Forecast on Short-Term Wind Speed and Wind Farm Power Generation

被引:0
|
作者
Cheng, Yiping [1 ]
机构
[1] North China Elect Power Univ, Beijing 102206, Peoples R China
关键词
Wind Power; Wind Speed; Forecast;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Wind forecast is of great significance for operating a wind farm and power systems. The accurately predict wind speed can effectively reduce the adverse impact of wind farms on the power system, while increase the wind farm in the electricity market competitiveness. This paper studied time series and neural network forecasting for wind speed, and as a basis for proposed change right combination of multi-model prediction of wind speed forecasting. This method takes into account the characteristics of each individual prediction methods, different combinations of individual prediction methods to improve the prediction accuracy. Finally, wind power predicted by the results of comparative analysis found that for the prediction accuracy of wind speed is higher than the wind power prediction accuracy.
引用
收藏
页码:80 / 86
页数:7
相关论文
共 50 条
  • [41] Forecast of short-term wind power based on a novel hybrid method
    Wu, Dinghui
    Huang, Haibo
    Xiao, Ren
    Gao, Cong
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART I-JOURNAL OF SYSTEMS AND CONTROL ENGINEERING, 2020, 234 (08) : 937 - 947
  • [42] A robust deep learning framework for short-term wind power forecast of a full-scale wind farm using atmospheric variables
    Meka, Rajitha
    Alaeddini, Adel
    Bhaganagar, Kiran
    ENERGY, 2021, 221
  • [43] Improved LMD and Its Application in Short-Term Wind Power Forecast
    Chen, Guochu
    Guan, Zhiwei
    Cheng, Qiaomei
    INTELLIGENT COMPUTING IN SMART GRID AND ELECTRICAL VEHICLES, 2014, 463 : 66 - 72
  • [44] Johnson system for short-term wind power forecast error modeling
    Li, Hang
    Zhang, Zhe
    Zhang, Buhan
    2020 IEEE 14TH INTERNATIONAL CONFERENCE ON COMPATIBILITY, POWER ELECTRONICS AND POWER ENGINEERING (CPE-POWERENG), VOL 1, 2020, : 377 - 381
  • [45] Short-term probabilistic wind power forecast considering ramp characteristics
    Gan D.
    Ke D.
    Sun Y.
    Cui M.
    Dianli Zidonghua Shebei/Electric Power Automation Equipment, 2016, 36 (04): : 145 - 150
  • [46] A Nonparametric Bayesian Framework for Short-Term Wind Power Probabilistic Forecast
    Xie, Wei
    Zhang, Pu
    Chen, Rong
    Zhou, Zhi
    IEEE TRANSACTIONS ON POWER SYSTEMS, 2019, 34 (01) : 371 - 379
  • [47] Short-term wind power forecast using hourly LSTM technique
    Choi J.
    Lee S.
    Lee, Songkeun (songklee@gmail.com), 1600, Korean Institute of Electrical Engineers (69): : 759 - 764
  • [48] Short-Term Wind Speed Forecasting for Power System Operations
    Zhu, Xinxin
    Genton, Marc G.
    INTERNATIONAL STATISTICAL REVIEW, 2012, 80 (01) : 2 - 23
  • [49] Short-term forecasting of wind speed and related electrical power
    Alexiadis, MC
    Dikopoulos, PS
    Sahsamanoglou, HS
    Manousaridis, IM
    SOLAR ENERGY, 1998, 63 (01) : 61 - 68
  • [50] An advanced model for short-term forecasting of mean wind speed and wind electric power
    Ramírez-Rosado, I.J.
    Fernández-Jiménez, L.A.
    Control and Intelligent Systems, 2004, 32 (01) : 21 - 26