| 注册
首页|期刊导航|电工技术学报|基于运行数据的风电机组间风速相关性统计分析

基于运行数据的风电机组间风速相关性统计分析

沈小军 周冲成 吕洪

电工技术学报2017,Vol.32Issue(16):265-274,10.
电工技术学报2017,Vol.32Issue(16):265-274,10.DOI:10.19595/j.cnki.1000-6753.tces.161443

基于运行数据的风电机组间风速相关性统计分析

Statistical Analysis of Wind Speed Correlation between Wind Turbines Based on Operational Data

沈小军 1周冲成 1吕洪2

作者信息

  • 1. 同济大学电子与信息工程学院 上海 200092
  • 2. 同济大学汽车学院 上海 200092
  • 折叠

摘要

Abstract

Statistical analysis for wind speed correlation (WSC) between wind turbines has guiding significance to wind farm equivalence modeling, wind velocity/power prediction and wind farm cluster control optimization. In view of the situation that the research for WSC analysis is rarely carried out, a method that sets power output for tuning index is proposed for wind turbines data cleaning and tuning in this paper. Then based on the theory of Copula function, the calculation method for WSC coefficient between wind turbines has been established. Finally, the case study is carried out based on the operation data of a wind farm in Zhangbei area. The statistical analysis results show that the data cleaning and turning method presented in the paper, which can effectively eliminate the influence of abnormal data and significantly improve the quality of the basic data for WSC analysis;and the WSC coefficient between the same wind turbine have major variability under different time scale, wind velocity and wind direction, the correlation of this case can up to 0.96 and the minimum is reduced to 0.55 in the studied case. The time variation and difference of WSC coefficient between wind turbines have a great influence on the accuracy of equivalent modeling of wind farm and wind velocity/power based on WSC coefficient.

关键词

风电机组/风速相关性/Copula函数/统计计算

Key words

Wind turbines/wind speed correlation/Copula function/statistical calculation

分类

信息技术与安全科学

引用本文复制引用

沈小军,周冲成,吕洪..基于运行数据的风电机组间风速相关性统计分析[J].电工技术学报,2017,32(16):265-274,10.

基金项目

中央高校基本业务经费资助项目(0800219312). (0800219312)

电工技术学报

OA北大核心CSCDCSTPCD

1000-6753

访问量0
|
下载量0
段落导航相关论文