DocumentCode
492342
Title
Estimation of DC offset parameters using global optimization technique
Author
Duan, Fang ; Zivanovic, Rastko
Author_Institution
Sch. of Electr. & Electron. Eng., Univ. of Adelaide, Adelaide, SA
fYear
2008
fDate
14-17 Dec. 2008
Firstpage
1
Lastpage
4
Abstract
In this paper we present the global optimization algorithm based on grid search to estimate DC offset time constants from a current recorded during short circuit on transmission line. The grid on which the search for optimum is performed is constructed using the hyperbolic cross points (HCP). We are able to estimate three time-constants of the DC offset in the fault current signal, namely: time constant of the Thevenin´s equivalent impedance of the network, current transformer (CT) time constant and auxiliary CT time constant. The global search on the HCP grid is complemented with Levenberg-Marquardt (LM) or Nelder-Mead (NM) local search algorithms, to refine the result. The results presented in the paper show that LM and NM local algorithms find better solution and converge faster if the HCP algorithm is used to determine the starting point. The HCP search, as preprocessing step helps LM and NM algorithms to converge faster to a global minimum.
Keywords
current transformers; fault currents; parameter estimation; power transmission faults; power transmission lines; search problems; DC offset parameter estimation; Levenberg-Marquardt algorithm; Nelder-Mead local search algorithms; Thevenin equivalent impedance; current transformer time constant; fault current signal; global optimization technique; grid search; hyperbolic cross points; short circuit; three time-constant estimation; transmission line; Current transformers; Discrete Fourier transforms; Fault currents; Finite impulse response filter; Frequency estimation; Impedance; Iterative algorithms; Parameter estimation; Power system transients; Signal processing; DC offset; Global optimization; HCP algorithm;
fLanguage
English
Publisher
ieee
Conference_Titel
Power Engineering Conference, 2008. AUPEC '08. Australasian Universities
Conference_Location
Sydney, NSW
Print_ISBN
978-0-7334-2715-2
Electronic_ISBN
978-1-4244-4162-4
Type
conf
Filename
4813002
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