Subspace identification for fractional order Hammerstein systems based on instrumental variables

被引:0
|
作者
Zeng Liao
Zhuting Zhu
Shu Liang
Cheng Peng
Yong Wang
机构
[1] University of Science and Technology of China,Department of Automation
[2] People’s Liberation Army,Department of Automation
[3] University of Science and Technology of China,undefined
关键词
Fractional order Hammerstein systems; instrumental variables; subspace identification;
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学科分类号
摘要
This paper focuses on time-domain identification issues of multi-input multi-output (MIMO) fractional order Hammerstein systems which are the extension of traditional Hammerstein type models by allowing linear part to be fractional order systems. The principal component analysis (PCA) method in subspace family is extended to identify coefficient matrixes of fractional order systems. Singular value decomposition (SVD) is utilized to estimate the unknown parameters of nonlinear part of system directly. A proper instrumental variable is chosen to eliminate the bias of identification results. Numerical simulation validates the proposed method.
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页码:947 / 953
页数:6
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