Journal of Arid Meteorology

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Application of Various Technologies in Modification of Wind Speed Forecast in Wind Farms

ZHANG Tiejun1,2, YAN Pengcheng2, ZHANG Zhengying3, DUAN Haixia2, WANG Yousheng4LI Yaohui2   

  1. 1. College of Atmospheric Sciences, Lanzhou University, Lanzhou 730000, China;
    2. Institute of Arid Meteorology, China Meteorological Administration, Key Laboratory of Arid Climatic Change and Reducing Disaster of Gansu Province, Key Laboratory of Arid Climatic Change and Reducing Disaster of China Meteorological Administration, Lanzhou 730020, China;
    3. Ejin Horo Banner Meteorological Bureau, Ejin Horo 017200, Inner Mongolia, China;
    4. Meteorological Service Center of Gansu Province, Lanzhou 730020, China
  • Online:2018-10-31 Published:2018-10-31

多种订正技术在风电场风速预报订正中的应用

张铁军1,2颜鹏程2张正英3段海霞2王有生4李耀辉2   

  1. 1.兰州大学大气科学学院,甘肃 兰州 730000;
    2.中国气象局兰州干旱气象研究所,甘肃省干旱气候变化与减灾重点实验室,中国气象局干旱气候变化与减灾重点实验室,甘肃 兰州 730020;
    3.内蒙古自治区伊金霍洛旗气象局,内蒙古 伊金霍洛 017200;
    4.甘肃省气象服务中心, 甘肃 兰州 730020
  • 通讯作者: 颜鹏程(1987— ),男,江苏响水人,博士,助理研究员,主要从事非线性方法、数值模式研究. E-mail: yanpc@iamcma.cn。
  • 作者简介:张铁军(1979— ),男,甘肃秦安人,博士生,高级工程师,主要从事中尺度数值模式及灾害性天气研究. E-mail: zhangtj@iamcma.cn。
  • 基金资助:

    甘肃省气象局西北区域数值预报创新团队(GSQXCXTD-2017-02)、国家电网(河北)项目(SGHE0000KXJS1700074)、中亚大气科学研究基金(CAAS201802)、干旱气象科学研究基金(IAM201715)以及公益性行业(气象)科研专项(重大专项)(GYHY201506001)共同资助

Abstract:

The improvement of wind speed forecast accuracy by modifying error can significantly improve wind power efficiency of wind farms, increase the stability of power grid connection, relieve the power grid pressure and reduce the economic cost. In order to select the reasonable modification method of wind speed in different wind farms, the forecasted error of wind speed by GS-WPFS was modified by using the Weibull, AVT and MOS methods at Heiyazi and Nanqiu wind farms of Gansu Province from 3 June to 31 August 2016. The results show that the average errors of forecasted wind speed were 2 to 3 m·s-1 before the modification, while those decreased to 1-2 m·s-1 after the modification. By comparing, the average error of modified wind speed by MOS method was lowest, followed by Weibull and AVT methods. However, there were significant differences in modified results to forecasted wind speed with different grades by three methods. For Heiyazi wind farm, the best modification effect of forecasted wind speed with 0-4, 4-8 and 8 m·s-1 and above were AVT, MOS and Weibull methods, respectively. However, for Nanqiu wind farm, when the wind speed ranged from 4 to 13 m·s-1, the modification effect of Weibull and AVT methods were significantly better than that of MOS method.

Key words: MOS method, wind speed forecast, statistical modification, Weibull method, AVT method

摘要:

通过订正技术提高风速预报的准确性,能够显著提升风电场风力发电效率,增加电能并网的稳定性,减轻电网压力、降低经济运营成本。为电场优选出合理的风速订正方法,利用Weibull、AVT以及MOS方法分别针对甘肃省黑崖子和南湫风电场开展风速预报的订正研究。结果表明,订正前风速预报的平均误差在2~3 m·s-1,订正后降至1~2 m·s-1。3种方法对比来看,MOS方法订正后的平均误差最低,其次是Weibull和AVT方法,但是不同方法对不同等级风速的订正效果差异显著。其中,黑崖子风电场,风速处于0~4、4~8和8 m·s-1以上范围时,对应订正效果最好的分别是AVT、MOS和Weibull方法;南湫风电场,当风速为4~13 m·s-1时,Weibull和AVT方法的订正效果显著优于MOS方法。

关键词: 风速预报, 统计订正, Weibull方法, AVT方法, MOS方法

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