Voltage Zoning Regulation Method of Distribution Network with High Proportion of Photovoltaic Considering Energy Storage Configuration

被引:1
|
作者
Zheng, Fangfang [1 ]
Meng, Xiaofang [1 ]
Xu, Tiefeng [1 ]
Sun, Yongchang [2 ]
Zhang, Nannan [1 ]
机构
[1] Shenyang Agr Univ, Coll Informat & Elect Engn, Shenyang 110866, Peoples R China
[2] Econ & Technol Dev Zone Heating Ltd Co, Dalian 116600, Peoples R China
基金
中国国家自然科学基金;
关键词
high proportion photovoltaic; voltage regulation; k-means clustering; energy storage partition; particle swarm optimization algorithm;
D O I
10.3390/su151310732
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Photovoltaics have uncertain characteristics. If a high proportion of photovoltaics are connected to the distribution network, the voltage will exceed the limit. In order to solve this problem, a voltage regulation method of a distribution network considering energy storage partition configuration is proposed. Taking the minimum total voltage deviation, the minimum total cost, the minimum total power loss, and the minimum energy storage device installation ratio as the objective function, and considering various conditions, such as voltage deviation constraint and energy storage constraint, a mathematical model of voltage regulation is established. Firstly, a high proportion of photovoltaics are connected to the distribution network, and the voltage deviation curve is obtained. The optimal k value is determined by the elbow rule. The voltage deviation curve of each node is clustered by the k-means algorithm so as to determine the energy storage device partition. The energy storage device is connected to various clustering centers, and then the weighting factor of each objective function is determined by the fuzzy comprehensive evaluation method. For comparison and analysis, (k + 1) schemes are determined through the partition configuration of (k + 1) energy storage devices. Then, the model is solved by particle swarm optimization, and the unit output result and the minimum objective function value are obtained. Finally, an example of IEEE33 is used to verify the effectiveness of the proposed model.
引用
收藏
页数:19
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