Title :
An agglomerative hierarchical clustering tool for renewable energy sources
Author :
Colak, Ilhami ; Kabalci, Ersan ; Yesilbudak, Mehmet ; Bulbul, H. Ibrahim
Author_Institution :
Dept. of Electr. & Electron. Eng., Gazi Univ., Ankara, Turkey
Abstract :
The wind power based energy generation technologies are intensively studied in renewable energy generation issues since last century. The main demands directed to a renewable energy source are being reliable, sustainable and low-cost. Several studies are performed to increase the efficiency of an installed wind power plants. The preliminary analyses such as geographical structures, climate conditions, and land topography should be also considered during feasibility analyses of a wind plant. Although the obtained data could be processed by using numerical or various estimation methods, the data mining techniques provide more accurate results among others. In this study, the agglomerative hierarchical clustering tool is designed and is capable to process any data set supplied by expert to system. The case study is performed using monthly average wind speed data of Central Anatolia Region of Turkey in the paper. It is observed that the developed tool clusters the given sample data set in an efficient and successful way.
Keywords :
data mining; power engineering computing; renewable energy sources; sustainable development; wind power plants; Central Anatolia Region; Turkey; agglomerative hierarchical clustering tool; average wind speed data; climate condition; data mining technique; geographical structure; land topography; numerical estimation method; renewable energy generation; renewable energy source; wind power based energy generation technology; wind power plant; Clustering algorithms; Clustering methods; Data mining; Measurement; Renewable energy resources; Wind power generation; Wind speed;
Conference_Titel :
Power Engineering, Energy and Electrical Drives (POWERENG), 2011 International Conference on
Conference_Location :
Malaga
Print_ISBN :
978-1-4244-9845-1
Electronic_ISBN :
2155-5516
DOI :
10.1109/PowerEng.2011.6036433