| Title |
Analysis of Harmonics Effect and Development of Improved Load Model for Residential Loads |
| Authors |
지평식(Ji, Pyeong-Shik) ; 이대종(Lee, Dae-Jong) ; 이종필(Lee, Jong-Pil) ; 박재원(Park, Jae-Won) ; 임재윤(Lim, Jae-Yoon) |
| Keywords |
FCM Load Model ; Harmonics ; Residential Load ; RBFN |
| 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. |