability. The outputs show for a certain quantile the maximum provision of flexibility potential for the superimposed HV grid. The methodology is applied to a rural MV/LV grid with a high share of RES for a situation with a high generation of RES and a low load. The results show that the technical flexibility potential is constrained by the forecast errors of PV and wind generation, when the DSO wants to provide the flexibility with a high reliability. Besides, it is found that with the same reliability the DSO can provide more flexibility with a decreasing forecast horizon for this considered situation.
机译:自上年以来,可再生能源(RES),尤其是光伏(PV)系统和风力涡轮机的数量在分配网格中增加。许多传统发电厂的财务压力是res容量增加的另一副作用。在高电压(HV)网格中具有越来越多的退役的常规发电单元,对于有关主动和无功控制的替代灵活性提供者可能需要一个上升。有必要的灵活性来避免热量的热量以及电压限制在HV网格中违规。广泛讨论了这种灵活性,可以通过来自底层中电压(MV)和低电压(LV)网格的变电站的互连点提供,其中大部分RES容量和诸如分布式的远程控制等创新解决方案可以使用要集成这些RE的发电机。尽管如此,许多MV和LV网格本身都面临技术问题,例如过电压,这意味着可能限制叠加电网的灵活性。当从MV和LV栅格提供叠加网格的灵活性时,RES进料的不确定性成为另一个至关重要的方面。由于难以精确预测天气状况而导致的PV和风发电的预测误差。因此,分配系统操作员(DSO)只能提供某种概率的灵活性。本文的目的是评估这些不确定性对叠加HV电网的灵活性的影响。首先,分析了对其预测地平线的PV和风发电的预测误差和当前进料。这还包括在不同位置和替代技术的相同技术的生成单元之间的线性和非线性相关性。这些相关性是使用Copula建模的,这是一种用于在定量金融中使用的方法,以模拟多变量变量之间的相关性。基于分析,开发了一个蒙特卡罗模拟,其中每个绘制一致的一致进料与叠加误差的一致进料被取出,以便在所考虑的MV中模拟Res的进料und lv网格。该绘图是通过在考虑技术限制的考虑中协调所有程度的自由度来估计灵活性电位的输入。通过称为最佳功率流(OPF)的优化方法实现灵活性电位的估计。为了考虑HV / MV变电站的主动和无功交换之间的相互依赖性,所施加的方法进一步扫描柔性电位,连续扫描柔性电位,这可以提供给HV电网而不导致自身网格中的危险性。对每个绘制进行估计,以便获得灵活电位的关系和某种概率。输出显示一定量级的最大规定叠加的HV网格的灵活性电位。该方法应用于农村MV / LV网格,份额为RES,用于具有高代RE的情况和低负载。结果表明,当DSO希望提供高可靠性的灵活性时,通过PV和风力产生的预测误差,技术灵活性潜力受到限制。此外,目前发现,具有相同的可靠性,DSO可以提供更大的灵活性,以降低预测地平线的这种情况。

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