Identification of Nonlinear Synchronous Generator Parameters Using Stochastic Fractal Search Algorithm

被引:2
作者
Bendaoud, Elrachid [1 ]
Radjeai, Hammoud [1 ]
Boutalbi, Oussama [2 ]
机构
[1] Setif 1 Univ, Elect Engn Dept, Automat Lab LAS, Setif, Algeria
[2] Setif 1 Univ, Elect Dept, Intelligent Syst Lab, Setif, Algeria
关键词
Synchronous generator; Stochastic fractal search algorithm; Parameter identification; Nonlinear model; State space model; STATE-SPACE MODEL; MACHINE PARAMETERS; DYNAMIC STATE; OPTIMIZATION;
D O I
10.1007/s40313-021-00804-y
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper develops a general output error identification approach of nonlinear synchronous generator parameters. The considered method is based on a meta-heuristic optimization algorithm called stochastic fractal search (SFS). It consists of minimizing a quadratic criterion that represents the squared difference between the simulated model outputs and those obtained from the model to be identified by using the SFS algorithm. To highlight the performance of the proposed method, a deep comparison with the PSO algorithm was carried out. The obtained results proved the superiority of the proposed approach in terms of stability, robustness, estimation accuracy and convergence speed.
引用
收藏
页码:1639 / 1651
页数:13
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