An adaptive neuro-fuzzy inference system approach for prediction of power factor in wind turbines

Istanbul University - Journal of Electrical and Electronics Engineering

Volumn 9, Issue 1, 2009, Pages 905-912

  Ata, Raşit ^a  

^a CELAL BAYAR UNIVERSITY   (Turkey)

Author keywords

ANFIS; Energy; Power factor; Wind turbine

Indexed keywords

ADAPTIVE NEURO-FUZZY INFERENCE SYSTEM; ANFIS; ANFIS MODEL; BLADE NUMBERS; ENERGY; INPUT VARIABLES; LEARNING AND TRAINING; MEAN ERRORS; MODEL DEVELOPMENT; MODEL-BASED; OUTPUT VARIABLES; POWER FACTOR; POWER FACTORS; SCHMITZ; TESTING DATA;

ELECTRIC POWER FACTOR; ENGINES; FUZZY INFERENCE; FUZZY SYSTEMS; WELL PUMPS; WIND TURBINES;

WIND POWER;

EID: 68949117915     PISSN: 13030914     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (18)

1. Global Wind Energy Council News.
2. http://www.wwindea.org/home/images/stories/prstatistics2007210208red.pdf, World WindEnergy Association press release retrieved 2008 03 18.
3. M.A. Yurdusev, R. Ata and N.S. Çetin, "Assessment of optimum tip speed ratio in wind turbines using artificial neural networks", Energy, 2006, 31:1817-1825. (Pubitemid 44041042)
4. R. Ata, N.S. Çetin, "Neural Prediction of Power Factor in Wind Turbines" Istanbul University Journal of Electrical & Electronics Engineering, 2007, Vol:7, No.2, pp. 431-438.
5. E. Cam and O. Yildiz, "Prediction of wind speed and power in the central Anatolian region of Turkey by adaptive neuro-fuzzy inference systems (ANFIS)", Turkish J. Eng. Env. Sci. 30 2006, pp. 35- 41. (Pubitemid 43291707)
6. A. Sfetsos, "A comparison of various forecasting techniques applied to mean hourly wind speed time series", Renewable Energy, 21, 2000, pp. 23-35. (Pubitemid 30306417)
7. C. Potter, M. Ringrose and M. Negnevitsky, "Short-term wind forecasting techniques for power generation", Australasian Universities Power Engineering Conference (AUPEC 2004), 26-29 September, 2004, Brisbane, Australia.
8. M. Negnevitsky and C.W. Potter, "Innovative short-term wind generation prediction techniques", ⋯Power ⋯Systems ⋯Conference ⋯and Exposition, IEEE PES, Oct. 29, 2006-Nov. 1 2006, pp. 60-65.
9. M. Negnevitsky, P. Johnson and S. Santoso, "Short term wind power forecasting using hybrid intelligent systems", Power Engineering Society General Meeting, IEEE 24-28 June 2007, pp.1-4.
10. M. Alata, M.A. Al-Nimr and Y. Qaroush, "Developing a multipurpose sun tracking system using fuzzy control", Energy Conversion and Management, Vol:46, Iss. 7-8, May 2005, pp. 1229-1245. (Pubitemid 40020410)
11. A. Mellit, S.A. Kalogirou, S. Shaari, H. Salhi and A. Hadj Arab, "Methodology for predicting sequences of mean monthly clearness index and daily solar radiation data in remote areas: Application for sizing a stand-alone PV system", Renewable Energy, In Press, Corrected Proof, Available online 24 October 2007.
12. M.H. Kazeminezhad, A. Etemad-Shahidi, and S.J. Mousavi, "Application of fuzzy inference system in the prediction of wave parameters", Ocean Engineering, 32, 2005, pp. 1709-1725. (Pubitemid 40975346)
13. J.S.R. Jang, "ANFIS: Adaptive-Network- based Fuzzy Inference System", IEEE Trans Systems, Man and Cybernetics, 1993; 23(3):665-685.
14. J.S.R. Jang, C.T. Sun, "Neuro-Fuzzy Modeling and Control", Proceedings of the IEEE, 1995, Vol:83, No.3.
15. B. Kosko, "Neural Networks and Fuzzy Systems, A Dynamical Systems Approach", Englewood Ciffs., 1991, NJ: Prentice Hall.
16. C. Potter and M. Negnevitsky, "Short Term Power System Forecasting Using an Adaptive Neural-Fuzzy Inference System", Australian and New Zealand Intelligent Information Systems Conference (ANZIIS), 2003, Vol:8, pp. 465-470.
17. C. Potter, M. Ringose and M. Negnevitsky, "Short-Term Wind Forecasting Techniques For Power Generation", Australasian Universities Power Engineering Conference (AUPEC 2004), 26-29 September 2004, Brisbane, Australia.
18. E.D. Ubeyli and I. Guler, "Adaptive Neuro- Fuzzy Inference Systems for Analysis of Internal Carotid Arterial Doppler", Signals Computers in Biology and Medicine, 2005, 35, pp. 687-702. (Pubitemid 41206728)