Neural Network Identification and Control of a Parametrically Excited Structural Dynamic Model of an F-15 Tail Section
We investigated the design of a neural-network-based adaptive control system for a smart structural dynamic model of the twin tails of an F-15 tail section. A neural network controller was developed and tested in computer simulation for active vibration suppression of the model subjected to parametr...
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| Format: | Article |
| Language: | English |
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Wiley
2000-01-01
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| Series: | Shock and Vibration |
| Online Access: | http://dx.doi.org/10.1155/2000/530231 |
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| _version_ | 1850171372662161408 |
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| author | Ayman A. El-Badawy Ali H. Nayfeh Hugh Van Landingham |
| author_facet | Ayman A. El-Badawy Ali H. Nayfeh Hugh Van Landingham |
| author_sort | Ayman A. El-Badawy |
| collection | DOAJ |
| description | We investigated the design of a neural-network-based adaptive control system for a smart structural dynamic model of the twin tails of an F-15 tail section. A neural network controller was developed and tested in computer simulation for active vibration suppression of the model subjected to parametric excitation. First, an emulator neural network was trained to represent the structure to be controlled and thus used in predicting the future responses of the model. Second, a neurocontroller to determine the necessary control action on the structure was developed. The control was implemented through the application of a smart material actuator. A strain gauge sensor was assumed to be on each tail. Results from computer-simulation studies have shown great promise for control of the vibration of the twin tails under parametric excitation using artificial neural networks. |
| format | Article |
| id | doaj-art-9d74286b13bf4a02af5a3e96d8038d4c |
| institution | OA Journals |
| issn | 1070-9622 1875-9203 |
| language | English |
| publishDate | 2000-01-01 |
| publisher | Wiley |
| record_format | Article |
| series | Shock and Vibration |
| spelling | doaj-art-9d74286b13bf4a02af5a3e96d8038d4c2025-08-20T02:20:17ZengWileyShock and Vibration1070-96221875-92032000-01-017635536110.1155/2000/530231Neural Network Identification and Control of a Parametrically Excited Structural Dynamic Model of an F-15 Tail SectionAyman A. El-Badawy0Ali H. Nayfeh1Hugh Van Landingham2Virginia Polytechnic Institute and State University, Blacksburg, VA 24061, USAVirginia Polytechnic Institute and State University, Blacksburg, VA 24061, USAVirginia Polytechnic Institute and State University, Blacksburg, VA 24061, USAWe investigated the design of a neural-network-based adaptive control system for a smart structural dynamic model of the twin tails of an F-15 tail section. A neural network controller was developed and tested in computer simulation for active vibration suppression of the model subjected to parametric excitation. First, an emulator neural network was trained to represent the structure to be controlled and thus used in predicting the future responses of the model. Second, a neurocontroller to determine the necessary control action on the structure was developed. The control was implemented through the application of a smart material actuator. A strain gauge sensor was assumed to be on each tail. Results from computer-simulation studies have shown great promise for control of the vibration of the twin tails under parametric excitation using artificial neural networks.http://dx.doi.org/10.1155/2000/530231 |
| spellingShingle | Ayman A. El-Badawy Ali H. Nayfeh Hugh Van Landingham Neural Network Identification and Control of a Parametrically Excited Structural Dynamic Model of an F-15 Tail Section Shock and Vibration |
| title | Neural Network Identification and Control of a Parametrically Excited Structural Dynamic Model of an F-15 Tail Section |
| title_full | Neural Network Identification and Control of a Parametrically Excited Structural Dynamic Model of an F-15 Tail Section |
| title_fullStr | Neural Network Identification and Control of a Parametrically Excited Structural Dynamic Model of an F-15 Tail Section |
| title_full_unstemmed | Neural Network Identification and Control of a Parametrically Excited Structural Dynamic Model of an F-15 Tail Section |
| title_short | Neural Network Identification and Control of a Parametrically Excited Structural Dynamic Model of an F-15 Tail Section |
| title_sort | neural network identification and control of a parametrically excited structural dynamic model of an f 15 tail section |
| url | http://dx.doi.org/10.1155/2000/530231 |
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