Status | 已发表Published |
Title | Subspace identification of Hammerstein-type nonlinear systems subject to unknown periodic disturbance |
Creator | |
Date Issued | 2021 |
Source Publication | International Journal of Control
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ISSN | 0020-7179 |
Volume | 94Issue:4Pages:849-859 |
Abstract | In this paper, a subspace identification method is proposed for Hammerstein-type nonlinear systems subject to periodic disturbances with unknown waveforms. By separating the periodic disturbance response from the deterministic system response using the superposition principle, an orthogonal projection is established to eliminate the disturbance influence, while an instrumental variable is introduced to eliminate the noise effect for consistent estimation. The overall disturbance period could be exactly estimated by minimising an objective function of output prediction error. A singular value decomposition algorithm is developed to simultaneously estimate the observability matrix and the triangular block-Toeplitz matrix. The system matrices are subsequently retrieved via a shift-invariant algorithm. Sufficient conditions for consistent estimation of the observability matrix and the triangular block-Toeplitz matrix are established with a proof. An illustrative example is presented to demonstrate the effectiveness and merit of the proposed identification method. © 2019 Informa UK Limited, trading as Taylor & Francis Group. |
Keyword | consistent estimation Hammerstein-type nonlinear system orthogonal projection periodic disturbance Subspace identification |
DOI | 10.1080/00207179.2019.1621385 |
URL | View source |
Indexed By | SCIE |
Language | 英语English |
WOS Research Area | Automation & Control Systems |
WOS Subject | Automation & Control Systems |
WOS ID | WOS:000479145500001 |
Citation statistics | |
Document Type | Journal article |
Identifier | http://repository.uic.edu.cn/handle/39GCC9TT/3552 |
Collection | Research outside affiliated institution |
Affiliation | 1.Key Laboratory of Intelligent Control and Optimization for Industrial Equipment of Ministry of Education, Dalian University of Technology, Dalian, China 2.School of Control Science and Engineering, Dalian University of Technology, Dalian, China 3.Institute for Intelligent Systems, The University of Johannesburg, Johannesburg, South Africa |
Recommended Citation GB/T 7714 | Hou, Jie,Liu, Tao,Wang, Qingguo. Subspace identification of Hammerstein-type nonlinear systems subject to unknown periodic disturbance[J]. International Journal of Control, 2021, 94(4): 849-859. |
APA | Hou, Jie, Liu, Tao, & Wang, Qingguo. (2021). Subspace identification of Hammerstein-type nonlinear systems subject to unknown periodic disturbance. International Journal of Control, 94(4), 849-859. |
MLA | Hou, Jie,et al."Subspace identification of Hammerstein-type nonlinear systems subject to unknown periodic disturbance". International Journal of Control 94.4(2021): 849-859. |
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