Hybrid genetic algorithm for the identification of high-order synchronous machine two-axis equivalent circuits

被引:15
作者
Niewierowicz, T
Escarela-Perez, R [1 ]
Campero-Littlewood, E
机构
[1] Univ Autonoma Metropolitana, Dept Energia, Mexico City 02200, DF, Mexico
[2] Inst Politecn Nacl, ESIME SEPI, UP Adolfo Lopez Mateos, Mexico City 07738, DF, Mexico
关键词
parameter estimation; genetic algorithms; frequency response; synchronous machines; equivalent circuits; finite elements;
D O I
10.1016/S0045-7906(01)00046-5
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 [计算机科学与技术];
摘要
A hybrid genetic algorithm is used to find high-order equivalent circuits (ECs) of synchronous machines using standstill frequency response (SSFR) data. The algorithm performs satisfactorily despite the great deal of local minima surrounding the optimal solution of high-order ECs. It gives circuit parameters that simultaneously fit the three independent transfer functions given by the d-axis two-port network of the synchronous machine. It is found that as the order of the EC is increased, the optimization index used in the identification procedure is enhanced in a clear fashion. This leads to a new way for determining the right number of rotor branches required to correctly reproduce the SSFR data. The q-axis network is also analyzed with the hybrid algorithm. The so-called Canay's inductances are included in this one-port network to test if the fitting properties of the q-axis EC can be improved. The SSFR data used in this work is generated by a finite element model of a turbine generator, but actual data can also be readily handled. (C) 2002 Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:505 / 522
页数:18
相关论文
共 26 条
[1]
Adkins B., 1975, The General Theory of Alternating Current Machines: Application to Practical Problems
[2]
[Anonymous], GEN ALGORITHMS SEARC
[3]
Binns K.J., 1992, The Analytical and Numerical Solution of Electric and Magnetic Fields
[4]
CANAY IM, 1993, IEEE T ENERGY CONVER, V8, P280, DOI 10.1109/60.222719
[5]
CANAY IM, 1969, BROWN BOVERI REV, V56, P60
[6]
A novel finite-element transient computation of two-axis parameters of solid-rotor generators for use in power systems [J].
Escarela-Perez, R ;
Macdonald, DC .
IEEE TRANSACTIONS ON ENERGY CONVERSION, 1998, 13 (01) :49-54
[7]
Synchronous machine parameters from frequency-response finite-element simulations and genetic algorithms [J].
Escarela-Perez, R ;
Niewierowicz, T ;
Campero-Littlewood, E .
IEEE TRANSACTIONS ON ENERGY CONVERSION, 2001, 16 (02) :198-203
[8]
Gill M., 1981, Practical Optimization
[9]
HAYDOCK L, 1985, THESIS U LONDON
[10]
*IEEE, IEEE GUID TEST P SYN, P115