Data-driven Model-free Hosting Capacity Estimation in a Low Voltage Prosumer

Luis Daniel Andagoya Alba, Johanna Jara, Pablo Catota, Rommel Valencia
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Abstract

Currently, distributed generation systems have been proposed as a way to increase the energy potential of the countries introducing them, however, the entry of this new form of energy generation can cause some negative effects on the correct operation of the distribution network, one of these negative effects are the overvoltages that can exceed the levels allowed by the local operator. For this reason, it is necessary to limit in some way the injection of distributed generation into the grid. This parameter has been called Hosting Capacity, which is a new parameter developed to limit the power coming from distributed sources while maintaining the proper functioning of the grid. Many studies have been developed to define and calculate the Hosting Capacity, mainly based on scenario simulations, however, these need detailed and accurate network models which at low voltage levels is very difficult to have. The present work focuses on determining a Hosting Capacity value in a node at low voltage using values taken from a smart meter, the methodology uses a regression model considering voltage and power consumption values at the point. The results show a good approximation of Hosting Capacity validated through a network model of the connection node obtaining voltage values close to the limit, but lower than it, which allows the conclusion that the planted methodology is useful for the calculation of Hosting Capacity without the need for having a network model.
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低电压用户中的数据驱动无模型主机容量估算
目前,分布式发电系统已被提出来作为提高引进国能源潜力的一种方式,然而,这种新型发电方式的进入可能会对配电网的正常运行造成一些负面影响,其中一个负面影响就是过电压,过电压可能会超过当地运营商允许的水平。因此,有必要以某种方式限制分布式发电对电网的注入。这一参数被称为 "寄存容量",它是一个新参数,用于限制分布式电源的功率,同时保持电网的正常运行。为定义和计算托管容量,已经开展了许多研究,主要是基于情景模拟,但这些研究需要详细和精确的网络模型,而在低电压水平下很难做到这一点。本研究的重点是利用智能电表中的数值来确定低电压下节点的托管容量值,该方法采用了一个考虑到节点电压和耗电量值的回归模型。结果表明,通过连接节点的网络模型,获得了接近极限但低于极限的电压值,从而验证了托管容量的近似值,由此得出结论,所采用的方法可用于计算托管容量,而无需网络模型。
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