Title :
Hour-ahead wind power prediction for power system using quadratic fitting function with variable coefficients
Author :
Tong, Jiang ; Tingting, Tan ; Lei, Xin
Author_Institution :
State Key Lab. of Alternate Electr. Power Syst. with Renewable Energy Sources, North China Electr. Power Univ., Beijing, China
Abstract :
Wind power is currently one of the most mature renewable energy power generations, which has the largest development scale and commercial prospects. As the wind power output has characteristics of strong random and volatility, Large-scale wind power accessing will have tremendous impact on security and stability of the power system. Reasonable and reliable predictions of wind power output can ensure the realization of the power system´s economic and safe dispatch; therefore improve the access capacity of the wind power. By analyzing the characteristics of the wind turbine output and calculating the historic power and wind speed, a quadratic function of output power can be established, with the data of wind speed, we can get the predicted data in hours; Treating the quadratic fitting function coefficients as variable parameters, calculating the coefficients through the measured data, then analyze the error to get the best approach, and the actual system numerical examples tested it.
Keywords :
power generation dispatch; power generation economics; power system security; power system stability; wind power; wind turbines; hour-ahead wind power prediction; power system; power system dispatch; power system economic; power system security; power system stability; quadratic fitting function; quadratic fitting function coefficients; renewable energy power generations; variable coefficients; wind turbine; Forecasting; Power systems; Time series analysis; Wind farms; Wind power generation; Wind speed; Wind turbines; Wind power prediction; coefficient iteration; output Characteristics; quadratic function;
Conference_Titel :
Electronics, Communications and Control (ICECC), 2011 International Conference on
Conference_Location :
Zhejiang
Print_ISBN :
978-1-4577-0320-1
DOI :
10.1109/ICECC.2011.6066745