Wiener–Hammerstein Modeling of Nonlinear Effects in Bilinear Systems
The modeling of nonlinear effects in bilinear systems using Wiener-Hammerstein models is considered. Such models are chosen based on the block-oriented structure of bilinear systems and the shapes of their Volterra kernels. Theoretical analysis is given for first-order bilinear systems, and simulati...
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| Format: | Article |
| Language: | English |
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2006
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| Online Access: | http://shdl.mmu.edu.my/1993/ http://shdl.mmu.edu.my/1993/1/1341.pdf |
| _version_ | 1848789934012366848 |
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| author | Tan, A.H. |
| author_facet | Tan, A.H. |
| author_sort | Tan, A.H. |
| building | MMU Institutional Repository |
| collection | Online Access |
| description | The modeling of nonlinear effects in bilinear systems using Wiener-Hammerstein models is considered. Such models are chosen based on the block-oriented structure of bilinear systems and the shapes of their Volterra kernels. Theoretical analysis is given for first-order bilinear systems, and simulation results are presented for first- and second-order Systems. While the nonlinearity is only approximately Wiener-Hammerstein, the models are able to capture a significant part of the nonlinear dynamics. In order to reduce the complexity of optimizing the model parameters, the linear subsystems are estimated using the technique of linear interpolation in the frequency domain. |
| first_indexed | 2025-11-14T18:04:36Z |
| format | Article |
| id | mmu-1993 |
| institution | Multimedia University |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-14T18:04:36Z |
| publishDate | 2006 |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | mmu-19932011-09-23T02:52:19Z http://shdl.mmu.edu.my/1993/ Wiener–Hammerstein Modeling of Nonlinear Effects in Bilinear Systems Tan, A.H. TA Engineering (General). Civil engineering (General) The modeling of nonlinear effects in bilinear systems using Wiener-Hammerstein models is considered. Such models are chosen based on the block-oriented structure of bilinear systems and the shapes of their Volterra kernels. Theoretical analysis is given for first-order bilinear systems, and simulation results are presented for first- and second-order Systems. While the nonlinearity is only approximately Wiener-Hammerstein, the models are able to capture a significant part of the nonlinear dynamics. In order to reduce the complexity of optimizing the model parameters, the linear subsystems are estimated using the technique of linear interpolation in the frequency domain. 2006-04 Article NonPeerReviewed application/pdf en http://shdl.mmu.edu.my/1993/1/1341.pdf Tan, A.H. (2006) Wiener–Hammerstein Modeling of Nonlinear Effects in Bilinear Systems. IEEE Transactions on Automatic Control, 51 (4). pp. 648-652. ISSN 0018-9286 http://dx.doi.org/10.1109/TAC.2006.872759 doi:10.1109/TAC.2006.872759 doi:10.1109/TAC.2006.872759 |
| spellingShingle | TA Engineering (General). Civil engineering (General) Tan, A.H. Wiener–Hammerstein Modeling of Nonlinear Effects in Bilinear Systems |
| title | Wiener–Hammerstein Modeling of Nonlinear Effects in Bilinear Systems |
| title_full | Wiener–Hammerstein Modeling of Nonlinear Effects in Bilinear Systems |
| title_fullStr | Wiener–Hammerstein Modeling of Nonlinear Effects in Bilinear Systems |
| title_full_unstemmed | Wiener–Hammerstein Modeling of Nonlinear Effects in Bilinear Systems |
| title_short | Wiener–Hammerstein Modeling of Nonlinear Effects in Bilinear Systems |
| title_sort | wiener–hammerstein modeling of nonlinear effects in bilinear systems |
| topic | TA Engineering (General). Civil engineering (General) |
| url | http://shdl.mmu.edu.my/1993/ http://shdl.mmu.edu.my/1993/ http://shdl.mmu.edu.my/1993/ http://shdl.mmu.edu.my/1993/1/1341.pdf |