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A Data-driven Approach for Estimating Relative Voltage Sensitivity

机译:一种估计相对电压灵敏度的数据驱动方法

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Voltage sensitivity expresses analytically the dependency between voltage and active or reactive power. Knowing the voltage sensitivity is necessary in many power system applications, such as the Distributed Energy Resources (DER) optimal placement and control. The majority of voltage sensitivity estimation methods assume having an accurate model of the grid and only consider a balanced grid operation at the nominal point, which is not realistic. In this paper, a method based on Mutual Information (MI) is proposed, which is able to evaluate the nonlinear dependencies between two variables, in order to estimate the relative voltage sensitivity. Contrary to the existing methods, the proposed MI-based approach only requires measurements at the point of interest and does not require any grid model nor measurements from other nodes in the grid. As a use case, the optimal allocation for an Energy Storage System (ESS) in a real medium voltage network in Germany has been presented. Measurement results confirm the effectiveness of the new approach for estimating relative voltage sensitivity.
机译:电压灵敏度在分析上表达电压和主动或无功功率之间的依赖性。知道在许多电力系统应用中是必要的,例如分布式能量资源(DER)最佳放置和控制,知道电压灵敏度。大多数电压灵敏度估计方法假设具有准确的网格模型,并且仅考虑标称点的平衡网格操作,这是不方意的。在本文中,提出了一种基于互信息(MI)的方法,其能够评估两个变量之间的非线性依赖性,以估计相对电压灵敏度。与现有方法相反,所提出的基于MI的方法只需要在兴趣点进行测量,并且不需要任何网格模型,也不需要来自网格中的其他节点的任何网格模型。作为一种用例,介绍了德国实际中电压网络中的能量存储系统(ESS)的最佳分配。测量结果证实了新方法估算相对电压灵敏度的有效性。

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