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http://dx.doi.org/10.5207/JIEIE.2008.22.4.046

Load Modeling Method Based on Radial Basis Function Networks Considering of Hormonic components  

Ji, Pyeong-Shik (충주대학교 전기공학과)
Lee, Dae-Jong (충북대학교 BK21충북정보기술사업단)
Lee, Jong-Pil (충북대학교 대학원)
Lim, Jae-Yoon (대덕대학 전기과)
Publication Information
Journal of the Korean Institute of Illuminating and Electrical Installation Engineers / v.22, no.4, 2008 , pp. 46-53 More about this Journal
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 reposed 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.
Keywords
Load modeling; Harmonics; RBF network;
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