抄録
This paper introduces a new method for applying multilayer perceptron (MLP) network to control of nonlinear systems. The MLP network is not used directly as a nonlinear controller, but used indirectly via an ARX-like macro-model. The ARX-like model incorporating MLP network is constructed in such a way that it has similar linear properties to a linear ARX model. The nonlinear controller is then designed in the same way as designing a linear controller based on a linear ARX model. Numerical simulations are carried to demonstrate the effectiveness of the new method.
本文言語 | English |
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ホスト出版物のタイトル | ICONIP 2002 - Proceedings of the 9th International Conference on Neural Information Processing: Computational Intelligence for the E-Age |
出版社 | Institute of Electrical and Electronics Engineers Inc. |
ページ | 1267-1271 |
ページ数 | 5 |
巻 | 3 |
ISBN(印刷版) | 9810475241, 9789810475246 |
DOI | |
出版ステータス | Published - 2002 |
外部発表 | はい |
イベント | 9th International Conference on Neural Information Processing, ICONIP 2002 - Singapore, Singapore 継続期間: 2002 11月 18 → 2002 11月 22 |
Other
Other | 9th International Conference on Neural Information Processing, ICONIP 2002 |
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国/地域 | Singapore |
City | Singapore |
Period | 02/11/18 → 02/11/22 |
ASJC Scopus subject areas
- コンピュータ ネットワークおよび通信
- 情報システム
- 信号処理