| Presentation | 1999/5/13 Identification of Hammerstein System by Neural Networks Masakatsu Oki, Yasuhide Kobayashi, Tsuyoshi Okita, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This paper proposes new identification schemes with neural networks for Hammerstein system, consisting of a memoryless nonlinear elements in cascade with a dynamic linear subsystem. The order of the linear part and the nonlinear elements are unknown. The nonlinear part is approximated by artificial neural networks and the linear part is approximated by auto-regressive exogenous model. The connection coeffcients of neural networks and the parameters of the linear subsystem are estimated by renewal Back-Propagation method. the order of the linear subsystem and the structures of the neural networks are selected by the minimum description length criterion. It is demonstrated in digital simulation that the proposed identification technique is extremely efficient in the system with high nonlinearities. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Hammerstein system / system identification / neural networks / block-oriented model / parameter estimation / model selection |
| Paper # | NLP99-5 |
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| Conference Information | |
| Committee | NLP |
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| Conference Date | 1999/5/13(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | |
| Vice Chair | |
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| Paper Information | |
| Registration To | Nonlinear Problems (NLP) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Identification of Hammerstein System by Neural Networks |
| Sub Title (in English) | |
| Keyword(1) | Hammerstein system |
| Keyword(2) | system identification |
| Keyword(3) | neural networks |
| Keyword(4) | block-oriented model |
| Keyword(5) | parameter estimation |
| Keyword(6) | model selection |
| 1st Author's Name | Masakatsu Oki |
| 1st Author's Affiliation | Hiroshima City University() |
| 2nd Author's Name | Yasuhide Kobayashi |
| 2nd Author's Affiliation | Hiroshima City University |
| 3rd Author's Name | Tsuyoshi Okita |
| 3rd Author's Affiliation | Hiroshima City University |
| Date | 1999/5/13 |
| Paper # | NLP99-5 |
| Volume (vol) | vol.99 |
| Number (no) | 41 |
| Page | pp.pp.- |
| #Pages | 8 |
| Date of Issue | |