Function space valued Markov model for electric arc furnace

被引:30
作者
Chen, F [1 ]
Athreya, KB
Sastry, VV
Venkata, SS
机构
[1] GENRPS, Minami Kawachi, Tochigi 32904, Japan
[2] Iowa State Univ Sci & Technol, Ames, IA 50011 USA
[3] United Technol Res Ctr, E Hartford, CT 06108 USA
[4] Clarkson Univ, Potsdam, NY 13699 USA
基金
美国国家科学基金会;
关键词
ARMA; Kalman Filtering; nonlinear load modeling prediction;
D O I
10.1109/TPWRS.2004.825913
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, a novel approach for using a function space Markov chain-like to model a nonlinear, highly time-varying load such as an electric arc furnace (EAF) is proposed. After identifying the state space, this approach generalizes the original state case (where state is an element being analyzed) to a function case (in which one analyzes the cycle-vector as an element) and uses the same fundamental idea of Markov-like modeling, thus making it more convenient and powerful for EAF current/voltage prediction in a distribution system. Several approximations for the cycle-vector are investigated to reduce the complexity of the formulation and the burden on computation. The predictions derived from fast Fourier transform (FFT) frequency decomposition method appear to give better results than other proposed approximations based on both accuracy and efficiency indexes. Such an approach is further extended for harmonic compensation with an active harmonic filter (AHF) in a distributed system.
引用
收藏
页码:826 / 833
页数:8
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