EFG meshless-ANN approach for free vibration analysis of functionally graded material plates on elastic foundation in thermal environments
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Date
2025
Journal Title
Journal ISSN
Volume Title
Publisher
Taylor and Francis Ltd.
Abstract
This study focuses on free vibration analysis of functionally graded material (FGM) plates supported by Winkler–Pasternak elastic foundation in thermal environment using element-free Galerkin (EFG) meshless method. Plate kinematics depend on first-order shear deformation theory. Uniform, linear, and nonlinear temperature variations through the thickness direction are considered, along with the temperature-dependent material properties. The numerical outcomes obtained from EFG method are compared with those available in the published literature to validate the proposed method’s accuracy. An artificial neural network (ANN) model that can easily predict the natural frequencies of the plate is constructed from the EFG method outcomes. Further, the effect of foundation parameters, power law index, thickness ratio, temperature variations, and different boundary conditions are investigated; results show that these significantly influence the vibration response of FGM plates supported by the elastic foundation. Increasing the temperature of FGM plates supported by the Winkler–Pasternack foundation causes a decrease in the dimensionless fundamental natural frequency, and the uniform temperature influence is greater than that of linear and nonlinear temperature variation. The proposed EFG-ANN prediction model saves approximately 98.80% computation time when predicting the natural frequency with an accuracy of approximately 98.76% compared to that by EFG meshless method alone. © 2024 Taylor & Francis Group, LLC.
Description
Keywords
Beams and girders, Boundary conditions, Computation theory, Computational mechanics, Forecasting, Functionally graded materials, Galerkin methods, Neural networks, Numerical methods, Shear deformation, Temperature distribution, Vibration analysis, Elastic foundation, Element-free Galerkin, Element-free galerkin meshless method, Free-vibration analysis, Functionally graded material plates, Functionally graded plates, Galerkin meshless method, Temperature variation, Thermal environment, Winkler, Natural frequencies
Citation
Mechanics Based Design of Structures and Machines, 2025, 53, 1, pp. 519-547
