Adaptive transient overvoltage control strategy for wind farm based on data-driven method

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY
Xiaofei Liu, Pei Zhang
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Abstract

To achieve the transient overvoltage suppression of doubly fed induction generator (DFIG) terminals and the point of common coupling (PCC) in the wind farm (WF), an adaptive overvoltage control strategy based on data-driven approach is proposed. Firstly, the PCC reactive power demand and DFIG overvoltage threshold are derived, respectively. Secondly, three regression models are developed through surface fitting to determine three variables: the maximum overvoltage of each DFIG, the PCC maximum overvoltage, and the reactive power demand of each DFIG. Subsequently, the K-means clustering method is adopted to group all DFIGs, and then the reactive power requirement of the PCC is proportionally distributed to each group of DFIGs. Lastly, a coordinated control strategy of DFIGs and static var generator (SVG) is designed based on the values of three regression models, which can adaptively adjust the reactive power absorbed by each DFIG and SVG. In particular, the de-load control is adopted to enlarge the maximum reactive power capacity of DFIG. The simulation results show that the proposed control strategy can timely and effectively restore the transient overvoltage of the wind farm to the normal range during the gird failure, ensuring the stable operation of the wind farm.

Abstract Image

基于数据驱动的风电场自适应瞬态过电压控制策略
为了实现风电场双馈感应发电机(DFIG)和共偶点(PCC)的瞬态过电压抑制,提出了一种基于数据驱动的自适应过电压控制策略。首先推导了PCC无功需求和DFIG过电压阈值。其次,通过曲面拟合建立三个回归模型,确定各DFIG的最大过电压、PCC的最大过电压和各DFIG的无功需求三个变量。然后,采用K均值聚类方法对所有dfig进行分组,然后将PCC的无功需求按比例分配到每组dfig中。最后,根据三种回归模型的值,设计了DFIG和静态无功发生器(SVG)的协调控制策略,可以自适应调节各DFIG和SVG吸收的无功功率。特别地,采用了减载控制,扩大了DFIG的最大无功容量。仿真结果表明,所提出的控制策略能够及时有效地将风电场的暂态过电压恢复到正常范围内,保证了风电场的稳定运行。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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