EFG meshless-ANN approach for free vibration analysis of functionally graded material plates on elastic foundation in thermal environments

dc.contributor.authorK P, A.
dc.contributor.authorSwaminathan, K.
dc.contributor.authorHirannaiah, S.
dc.contributor.authorPavan, G.S.
dc.date.accessioned2026-02-03T13:20:29Z
dc.date.issued2025
dc.description.abstractThis 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.
dc.identifier.citationMechanics Based Design of Structures and Machines, 2025, 53, 1, pp. 519-547
dc.identifier.issn15397734
dc.identifier.urihttps://doi.org/10.1080/15397734.2024.2371900
dc.identifier.urihttps://idr.nitk.ac.in/handle/123456789/20545
dc.publisherTaylor and Francis Ltd.
dc.subjectBeams and girders
dc.subjectBoundary conditions
dc.subjectComputation theory
dc.subjectComputational mechanics
dc.subjectForecasting
dc.subjectFunctionally graded materials
dc.subjectGalerkin methods
dc.subjectNeural networks
dc.subjectNumerical methods
dc.subjectShear deformation
dc.subjectTemperature distribution
dc.subjectVibration analysis
dc.subjectElastic foundation
dc.subjectElement-free Galerkin
dc.subjectElement-free galerkin meshless method
dc.subjectFree-vibration analysis
dc.subjectFunctionally graded material plates
dc.subjectFunctionally graded plates
dc.subjectGalerkin meshless method
dc.subjectTemperature variation
dc.subjectThermal environment
dc.subjectWinkler
dc.subjectNatural frequencies
dc.titleEFG meshless-ANN approach for free vibration analysis of functionally graded material plates on elastic foundation in thermal environments

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