Title :
Adaptive cluster analysis in electric network of power systems
Author :
Kurbatsky, Victor ; Tomin, Nikita
Author_Institution :
Electr. Power Syst. Dept., Melentiev Energy Syst. Inst. SB RAS, Irkutsk, Russia
Abstract :
The paper addresses the procedure of adaptive cluster analysis on the basis of an integrated use of self-organizing Kohonen maps and principal component analysis. Consideration is given to the results of experimental studies and calculations carried out solving the following problems: analysis of power losses in transmission lines and analysis of fault reports of relay protection and automatic systems
Keywords :
Clustering algorithms; Data visualization; Failure analysis; Power system analysis computing; Power system measurements; Power transmission lines; Principal component analysis; Propagation losses; Protective relaying; Self organizing feature maps; artificial neural networks; cluster analysis; faults; losses; power;
Conference_Titel :
Environment and Electrical Engineering (EEEIC), 2010 9th International Conference on
Conference_Location :
Prague, Czech Republic
Print_ISBN :
978-1-4244-5370-2
Electronic_ISBN :
978-1-4244-5371-9
DOI :
10.1109/EEEIC.2010.5489933