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基于实测数据的风电场风速-功率模型的研究

王钤 潘险险 陈迎 杨汾艳 林俐

电力系统保护与控制Issue(2):23-27,5.
电力系统保护与控制Issue(2):23-27,5.

基于实测数据的风电场风速-功率模型的研究

Study of wind speed-active power model for wind farm based on measured data

王钤 1潘险险 2陈迎 3杨汾艳 1林俐2

作者信息

  • 1. 广东电网公司电力科学研究院,广东 广州 510080
  • 2. 新能源电力系统国家重点实验室 华北电力大学,北京 102206
  • 3. 安徽省电力公司检修公司,安徽 合肥 230000
  • 折叠

摘要

Abstract

Accurate model of the wind farm is the basis for the analysis of wind power integrating grid. Firstly, the comparison is made between the standard power characteristic curve and the measured scatter plot of wind speed-active power for DFIG. The wind speed-active power model is proposed based on the measured data. For the wind speed differences of wind turbines in large wind farm caused by complex terrain and the crew irregular arrangement, K-means clustering algorithm is used for the equivalent wind speed model of the whole wind farm. Then the wind speed-active power model of wind farm based on measured data is proposed. Taking an actual wind farm as example, K-means clustering algorithm is used to the clusters division. Result shows that the division by wind speed is different from that by location of wind turbine units. Finally, to verify the effectiveness of the new wind speed-active power model, the error comparative analysis is made between the new model and the traditional model. Result shows that the accuracy of the model is greatly improved with the proposed method.

关键词

风速-功率模型/实测数据/K-means聚类算法/聚类划分/风电场建模

Key words

wind speed-active power model/measured data/K-means clustering algorithm/clusters division/wind farm modeling

分类

信息技术与安全科学

引用本文复制引用

王钤,潘险险,陈迎,杨汾艳,林俐..基于实测数据的风电场风速-功率模型的研究[J].电力系统保护与控制,2014,(2):23-27,5.

基金项目

国家科技支撑计划 ()

电力系统保护与控制

OA北大核心CSCDCSTPCD

1674-3415

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