| Title |
Load Modeling Method Based on Radial Basis Function Networks Considering of Harmonic components |
| Authors |
Dae-Jong Lee ; Jong-Pil Lee ; Jae-Yoon LIm ; Pyeong-Shik Ji |
| Keywords |
Load modeling ; Harmonics ; RBF network |
| Abstract |
In this study, we developed RBFN(Radial Basis Function Networks) based load modeling method with harmonic components. The developed method considers harmonic information as well as fundamental frequency and voltage considered as essential factors in conventional method. Thus, the proposed method makes it possible to effectively estimate load characteristics in power lines with harmonics. RBFN has some advantage such as simple structure and rapid computation ability compared with multi-layer perceptorn which is extensively applied for load modeling. To verify the effectiveness, the proposed method has been intensively tested with various dataset acquired under the different frequency and voltage and compared it with conventional methods such as polynomial method, MLPN and RBFN with no harmonic components. |