Applying the Meta-Heuristic Prediction Algorithm for Modeling Power Density in Wind Power Plant

被引:0
|
作者
Kahraman, Hamdi Tolga [1 ]
Ayaz, Melike [2 ]
Colak, Ilhami [3 ]
Bayindir, Ramazan [4 ]
机构
[1] Karadeniz Tech Univ, Fac Technol, Dept Software Engn, Trabzon, Turkey
[2] Gazi Univ, Fac Technol, Dept Energy Syst Engn, Ankara, Turkey
[3] Nisantasi Univ, Fac Engn & Architecture, Dept Elect Elect Engn, Istanbul, Turkey
[4] Gazi Univ, Fac Technol, Dept Elect & Elect Engn, Ankara, Turkey
关键词
Meta-heuristic prediction algorithm; power density; wind power plant;
D O I
10.1109/ICMLA.2016.184
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, a robust artificial intelligence (AI) algorithm is applied to overcome challenges at power density prediction especially at the installation process of wind power plant. This algorithm also explores relationships between the meteorological parameters and power density. Importance degree of parameters on power density is converted numerical weighting values independently from each other. Thus, the effects of the wind speed, the wind direction, the temperature, the damp, the pressure on power density could be modelled. Besides, experimental study shows that the prediction accuracy and stability of the applied method superior than traditional AI-based techniques.
引用
收藏
页码:447 / 451
页数:5
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