Presentation | 2009-03-10 Identification of Wiener-type Multi-Input/Output Nonlinear Systems Yuzuru SHIOTANI, Yasuhide KOBAYASHI, Shinichi HIKITA, Mituyuki SAITO, Takahiko ONO, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | A Wiener model consists of a linear dynamic system followed by a static nonlinearity. The multiple-input multiple-output (MIMO) Wiener model appears frequently in many nonlinear systems. Therefore, it is proposed that the identification method of the MIMO Wiener model with two or more linear dynamic subsystems, whose outputs are transformed by multiple-input static nonlinearities. The linear dynamic subsystems are represented by the MIMO state-space representation. The MIMO static nonlinearities are expressed by the artificial neural networks which have the ability to learn the complex nonlinear relationships. The parameters of linear submodels and the connection coefficients of the artificial neural networks are estimated by the maximum likelihood method. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Wiener model / multi-input multi-output / neural networks / identification / modelling |
Paper # | NLP2008-159 |
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Conference Information | |
Committee | NLP |
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Conference Date | 2009/3/3(1days) |
Place (in Japanese) | (See Japanese page) |
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Topics (in Japanese) | (See Japanese page) |
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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 Wiener-type Multi-Input/Output Nonlinear Systems |
Sub Title (in English) | |
Keyword(1) | Wiener model |
Keyword(2) | multi-input multi-output |
Keyword(3) | neural networks |
Keyword(4) | identification |
Keyword(5) | modelling |
1st Author's Name | Yuzuru SHIOTANI |
1st Author's Affiliation | Graduate School of Information Sciences, Hiroshima City-University() |
2nd Author's Name | Yasuhide KOBAYASHI |
2nd Author's Affiliation | Graduate School of Information Sciences, Hiroshima City-University |
3rd Author's Name | Shinichi HIKITA |
3rd Author's Affiliation | Graduate School of Information Sciences, Hiroshima City-University |
4th Author's Name | Mituyuki SAITO |
4th Author's Affiliation | Graduate School of Information Sciences, Hiroshima City-University |
5th Author's Name | Takahiko ONO |
5th Author's Affiliation | Graduate School of Information Sciences, Hiroshima City-University |
Date | 2009-03-10 |
Paper # | NLP2008-159 |
Volume (vol) | vol.108 |
Number (no) | 477 |
Page | pp.pp.- |
#Pages | 6 |
Date of Issue |