Parametric and non-parametric identification of a two dimensional flexible structure
An investigation into the parametric and non-parametric modelling of a two dimensional flexible plate structure is presented in this paper. The parametric approaches obtaining linear parametric models of the system using recursive least squares and genetic algorithms. The non-parametric models of th...
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Multi-Science Publishing Co Ltd.
2006
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| Online Access: | http://eprints.utm.my/9042/ http://dx.doi.org/10.1260/026309206778494274 |
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| _version_ | 1845472107365924864 |
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| author | Mat Darus, I. Z. Tokhi, M. O. |
| author_facet | Mat Darus, I. Z. Tokhi, M. O. |
| author_sort | Mat Darus, I. Z. |
| building | UTM Library |
| collection | Institutional Repository |
| content_provider | Universiti Teknologi Malaysia |
| content_source | UTM Institutional Repository |
| continent | Asia |
| country | Malaysia |
| description | An investigation into the parametric and non-parametric modelling of a two dimensional flexible plate structure is presented in this paper. The parametric approaches obtaining linear parametric models of the system using recursive least squares and genetic algorithms. The non-parametric models of the system are developed using a non-linear AutoRegressive process with eXogeneous input model with multi-layered perceptron neural networks, Elman recurrent neural networks and adaptive neuro-fuzzy inference systems. The models are validated using several validation tests including input-output mapping, mean squares of error and correlation tests. A comparative assessment of the techniques used is presented and discussed in terms of accuracy, efficiency and performance in estimating the modes of vibration of the system. |
| format | Article |
| id | my.utm.eprints-9042 |
| institution | Universiti Teknologi Malaysia |
| publishDate | 2006 |
| publisher | Multi-Science Publishing Co Ltd. |
| record_format | eprints |
| spelling | my.utm.eprints-90422018-03-07T21:10:40Z http://eprints.utm.my/9042/ Parametric and non-parametric identification of a two dimensional flexible structure Mat Darus, I. Z. Tokhi, M. O. TJ Mechanical engineering and machinery An investigation into the parametric and non-parametric modelling of a two dimensional flexible plate structure is presented in this paper. The parametric approaches obtaining linear parametric models of the system using recursive least squares and genetic algorithms. The non-parametric models of the system are developed using a non-linear AutoRegressive process with eXogeneous input model with multi-layered perceptron neural networks, Elman recurrent neural networks and adaptive neuro-fuzzy inference systems. The models are validated using several validation tests including input-output mapping, mean squares of error and correlation tests. A comparative assessment of the techniques used is presented and discussed in terms of accuracy, efficiency and performance in estimating the modes of vibration of the system. Multi-Science Publishing Co Ltd. 2006 Article PeerReviewed Mat Darus, I. Z. and Tokhi, M. O. (2006) Parametric and non-parametric identification of a two dimensional flexible structure. Journal of Low Frequency Noise Vibration and Active Control, 25 (2). pp. 119-143. ISSN 1461-3484 http://dx.doi.org/10.1260/026309206778494274 10.1260/026309206778494274 |
| spellingShingle | TJ Mechanical engineering and machinery Mat Darus, I. Z. Tokhi, M. O. Parametric and non-parametric identification of a two dimensional flexible structure |
| title | Parametric and non-parametric identification of a two dimensional flexible structure |
| title_full | Parametric and non-parametric identification of a two dimensional flexible structure |
| title_fullStr | Parametric and non-parametric identification of a two dimensional flexible structure |
| title_full_unstemmed | Parametric and non-parametric identification of a two dimensional flexible structure |
| title_short | Parametric and non-parametric identification of a two dimensional flexible structure |
| title_sort | parametric and non-parametric identification of a two dimensional flexible structure |
| topic | TJ Mechanical engineering and machinery |
| url | http://eprints.utm.my/9042/ http://dx.doi.org/10.1260/026309206778494274 |
| url_provider | http://eprints.utm.my/ |