Open Access
ARTICLE
Improved Meshfree Moving-Kriging Formulation for Free Vibration Analysis of FGM-FGCNTRC Sandwich Shells
1 Department of Mechanical and Robotic Engineering, School of Engineering and Technology, Walailak University, Thasala, Nakhon Si Thammarat, 80160, Thailand
2 Center of Excellence for Sustainable Disaster Management, Walailak University, Nakhon Si Thammarat, 80160, Thailand
3 Department of Architectural Engineering, Sejong University, Seoul, 05006, Republic of Korea
4 Laboratoire de Recherche en Génie Civil, LRGC, Université de Biskra, Biskra, 07000, Algeria
* Corresponding Authors: Tan N. Nguyen. Email: ; Nuttawit Wattanasakulpong. Email:
# Suppakit Eiadtrong and Tan N. Nguyen are co-first authors and equally contributed to this work
Computer Modeling in Engineering & Sciences 2025, 144(3), 2819-2848. https://doi.org/10.32604/cmes.2025.069481
Received 24 June 2025; Accepted 25 August 2025; Issue published 30 September 2025
Abstract
An improved meshfree moving-Kriging (MK) formulation for free vibration analysis of functionally graded material-functionally graded carbon nanotube-reinforced composite (FGM-FGCNTRC) sandwich shells is first proposed in this article. The proposed sandwich structure consists of skins of FGM layers and an FGCNTRC core. This structure possesses all the advantages of FGM and FGCNTRC, including high electrical or thermal insulating properties, high fatigue resistance, good corrosion resistance, high stiffness, low density, high strength, and high aspect ratios. Such sandwich structures can be used to replace conventional FGM structures. The present formulation has been established by using an improved meshfree MK method and the first-order shear deformation shell theory (FSDT). The effective material characteristics of the FGM-skin layers and the FGCNTRC core were calculated using the rule of mixture. Key parameters and factors such as the thickness-to-radius ratio, the length-to-radius ratio, layer-thickness ratios, CNT distributions, the volume fraction of CNTs, the power-law index, and various boundary conditions were rigorously investigated. A nonlinear CNT distribution that we term FG-nX is first proposed in this work, and many new results of FGM-FGCNTRC sandwich shells have been provided.Keywords
Many new materials have been found that have contributed to developments in numerous areas of science and engineering. Functionally graded materials (FGMs) are among those proposed, and many studies have been carried out on them. An FGM is a type of composite material created by mixing two distinct material phases, such as ceramic and metal. As a result, an FGM inherits the characteristics of both material components. For example, an FGM can possess important properties, like good strength, good thermal or electrical insulating properties, or high resistance to fatigue or corrosion. Consequently, such materials are now widely used in semiconductor technologies, aerospace engineering, medical applications, nuclear reactors, etc. Numerous studies have therefore been performed to investigate the behaviors of FGM structures such as beams [1], plates [2–4], and shells [5]. Another modern material- carbon nanotubes (CNTs), which are known as “materials for the 21st century” [6], have attracted considerable attention from researchers in many fields because of their notable mechanical, thermal, and electrical characteristics [7,8]. The discovery of CNTs [9] opened a new area of materials science. Practically, CNTs are very suitable for replacing conventional reinforcements like glass fibers, steel, etc., in composite structures. This is the case because CNTs possess outstanding properties such as low density but with high stiffness, strength, and aspect ratio. A typical study of CNT structures can be found in [10]. In this study, free vibration and buckling behaviors of carbon nanotube-reinforced cross-ply laminated composite plates were obtained by using the method of discrete singular convolution and a first-order shear deformation theory. In structural engineering, sandwich structures are constructed using layers of different materials, and the resulting structures fully inherit the characteristics of each constituent material. This is very useful for improving structural performance, and many types of sandwich beams, plates, and shells have therefore been proposed and investigated. In this article, FGMs and functionally graded carbon nanotube-reinforced composite (FGCNTRC) materials were used to create sandwich shells. The proposed sandwich structure consists of skins of FGM layers and an FGCNTRC core. As mentioned above, this structure possesses all the advantages of both the FGM and the FGCNTRC material. In real-world applications, shells are widely used in mechanical, civil, and aerospace engineering. Some notable applications include the roofs of buildings and stadiums, and shells of ships, cars, submarines, airplanes, and spacecrafts. Thus, the analysis and design of FGM-FGCNTRC sandwich shells are necessary and practical. Another type of FG structure-reinforced with functionally graded graphene platelet has attracted great attention due to its outstanding advantages of being lightweight but with a high load-carrying capacity [11]. In these structures, the graphene platelets are used as reinforcements to enhance the structural stiffness. Results for the vibrations of shells reinforced with graphene platelets considering non-linearity and external load can be found in [12,13]. Results for the thermomechanical free-vibration buckling of FG graphene-reinforced doubly-curved sandwich shells can be found in [14]. Additional studies of functionally graded graphene platelet-reinforced structures should be carried out in the future.
Analytical approaches are only appropriate for problems with simple geometries, boundaries, and loads. Due to these limitations, many numerical methods have been developed for structural analyses, such as the finite element method (FEM) [15], meshfree methods [16–19], isogeometric analysis [20–22], the smoothed FEM [23], etc. In addition, many FEM-based software programs have been successfully developed, such as Abaqus, Sap2000, Ansys, etc. Many meshfree methods have also been proposed, such as the element-free Galerkin method [16], the reproducing kernel particle method [24], the meshless local Petrov-Galerkin method [25], etc. Most of the meshfree methods have a similar limitation that their interpolation functions do not satisfy the Kronecker-delta property. Essential boundary conditions, thus, can not be straightforwardly imposed as in the FEM. Accordingly, several correction techniques for boundaries have been proposed and developed, including Lagrange multipliers [26], penalty methods [27], or a combination with the FEM [28]. Interestingly, the moving-Kriging (MK) interpolation function naturally satisfies the Kronecker-delta property. The meshfree MK method was first proposed to solve the one-dimensional steady-state heat conduction problem [29]. Further developments of this method can be found in [30] for one- and two-dimensional elasticity problems, thin plates [31], shells [32], piezoelectric structures [33], and laminated composite structures [34]. As shown in [29], the accuracy of the MK solutions strongly depends on the quality of the MK interpolation, which is affected by the choice of the correlation parameter
As mentioned earlier, sandwich structures possess some outstanding advantages, and numerous studies on the behaviors of sandwich shells made from FGM or FGCNTRC materials have been performed. Typical studies include analyses of shells with an FGM core and two isotropic skins [38,39], conical FGM sandwich shells [40], truncated conical FGM sandwich shells reinforced with FGM stiffeners [41], a structure with a soft viscoelastic core and FGM layers [42], cylindrical FGM sandwich shells reinforced by FGM stiffeners [43], cylindrical FGM sandwich shells reinforced using periodic eccentric ring stiffeners [44], shells with FGCNT face sheets and an isotropic core [45], the nonlinear stability of sandwich shells consisting of a porous FGM and CNT-reinforced composite layers [46], thermal vibrations of shells made of a sandwich of CNTRC sheets on both sides of a porous FG core [47], and conical sandwich shells with FG face sheets and a FG porous core [48]. In this article, we propose sandwich shells consisting of a skin of FGM layers and an FGCNTRC core. The improved MK meshfree method was first developed for modeling curved structures like shells. In addition, an improved meshfree MK formulation for free vibration analysis of FGM-FGCNTRC sandwich shells is first proposed. A nonlinear CNT distribution that we term FG-nX is proposed, and many new results of FGM-FGCNTRC sandwich shells are provided. In this paper, we investigate two types of boundaries, which are simply supported and clamped boundaries. In the case that some structures are connected by bolts or complex boundaries, the necessary information can be found in [49]. FGM-FGCNTRC sandwich shells can be used in semiconductor technologies, aerospace engineering, nuclear reactors, airplanes, spacecrafts, etc. Frequencies and vibrational mode shapes of these applications can be accurately predicted via the proposed technique in this study.
2 First-Order Shear Deformation Theory for FGM-FGCNTRC Sandwich Shells
2.1 Functionally Graded Carbon Nanotube-Reinforced Composite Materials
Fig. 1 shows five types of CNT distributions. UD is the uniform distribution. FG-V, FG-O, and FG-X are three types of linear CNT distributions. For the FG-O distribution, CNTs are enriched at the mid-surface. The top surface is CNT-rich in the case of FG-V distribution, and CNTs are enriched near both the top and bottom surfaces in the case of FG-X distribution. In this article, a nonlinear CNT distribution that we term FG-nX is proposed to enhance the stiffness of FGCNTRC structures. Similar to FG-X, FG-nX is CNT-rich near the top and bottom surfaces, but it is nonlinear through the structural thickness. Fig. 2 shows the FG-nX distribution along the thickness. The volume fraction of CNTs
where
where
where the volume fraction of the matrix is
where Poisson’s ratios are

Figure 1: Constitution of an FGM-FGCNTRC sandwich structure

Figure 2: FG-nX distribution (proposed) along the thickness with
2.2 Functionally Graded Materials
An FGM is a composite material that consists of two distinct material phases which are ceramic and metal. Thus, an FGM fully inherits the mechanical characteristics of these two materials. The volume fractions of the material phases are determined as in [2]
where
here,
2.3 FGM-FGCNTRC Sandwich Shells
Fig. 1 shows an FGM-FGCNTRC sandwich structure with five types of CNT distributions. It consists of two FGM-skin layers and one FGCNTRC core. For the two FGM-skin layers, the metallic component is enriched at the surfaces
where
2.4 Free Vibration Analysis of FGM-FGCNTRC Sandwich Shells Using First-Order Shear Deformation Shell Theory
We consider a doubly-curved shell with the geometric characteristics shown in Figs. 3 and 4. In these figures,
and

Figure 3: A doubly-curved FGM-FGCNTRC sandwich shell

Figure 4: Geometric properties of a doubly-curved FGM-FGCNTRC sandwich shell
The linear strains written in the curvilinear coordinate system are as follows [59,60] for the in-plane strains
and for the shear strains
where
and
where
where
The constitutive equation is written based on Hooke’s law as follows [59]:
and
A Galerkin weak form derived from the motion equations for free vibration analysis is expressed as follows
where
and the shear correction factor
3 The FGM-FGCNTRC Sandwich Shell Formulation Using the Meshfree MK Method and FSDT
3.1 Improved Meshfree MK Method
We consider a domain
where
in which,
where
and

Figure 5: Discretization and support domain of a 2D problem utilizing the meshless moving-Kriging method
The MK approximation also can be re-expressed in another form as follows [35]
where
where the first- and second-order derivatives of the MK shape functions are given by
An improved meshfree MK method was proposed in [35] to ensure that the MK solutions remain stable and accurate. This improved method uses a quartic-spline correlation function to establish the MK shape functions as
where
The MK shape functions satisfy the Kronecker-delta property. Thus, the essential boundary conditions are simply and straightforwardly imposed as in the FEM. Notably, the main computational procedures of the improved meshfree MK method and the FEM are the same. In meshfree methods, a support domain is utilized to determine a set of nodes that are used for constructing the shape functions. In this article, the support domain with a circular shape as shown in Fig. 5 is utilized. The radius of this circle is determined as follows:
here,
3.2 The FGM-FGCNTRC Sandwich Shell Formulation Using the Meshfree MK Method
The displacement field u of shells can be approximated using the MK interpolation functions as follows
where
where
Eq. (38) is inserted into Eq. (19), we obtain the approximate displacement vectors as
where
Finally, by using Eqs. (39) and (41) in Eq. (24), the discretized system of equations for free vibration analysis of FGM-FGCNTRC sandwich shells based on MK meshfree method and FSDT is achieved as
where K and M are, respectively, the global stiffness and mass matrices as follows
For the FGCNTRC core, the matrix material is Poly methyl methacrylate (PMMA) [61] and the reinforcements are the armchair
•
•
•
It is assumed that
• The matrix material
• The reinforcement material
For the FGM skins, Al and

Figure 6: Geometry of a cylindrical shell
• Simply supported (S)
• Clamped (C)
In this article, boundary conditions were enforced as in the standard FEM. A mesh of 27 × 27 nodes was used for all problems, and numerical integration was performed utilizing 4 × 4 Gaussian points per each background structure cell. The computational meshes for cylindrical, spherical, and hyperbolic parabolic shells are shown in Fig. 7. Notably, the two key parameters investigated in section Parameter study are defined as the thickness-to-radius ratio (

Figure 7: Structural discretization utilizing the meshless moving-Kriging method
Notably, this is the first study on free-vibration analysis of FGM-FGCNTRC sandwich shells. Thus, solutions for these proposed structures are not available in the literature. However, because square FGM sandwich plates, cylindrical FGCNTRC shells, isotropic spherical and hyperbolic-parabolic shells are particular cases of doubly curved FGM-FGCNTRC sandwich shells. Therefore, the accuracy of the present formulation is, respectively, confirmed by performing free vibration analyses of these structures. Notably, the mechanical properties of FGM and FGCNTRC have been provided at the beginning of this section. In particular, by setting the thicknesses of the two skin layers to zero, the present formulation can be applied to structures with only one layer. This numerical implementation is very simple and can be done quickly using our in-house MATLAB codes.
4.1.1 Square Sandwich Plates with FGM Skins and an Isotropic Core
A square plate is a particular case of a doubly curved shell, with

4.1.2 Cylindrical FGCNTRC Shells
Next, we verify the present formulation for the analysis of cylindrical FGCNTRC shells. A cylindrical FGCNTRC panel is shown in Fig. 6, and its geometric properties are

4.1.3 Isotropic Spherical and Hyperbolic-PARabolic Shells
We next carried out a verification of the present formulation for the analysis of isotropic spherical and hyperbolic-parabolic shells. The doubly-curved shell shown in Fig. 8 is considered. Here, Poisson’s ratio is fixed at

Figure 8: Geometry of a doubly-curved shell

4.2.1 Cylindrical FGM-FGCNTRC Sandwich Shells
We next consider the cylindrical FGM-FGCNTRC sandwich shell shown in Fig. 6. Its geometric properties are


Figure 9: Effect of the CNT distribution on the first normalized frequency of the cylindrical FGM-FGCNTRC sandwich shell with


Figure 10: First six mode shapes of a cylindrical FGM-FGCNTRC sandwich shell


Figure 11: Effect of the layer-thickness ratio on the first normalized frequency of the cylindrical FGM-FGCNTRC sandwich shell with
4.2.2 Spherical FGM-FGCNTRC Sandwich Shells
The spherical FGM-FGCNTRC sandwich shell shown in Fig. 8 is next considered. Its geometric properties are


Figure 12: First six mode shapes of a spherical FGM-FGCNTRC sandwich shell


Figure 13: Effect of the CNT distribution on the first normalized frequency of the spherical FGM-FGCNTRC sandwich shell with


Figure 14: Effect of the layer-thickness ratio on the first normalized frequency of the spherical FGM-FGCNTRC sandwich shell with
4.2.3 Hyperbolic-Parabolic FGM-FGCNTRC Sandwich Shells
The geometries of the shells and the normalized frequency and parameter investigations discussed in this section are the same as those in Section 4.2.2 except that we use




Figure 15: Effect of CNT distribution on the first normalized frequency of the hyperbolic-parabolic FGM-FGCNTRC sandwich shell with

Figure 16: Effect of the layer-thickness ratio on the first normalized frequency of the hyperbolic-parabolic FGM-FGCNTRC sandwich shell with
In this work, we have presented free vibration analyses of FGM-FGCNTRC sandwich shells utilizing an improved meshfree moving-Kriging method and first-order shear deformation shell theory. The effective material characteristics of both the FGM skin layers and the FGCNTRC core were determined using the rule of mixture. The accuracy of the present formulation was confirmed by solving some problems. The obtained results agreed well with the reference ones. Some main parameters and factors such as the thickness-to-radius ratio (
• The greater the amount of CNTs, the higher the stiffness and frequency of the shell. FG-X is the best CNT distribution that produces the highest stiffness and frequency of the shell compared to the rest of the CNT distributions. FG-nX (proposed) produces a higher stiffness and frequency of the shell than do the UD, FG-V, and FG-O distributions.
• The thicker the FGCNTRC core, the higher the stiffness and frequency of the shell. It is found that the effect of the CNT distribution on the frequency of the shell is very small for the case where the layer-thickness ratio is 2-1-2, while it is significant for the case where the layer-thickness ratio is 1-2-1. It is recommended to use FGM-FGCNTRC sandwich shells with the layer-thickness ratio 1-2-1 (or shells with thicker FGCNTRC cores) to efficiently exploit the CNT distribution.
• The higher the thickness-to-radius ratio or the length-to-radius ratio, the higher the stiffness and frequency of the shell.
Although the present approach possesses some advantages and some findings for FGM-FGCNTRC sandwich shells have been recommended, some limitations remain to be overcome. These include the following: 1) The present formulation applies to doubly curved shells, but it needs to be improved for analyzing free-form shells; 2) The meshfree MK method should be improved for reducing the computational cost. Overcoming these limitations can be considered as future work. In addition, some possible future research directions include analyses of the transient vibrations, nonlinear vibrations, and nonlinear forced vibrations of FGM-FGCNTRC sandwich shells.
Acknowledgement: None.
Funding Statement: The authors received no specific funding for this study.
Author Contributions: Study conception and design: Tan N. Nguyen, Nuttawit Wattanasakulpong; Literature review and data collection: Tan N. Nguyen, Suppakit Eiadtrong; Analysis and interpretation of literature: Tan N. Nguyen, Suppakit Eiadtrong, Mohamed-Ouejdi Belarbi; Visualization and graphical representation: Tan N. Nguyen, Suppakit Eiadtrong; Draft manuscript preparation: Tan N. Nguyen, Suppakit Eiadtrong; Critical revision of the manuscript: Tan N. Nguyen, Nuttawit Wattanasakulpong, Mohamed-Ouejdi Belarbi. All authors reviewed the results and approved the final version of the manuscript.
Availability of Data and Materials: Data will be made available on request.
Ethics Approval: No applicable.
Conflicts of Interest: The authors declare no conflicts of interest to report regarding the present study.
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Copyright © 2025 The Author(s). Published by Tech Science Press.This work is licensed under a Creative Commons Attribution 4.0 International License , which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.


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