Modelling and control of a flexible structure using adaptive neuro-fuzzy inference system algorithm
This paper investigates the development of an active vibration control (AVC) mechanism using an adaptive-neuro-fuzzy-inference system (ANFIS) for a flexible plate structure. An ANFIS-AVC strategy based on a direct ANFIS-modelling and control scheme is proposed to characterise the controller characte...
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| Format: | Book Section |
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Institute of Electrical and Electronics Engineers
2004
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| _version_ | 1796855018266034176 |
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| author | Mat Darus, Intan Zaurah Tokhi, Mohd. 0sman Mohd. Hashim, Siti Zaiton |
| author_facet | Mat Darus, Intan Zaurah Tokhi, Mohd. 0sman Mohd. Hashim, Siti Zaiton |
| author_sort | Mat Darus, Intan Zaurah |
| collection | ePrints |
| description | This paper investigates the development of an active vibration control (AVC) mechanism using an adaptive-neuro-fuzzy-inference system (ANFIS) for a flexible plate structure. An ANFIS-AVC strategy based on a direct ANFIS-modelling and control scheme is proposed to characterise the controller characteristic using an online adaptation and training mechanism. The ANFIS-AVC algorithm thus developed is implemented within a flexible plate simulation environment and its performance in the suppression of deflection at the centre of the plate is assessed. Investigations reveal that the developed ANFIS-AVC control system performs very well in the suppression of vibration of a flexible plate structure. |
| first_indexed | 2024-03-05T18:22:28Z |
| format | Book Section |
| id | utm.eprints-12128 |
| institution | Universiti Teknologi Malaysia - ePrints |
| last_indexed | 2024-03-05T18:22:28Z |
| publishDate | 2004 |
| publisher | Institute of Electrical and Electronics Engineers |
| record_format | dspace |
| spelling | utm.eprints-121282017-10-02T06:56:50Z http://eprints.utm.my/12128/ Modelling and control of a flexible structure using adaptive neuro-fuzzy inference system algorithm Mat Darus, Intan Zaurah Tokhi, Mohd. 0sman Mohd. Hashim, Siti Zaiton TJ Mechanical engineering and machinery This paper investigates the development of an active vibration control (AVC) mechanism using an adaptive-neuro-fuzzy-inference system (ANFIS) for a flexible plate structure. An ANFIS-AVC strategy based on a direct ANFIS-modelling and control scheme is proposed to characterise the controller characteristic using an online adaptation and training mechanism. The ANFIS-AVC algorithm thus developed is implemented within a flexible plate simulation environment and its performance in the suppression of deflection at the centre of the plate is assessed. Investigations reveal that the developed ANFIS-AVC control system performs very well in the suppression of vibration of a flexible plate structure. Institute of Electrical and Electronics Engineers 2004-06-03 Book Section PeerReviewed Mat Darus, Intan Zaurah and Tokhi, Mohd. 0sman and Mohd. Hashim, Siti Zaiton (2004) Modelling and control of a flexible structure using adaptive neuro-fuzzy inference system algorithm. In: Icm '04: Proceedings Of The Ieee International Conference On Mechatronics 2004. Institute of Electrical and Electronics Engineers, New York, pp. 159-164. ISBN 0780385993 http://dx.doi.org/10.1109/ICMECH.2004.1364430 doi:10.1109/ICMECH.2004.1364430 |
| spellingShingle | TJ Mechanical engineering and machinery Mat Darus, Intan Zaurah Tokhi, Mohd. 0sman Mohd. Hashim, Siti Zaiton Modelling and control of a flexible structure using adaptive neuro-fuzzy inference system algorithm |
| title | Modelling and control of a flexible structure using adaptive neuro-fuzzy inference system algorithm |
| title_full | Modelling and control of a flexible structure using adaptive neuro-fuzzy inference system algorithm |
| title_fullStr | Modelling and control of a flexible structure using adaptive neuro-fuzzy inference system algorithm |
| title_full_unstemmed | Modelling and control of a flexible structure using adaptive neuro-fuzzy inference system algorithm |
| title_short | Modelling and control of a flexible structure using adaptive neuro-fuzzy inference system algorithm |
| title_sort | modelling and control of a flexible structure using adaptive neuro fuzzy inference system algorithm |
| topic | TJ Mechanical engineering and machinery |
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