Probabilistic Evaluation on the Free Vibration of Functionally Graded Material Plates Using 3D Solution and Meta-Model Methods

This paper presents a probabilistic assessment on the free vibration analysis of functionally graded material plates, including layers with magneto-electro-elastic properties, using the 3D solution and surrogate models. The plate is located on an elastic foundation and the intra-layer slipping effec...

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Main Authors: N. Cheraghi, M. Miri, M. Rashki
Format: Article
Language:fas
Published: Isfahan University of Technology 2020-08-01
Series:Ravish/hā-yi ̒adadī dar Muhandisī
Subjects:
Online Access:http://jcme.iut.ac.ir/article-1-767-en.html
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author N. Cheraghi
M. Miri
M. Rashki
author_facet N. Cheraghi
M. Miri
M. Rashki
author_sort N. Cheraghi
collection DOAJ
description This paper presents a probabilistic assessment on the free vibration analysis of functionally graded material plates, including layers with magneto-electro-elastic properties, using the 3D solution and surrogate models. The plate is located on an elastic foundation and the intra-layer slipping effect is also considered in the analysis by employing the generalized intra-layer spring model. Due to the high computational cost of the 3D solution in calculating the free vibration frequency of the plate, surrogate models are used. The meta models including kriging method, radial fundamental function method and polynomial response surface method are used to construct the surrogate model. For surrogate models training, the results of the three-dimensional solving method are used. The elastic foundation hardness, the intra-layer slipping effect, the material properties index, and the layer densities are considered as the variables with uncertainty. The three-dimensional solution method is validated through a comparison with other available reference. The results obtained through the surrogate models have been compared to those of the 3D solution formulation, showing a good agreement. The effects of some parameters including the elastic foundation hardness, the intra-layer slipping effect, the density of each layer, and the material properties index on the fundamental frequency of functionally graded material plates are investigated. By using three-dimensional solution method and Kriging Surrogate Model, it is shown that the shear and transverse components of elastic foundation hardness and the density of each layer have the greatest effect on the fundamental frequency of the functionally graded material plates.
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spelling doaj.art-ca296edd8a6f483a828d4ab1df1fc66d2022-12-21T21:11:08ZfasIsfahan University of TechnologyRavish/hā-yi ̒adadī dar Muhandisī2228-76982423-57412020-08-013914566Probabilistic Evaluation on the Free Vibration of Functionally Graded Material Plates Using 3D Solution and Meta-Model MethodsN. Cheraghi0M. Miri1M. Rashki2 Department of Civil Engineering, Faculty of Engineering, University of Sistan and Baluchestan, Zahedan, Iran Department of Civil Engineering, Faculty of Engineering, University of Sistan and Baluchestan, Zahedan, Iran Department of Civil Engineering, Faculty of Engineering, University of Sistan and Baluchestan, Zahedan, Iran This paper presents a probabilistic assessment on the free vibration analysis of functionally graded material plates, including layers with magneto-electro-elastic properties, using the 3D solution and surrogate models. The plate is located on an elastic foundation and the intra-layer slipping effect is also considered in the analysis by employing the generalized intra-layer spring model. Due to the high computational cost of the 3D solution in calculating the free vibration frequency of the plate, surrogate models are used. The meta models including kriging method, radial fundamental function method and polynomial response surface method are used to construct the surrogate model. For surrogate models training, the results of the three-dimensional solving method are used. The elastic foundation hardness, the intra-layer slipping effect, the material properties index, and the layer densities are considered as the variables with uncertainty. The three-dimensional solution method is validated through a comparison with other available reference. The results obtained through the surrogate models have been compared to those of the 3D solution formulation, showing a good agreement. The effects of some parameters including the elastic foundation hardness, the intra-layer slipping effect, the density of each layer, and the material properties index on the fundamental frequency of functionally graded material plates are investigated. By using three-dimensional solution method and Kriging Surrogate Model, it is shown that the shear and transverse components of elastic foundation hardness and the density of each layer have the greatest effect on the fundamental frequency of the functionally graded material plates.http://jcme.iut.ac.ir/article-1-767-en.htmlfree vibrationfunctionally graded materialthree-dimensional solutionsurrogate modelsuncertaintyreliability analysismonte carlo simulation.
spellingShingle N. Cheraghi
M. Miri
M. Rashki
Probabilistic Evaluation on the Free Vibration of Functionally Graded Material Plates Using 3D Solution and Meta-Model Methods
Ravish/hā-yi ̒adadī dar Muhandisī
free vibration
functionally graded material
three-dimensional solution
surrogate models
uncertainty
reliability analysis
monte carlo simulation.
title Probabilistic Evaluation on the Free Vibration of Functionally Graded Material Plates Using 3D Solution and Meta-Model Methods
title_full Probabilistic Evaluation on the Free Vibration of Functionally Graded Material Plates Using 3D Solution and Meta-Model Methods
title_fullStr Probabilistic Evaluation on the Free Vibration of Functionally Graded Material Plates Using 3D Solution and Meta-Model Methods
title_full_unstemmed Probabilistic Evaluation on the Free Vibration of Functionally Graded Material Plates Using 3D Solution and Meta-Model Methods
title_short Probabilistic Evaluation on the Free Vibration of Functionally Graded Material Plates Using 3D Solution and Meta-Model Methods
title_sort probabilistic evaluation on the free vibration of functionally graded material plates using 3d solution and meta model methods
topic free vibration
functionally graded material
three-dimensional solution
surrogate models
uncertainty
reliability analysis
monte carlo simulation.
url http://jcme.iut.ac.ir/article-1-767-en.html
work_keys_str_mv AT ncheraghi probabilisticevaluationonthefreevibrationoffunctionallygradedmaterialplatesusing3dsolutionandmetamodelmethods
AT mmiri probabilisticevaluationonthefreevibrationoffunctionallygradedmaterialplatesusing3dsolutionandmetamodelmethods
AT mrashki probabilisticevaluationonthefreevibrationoffunctionallygradedmaterialplatesusing3dsolutionandmetamodelmethods