A Novel Algorithm Of Optimization Model For Wind Speed Forecasting

被引:0
|
作者
Qu Xiaodong [1 ]
Song Shuangying [1 ]
Ji Zhicheng [1 ]
机构
[1] Jiangnan Univ, Inst Elect Automat, Wuxi 214122, Jiangsu, Peoples R China
关键词
divided difference filter; time series; wind farm; wind speed forecasting;
D O I
10.1109/CCDC.2009.5192818
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
To improve the wind speed forecasting accuracy, a hybrid algorithm integrating time series analysis with divided difference filter (DDF) is proposed. First, by use of time series analysis theory, the non-stationary modeling for wind speed signals of wind farm is proceeded to obtain the model equation and the wind speed forecasted by the simplex. time series model equation. Second, by means of the obtained model equation, the state equation and observational equation are deduced, and the wind speed is forecasted respectively by KF and DDF forecasting recurrence equation Finally, the forecasting experiments for varying wind speed measured in a certain wind farm at JiShan is conducted to validate the proposed hybrid algorithm. Experimental results show that by using this hybrid algorithm the forecasting accuracy of wind speed can be improved and DDF is a effective in wind speed forecasting.
引用
收藏
页码:3307 / 3311
页数:5
相关论文
共 7 条
  • [1] Application of artificial neural networks for the wind speed prediction of target station using reference stations data
    Bilgili, Mehmet
    Sahin, Besir
    Yasar, Abdulkadir
    [J]. RENEWABLE ENERGY, 2007, 32 (14) : 2350 - 2360
  • [2] Time-series models for reliability evaluation of power systems including wind energy
    Billinton, R
    Chen, H
    Ghajar, R
    [J]. MICROELECTRONICS AND RELIABILITY, 1996, 36 (09): : 1253 - 1261
  • [3] CAMPBELL PRJ, 2007, IEEE CAN EL POW C, P342
  • [4] LEE DJ, 2005, NONLINEAR BAYESIAN F, V5, P49
  • [5] Li Ming-gan, 2004, Relay, V32, P9
  • [6] Ma Jing-bo, 2005, Power System Technology, V29, P75
  • [7] New developments in state estimation for nonlinear systems
    Norgaard, M
    Poulsen, NK
    Ravn, O
    [J]. AUTOMATICA, 2000, 36 (11) : 1627 - 1638