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Frequency Domain Identification of Continuous-Time Hammerstein Systems With Adaptive Continuous-Time Rational Orthonormal Basis Functions
Mi,Wen1; Zhang,Liming2; Zheng,Wei Xing3; Zhang,Sheng4
2023-03-08
Source PublicationIEEE Transactions on Automatic Control
ISSN0018-9286
Volume68Issue:12Pages:1-8
Abstract

In this paper, we propose a new identification method for continuous-time Hammerstein systems. This method is based on the adaptive generalized rational orthonormal basis functions. In particular, we use the strategy in which poles of basis functions are selected one by one in terms of a criterion. By doing this, we not only take advantage of the variability of the generalized orthogonal basis functions, but also reduce the computational burden. The proposed algorithm is adaptive. Meanwhile, convergence analysis is performed with considering the sampling frequency, noise level, sampling length, and terms of basis functions. The obtained results guarantee the convergence of the whole Hammerstein system. Finally, a numerical example is presented to illustrate the usefulness of the proposed identification algorithm.

KeywordAdaptive Systems Approximation Algorithms Convergence Fourier Series Frequency Domain Frequency Estimation Frequency-domain Analysis Hammerstein Systems Linear Systems Nonlinear System Identification Orthogonal Basis Rational Functions
DOI10.1109/TAC.2023.3254366
URLView the original
Language英語English
PublisherInstitute of Electrical and Electronics Engineers Inc.
Scopus ID2-s2.0-85149884878
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Document TypeJournal article
CollectionFaculty of Science and Technology
DEPARTMENT OF COMPUTER AND INFORMATION SCIENCE
Corresponding AuthorZheng,Wei Xing
Affiliation1.School of Mathematical Sciences, University of Electronic Science and Technology of China, Chengdu, Sichuan, China
2.Faculty of Science and Technology, University of Macau, Macau, China
3.School of Computer, Data and Mathematical Sciences, Western Sydney University, Sydney, NSW 2751, Australia
4.School of Information Science and Technology, Southwest Jiaotong University, Chengdu, Sichuan, China
Recommended Citation
GB/T 7714
Mi,Wen,Zhang,Liming,Zheng,Wei Xing,et al. Frequency Domain Identification of Continuous-Time Hammerstein Systems With Adaptive Continuous-Time Rational Orthonormal Basis Functions[J]. IEEE Transactions on Automatic Control, 2023, 68(12), 1-8.
APA Mi,Wen., Zhang,Liming., Zheng,Wei Xing., & Zhang,Sheng (2023). Frequency Domain Identification of Continuous-Time Hammerstein Systems With Adaptive Continuous-Time Rational Orthonormal Basis Functions. IEEE Transactions on Automatic Control, 68(12), 1-8.
MLA Mi,Wen,et al."Frequency Domain Identification of Continuous-Time Hammerstein Systems With Adaptive Continuous-Time Rational Orthonormal Basis Functions".IEEE Transactions on Automatic Control 68.12(2023):1-8.
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