Advances in computational intelligence of polymer composite materials: machine learning assisted modeling, analysis and design

A Sharma, T Mukhopadhyay, SM Rangappa… - … Methods in Engineering, 2022 - Springer
The superior multi-functional properties of polymer composites have made them an ideal
choice for aerospace, automobile, marine, civil, and many other technologically demanding …

Bending and free vibration characteristics of various compositions of FG plates on elastic foundation via quasi 3D HSDT model

K Bouafia, MM Selim, F Bourada, AA Bousahla… - Steel and Composite …, 2021 - dbpia.co.kr
In this investigation, a novel analytical model based on combined (cubic, sinusoidal and
exponential) higher order quasi-3D formulation is developed to examine flexural and free …

Stochastic oblique impact on composite laminates: a concise review and characterization of the essence of hybrid machine learning algorithms

T Mukhopadhyay, S Naskar, S Chakraborty… - … Methods in Engineering, 2021 - Springer
Due to the absence of adequate control at different stages of complex manufacturing
process, material and geometric properties of composite structures are often uncertain. For a …

[HTML][HTML] Vibration and dam** study of multifunctional grille composite sandwich plates with an IMAS design approach

H Li, X Wang, X Hu, J **
KK Gupta, T Mukhopadhyay, A Roy, L Roy… - Journal of Physics and …, 2021 - Elsevier
Despite the tremendous capabilities of Molecular dynamics (MD) simulations, they suffer
from the limitation of computationally intensive and time-consuming nature. This hinders the …

Flexoelectricity and surface effects on coupled electromechanical responses of graphene reinforced functionally graded nanocomposites: A unified size-dependent …

S Naskar, KB Shingare, S Mondal… - Mechanical Systems and …, 2022 - Elsevier
Owing to inhomogeneous strain and high surface-to-volume ratio in nanostructures, it is
imperative to account for the flexoelectricity as well as surface effect while analyzing the size …

Viscoelastic free vibration analysis of in-plane functionally graded orthotropic plates integrated with piezoelectric sensors: Time-dependent 3D analytical solutions

A Singh, S Naskar, P Kumari… - Mechanical Systems and …, 2023 - Elsevier
This paper proposes an accurate three-dimensional framework for elastic and viscoelastic
free vibration investigation of in-plane functionally graded (IPFG) orthotropic rectangular …

A semi-analytical stochastic buckling quantification of porous functionally graded plates

MC Trinh, T Mukhopadhyay, SE Kim - Aerospace Science and Technology, 2020 - Elsevier
This paper introduces a semi-analytical approach integrated with Monte Carlo simulation for
stochastic buckling analyses of porous functionally graded plates arising due to the …

Machine learning based stochastic dynamic analysis of functionally graded shells

T Mukhopadhyay, PK Karsh, B Basu, S Dey - Composite Structures, 2020 - Elsevier
This paper presents stochastic dynamic characterization of functionally graded shells based
on an efficient Support Vector Machine assisted finite element (FE) approach. Different shell …

On machine learning assisted data-driven bridging of FSDT and HOZT for high-fidelity uncertainty quantification of laminated composite and sandwich plates

T Mukhopadhyay, S Naskar, S Dey - Composite Structures, 2023 - Elsevier
First-order shear deformation theory (FSDT) is less accurate compared to higher-order
theories like higher-order zigzag theory (HOZT). In case of large-scale simulation-based …