Identification of nonlinear Hammerstein-Wiener model for representing a field voltage-terminal voltage relation of synchronous generator

M. Micev, M. Ćalasan, Milovan Radulovic
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Abstract

This paper demonstrates the identification of nonlinear Hammerstein-Wiener model which is applied for modelling the relation between field and terminal voltage of the synchronous generator. The field voltage of the generator stands for the input data for the nonlinear model, while the terminal voltage represents the output data. The parameters of the used nonlinear model are determined using Levenberg-Marquardt algorithm. Identification procedure is based on recording field and terminal voltage responses on reference voltage step disturbances. The proposed procedure is tested on simulation model of the 40 MVA synchronous generator from hydro power plant Perucica, realized in Matlab Simulink software, which is also experimentally verified. In order to validate the identified model, two additional tests were performed-one with the different controller parameters and other with different step disturbance on reference voltage. The presented results clearly indicate that the nonlinear Hammerstein-Wiener model accurately and precisely can determine the relation between field and terminal voltage of the generator.
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用于表示同步发电机场电压-端电压关系的非线性Hammerstein-Wiener模型的辨识
本文给出了用于模拟同步发电机励磁与端电压关系的非线性Hammerstein-Wiener模型的辨识方法。发电机的场电压代表非线性模型的输入数据,终端电压代表输出数据。采用Levenberg-Marquardt算法确定非线性模型的参数。识别过程基于对参考电压阶跃扰动的记录场和终端电压响应。采用Matlab Simulink软件对Perucica水电厂40 MVA同步发电机的仿真模型进行了验证,并进行了实验验证。为了验证所识别的模型,进行了两个额外的测试-一个是不同的控制器参数,另一个是不同的参考电压阶跃干扰。结果清楚地表明,非线性Hammerstein-Wiener模型能够准确准确地确定发电机励磁场与终端电压之间的关系。
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