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Status已发表Published
TitleSubspace identification of Hammerstein-type nonlinear systems subject to unknown periodic disturbance
Creator
Date Issued2021
Source PublicationInternational Journal of Control
ISSN0020-7179
Volume94Issue: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.

Keywordconsistent estimation Hammerstein-type nonlinear system orthogonal projection periodic disturbance Subspace identification
DOI10.1080/00207179.2019.1621385
URLView source
Indexed BySCIE
Language英语English
WOS Research AreaAutomation & Control Systems
WOS SubjectAutomation & Control Systems
WOS IDWOS:000479145500001
Citation statistics
Cited Times:15[WOS]   [WOS Record]     [Related Records in WOS]
Document TypeJournal article
Identifierhttp://repository.uic.edu.cn/handle/39GCC9TT/3552
CollectionResearch 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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