Short-term forecasting of wind turbine power generation based on genetic neural network

Proceedings of the World Congress on Intelligent Control and Automation (WCICA)

Volumn , Issue , 2010, Pages 5943-5946

  Xin, Weidong ^a   Liu, Yibing ^a   Li, Xingpei ^a  

^a NORTH CHINA ELECTRIC POWER UNIVERSITY   (China)

Author keywords

Genetic neural network; Wind speed prediction; Wind turbine power generation forecast

Indexed keywords

GENETIC NEURAL NETWORK; MEASUREMENT MODEL; POWER CURVES; SHORT-TERM FORECASTING; WIND SPEED; WIND SPEED DATA; WIND SPEED PREDICTION; WIND TURBINE GENERATOR SYSTEMS; WIND TURBINE POWER; WIND TURBINE POWER GENERATION FORECAST;

ELECTRIC LOAD FORECASTING; ELECTRIC POWER GENERATION; INTELLIGENT CONTROL; SPEED; TURBOGENERATORS; WIND EFFECTS; WIND POWER; WIND TURBINES;

NEURAL NETWORKS;

EID: 77958130779     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/WCICA.2010.5554476     Document Type: Conference Paper

References (10)

1. M.C. Alexiadis, P.S. Demopoulos, H.S. Sahsamanoglou, "Short term forecasting of wind speed and related electrical power" [J]. Solar Energy, 1998, 63(1): 61-68.
2. Box G E P, Jenkins G M. Time series analysis: Forecasting and control. San Francisco: Holden-Day, 1976
3. M. Carolin, E. Fernandez, "Analysis of wind power generation and prediction using ANN: A case study", Renewable energy, 2007, 1
4. P. Flores, A. Tapia, G. Tapia. "Application of a control algorithm for wind speed prediction and active power generation' [J], Renewable Energy, 2005, 30: 523-536
5. Shuhui Li, Donald C. Wunsch, Using neural networks to estimate wind turbine power generation[C]. IEEE Energy Conversion, 2001, 16(3):276-282
6. Pingfan Yan, Changshui Zhang, Artificial Neural Networks and simulated evolution operation, Tsinhua university press, China, 2000:396-421.
7. Zhexue Ge, Zhinqing Su, Neural Network and MATLAB R2007 application, Publishing house of electronics industry, China, 2007.
8. Guoliang Chen, Xifa Wang, Genetic Algorithm and application, Tsinhua University press, China, 1996.
9. IEC 61400-12-1: Power performance measurements of electricity producing wind turbines
10. LI Xingpei, LIU Yibing, XIN Weidong. Wind Speed Prediction Based on Genetic Neural Network, The 4th IEEE Conference on Industrial Electronics And Applications (ICIEA 2009), May 2009, Xi'an