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2021 | OriginalPaper | Chapter

Polynomial Neural Network Based Stochastic Natural Frequency Analysis of Functionally Graded Plates

Authors : Pradeep Kumar Karsh, Abhijeet Kumar, Sudip Dey

Published in: Advances in Structural Vibration

Publisher: Springer Singapore

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Abstract

The present article deals with the stochastic approach for natural frequency (NF) analysis of functionally graded (FG) plates by employing polynomial neural network (PNN) surrogate model combined with finite element (FE) method. The surrogate model for NF analysis of FG plates is validated with the original FE method. Both individual and mixed variation of material properties are taken into account. The present PNN model significantly rises the computational efficiency, and the computational cost decreased in comparison to Monte Carlo Simulation (MCS).

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Metadata
Title
Polynomial Neural Network Based Stochastic Natural Frequency Analysis of Functionally Graded Plates
Authors
Pradeep Kumar Karsh
Abhijeet Kumar
Sudip Dey
Copyright Year
2021
Publisher
Springer Singapore
DOI
https://doi.org/10.1007/978-981-15-5862-7_31

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