| ชื่อเรื่อง | : | Modified cascade-correlation of ANN for short term prediction of wind speed |
| นักวิจัย | : | Islam, Fakhrul. , Maung Than Oo, Amanullah. |
| คำค้น | : | Winds , Applied research. , 850499 Energy Transformation not elsewhere classified. , 090607 Power and Energy Systems Engineering (excl. Renewable Power) , 090608 Renewable Power and Energy Systems Engineering (excl. Solar Cells) , 850509 Wind Energy. , Wind turbines , Artificial intelligence -- Forecasting -- Wind -- Energy |
| หน่วยงาน | : | Central Queensland University, Australia |
| ผู้ร่วมงาน | : | - |
| ปีพิมพ์ | : | 2553 |
| อ้างอิง | : | http://hdl.cqu.edu.au/10018/56399 |
| ที่มา | : | Islam, F & Maung Than Oo, A 2010, 'Modified cascade-correlation of ANN for short term prediction of wind speed' in I Ngamroo (ed.) Proceedings of the 4th IASTED International Conference Power and Energy Systems, 24-26 November 2010, IASTED, Thailand, pp. 111-116, http://dx.doi.org/10.2316/P.2010.701-038 |
| ความเชี่ยวชาญ | : | - |
| ความสัมพันธ์ | : | Proceedings of the 4th IASTED International Conference Power and Energy Systems, 24-26 November 2010, Thailand / I. Ngamroo (ed.). Thailand. : IASTED, 2010. p. 111-116 6 pages Refereed 9780889868533 (online) , ACQUIRE [electronic resource] : Central Queensland University Institutional Repository. |
| ขอบเขตของเนื้อหา | : | - |
| บทคัดย่อ/คำอธิบาย | : | This paper presents the experimental results and analysis of artificial neural network (ANN) models to forecast wind speed for wind turbine generation. A modified cascade correlated (MCC) training algorithm was developed for forecasting wind speeds and its performance is compared with those of the existing well established back propagation with momentum (BPM) and back propagaion with Bayesian regularization (BR) training algorithms. Results are analysed in the standardized methodology of prediction accuracy to have a clear idea about the model skills. It shows that MCC model performs better with respect to the BPM and BR for the wind speed forecasting in this event of three hourly prediction spheres. |
| บรรณานุกรม | : |
Islam, Fakhrul. , Maung Than Oo, Amanullah. . (2553). Modified cascade-correlation of ANN for short term prediction of wind speed.
กรุงเทพมหานคร : Central Queensland University, Australia. Islam, Fakhrul. , Maung Than Oo, Amanullah. . 2553. "Modified cascade-correlation of ANN for short term prediction of wind speed".
กรุงเทพมหานคร : Central Queensland University, Australia. Islam, Fakhrul. , Maung Than Oo, Amanullah. . "Modified cascade-correlation of ANN for short term prediction of wind speed."
กรุงเทพมหานคร : Central Queensland University, Australia, 2553. Print. Islam, Fakhrul. , Maung Than Oo, Amanullah. . Modified cascade-correlation of ANN for short term prediction of wind speed. กรุงเทพมหานคร : Central Queensland University, Australia; 2553.
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