Abstract
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.
| Original language | English |
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| Title of host publication | ICONIP 2002 - Proceedings of the 9th International Conference on Neural Information Processing: Computational Intelligence for the E-Age |
| Publisher | Institute of Electrical and Electronics Engineers Inc. |
| Pages | 1267-1271 |
| Number of pages | 5 |
| Volume | 3 |
| ISBN (Print) | 9810475241, 9789810475246 |
| DOIs | |
| Publication status | Published - 2002 |
| Externally published | Yes |
| Event | 9th International Conference on Neural Information Processing, ICONIP 2002 - Singapore, Singapore Duration: 2002 Nov 18 → 2002 Nov 22 |
Other
| Other | 9th International Conference on Neural Information Processing, ICONIP 2002 |
|---|---|
| Country/Territory | Singapore |
| City | Singapore |
| Period | 02/11/18 → 02/11/22 |
ASJC Scopus subject areas
- Computer Networks and Communications
- Information Systems
- Signal Processing