1. Introduction
The understanding and manipulation of materials over time have been fundamental for technological development, raising the importance of their innovation for economic and environmental reasons, among others. According to A. Sola et al. [
1], materials with a functional gradient are an excellent example of innovation in the materials sector as they are designed to satisfy predefined objectives. The particular characteristic that allows the projection of these functionally graded materials (FGMs) in function of the objectives traced is the variation of their composition and/or their microstructure in one or more spatial directions according to a given law [
1,
2].
In China, in the late 1980s, the first FGM was formulated in the development of new coatings for thermal insulation [
2]. Another reason for the development of this type of material was the need to minimize the stress discontinuities verified in the laminated composite materials [
3]. These versatile materials have several advantages including reduced in-plane and transverse stresses, low residual stresses, high thermal resistance, low thermal conductivity, and high fracture toughness. Additionally and contrarily to classical laminated composites, FGMs do not exhibit severe interlaminar stresses because of the smooth variation of material composition [
4].
Another function of relevant importance found through the application of functionally graded materials as coatings is the reduction of mechanical vibrations. Catania and Strozzi studied a multi-layer beam model with a metal core coated with thin layers of variable stiffness, considering the existence of a local dissipation mechanism at the layers’ interfaces. From this study they concluded that the damping of a uniform beam of rectangular section, vibrating in flexural-axial plane conditions, can be related to the application of a superficial coating. More particularly, the application of these coatings may cause increased damping of thin-walled components under flexural vibration conditions. In spite of that, experimentally it was found that most of these coating surface treatments have a negligible effect in the vibrational damped response when the components are subjected to testing or operating conditions [
5].
Also in the context of damping, Yu et al. [
6] reveals that in a coated mechanical system there is an optimum coating thickness which leads to an optimum ratio between stiffness and damping. In particular, increasing the difference between the Young’s modulus of the substrate and the coating allows for better damping performance and rigidity of the system. The reduction of vibrations is advantageous in several mechanical systems, since it allows an increase in the service life and a reduction in its weight. In a previous work [
7], Loja studied, among others, a sandwich beam with graded metal– graphene nanocomposites skins and a soft core, since soft and lightweight cores allow a viscoelastic damped behavior. This kind of behavior is of great interest in most engineering applications not only because it is responsible for the vibration attenuation but also for greater fatigue and impact resistance.
In fact, FGMs are not new in nature. In terms of flora and fauna, we find several examples such as bamboo or even the shells of mollusks with a characteristic hierarchical structure. If we now think of the human body, more precisely the constitution of the skin, its three layers—epidermis, dermis and hypodermis—constitute a multilayer system. This system is also an FGM by itself, having several functions such as protecting the body from mechanical impacts and pressure, variations in temperature, micro-organisms, radiation, and chemicals. Still with respect to the human body we have the tooth, whose surface is constituted by hard enamel with crystals of hydroxyapatite being its inner dentin, composed of fibers of collagen and hydroxyapatite. Its constitution and the gradual transition between the inner and the superficial material make the tooth another example of FGM in the human body. Being a type of material so common in nature and in particular in the human body, the FGMs have been extensively developed for most diverse biomedical applications [
2].
Most of the man-made FGMs have a metal or ceramic base. However, polymer-based composites may lead to better mechanical and physical properties in a wide range of applications. Tissue engineering has shown great interest in polymeric materials, particularly those of porous structure because they have properties that evolve gradually. As stated by Naebe and Shirvanimoghaddam, the microstructure with gradual evolution in nano-reinforced polymer composites has the capacity to expand the engineering applications of these materials through the development of new composites with customized properties. In particular, the inclusion of nanomaterials like carbon nanotubes (CNTs) can lead to multi-functional materials with better mechanical, physical, and chemical performances for biological applications [
1].
Due to the capacity to replicate different tissues, porous materials have been recently investigated in different areas of science and engineering. Bone scaffolds are just one interesting example that requires simultaneously high porosity levels and connectivity, which are essential characteristics for healthy bone growth. Some literature studies [
2,
8] mentioned the importance of porosity fraction and pore dimensions on scaffolds for bone formation, as well as the influence that shape, distribution, and porosity level has on mechanical properties. A graded porous biomaterial, made of polyurethane and Bioglass
® 45S5 microfiber, is usually used in tissue engineering [
2]. In this case, the polyurethane is responsible for the elasto-plastic behavior, while the bioglass reinforcement guarantees mechanical strength and stiffness as well as good bone adhesion.
Multiscale hierarchic materials are becoming an effective and advantageous option due to the scientific and manufacturing technological advances. Carbon nanotubes have captured the interest of the scientific and technical society due to their singular properties, particularly the physical and mechanical ones, so CNT reinforced polymer composites have been researched and developed [
9]. Biomedical applications, such as tissue regeneration and diagnostic techniques, have taken advantage of the characteristics presented by CNTs. However, their applicability in biomedicine still requires that the long-term non-toxicity and biodegradability of CNTs is ensured [
10].
Being the strongest and stiffest materials today, single-walled carbon nanotubes (SWCNTs) and multi-walled carbon nanotubes (MWCNTs) result from graphene single or multiple sheets convolved into cylinders [
11]. The morphological diversity of SWCNTs includes length, diameter, chirality, and configuration. Since MWCNTs can be considered as a conjugation of SWCNTs, their morphological variability is greater. The remarkable resilience of SWCNTs is clearly superior to that of metals and carbon fibers when subjected to the same load. Together with other exceptional properties, it makes carbon nanotubes an excellent choice as reinforcement of composites in the most diverse structural and functional applications. CNTs were first used as reinforcement of a polymer nanocomposite in 1994 and since then have been the preferred reinforcement in several polymer matrix composites [
12]. Despite the impressive advantages of the CNTs already mentioned, their properties can still be improved through developments in dispersion and reinforcement-matrix adhesion [
9].
According to the literature [
9], the path in search of the perfect polymer matrix nanocomposite led to the study of its mechanical properties, since these were below the expectations dictated by the law of mixtures. The concentration of CNTs required for them to act as reinforcement in the polymer matrix and to allow the usufruct of the matrix properties is very low. The loading of CNTs has a strong influence on the mechanical reinforcement response, which is limited to high loads due to the high viscosity of the polymer matrix and the void defects. For this reason, it is still necessary to deepen the research behind a solution for this, although the functionalization of CNTs evidences improvements in the dispersion level and, consequently, in the mechanical properties of these nanocomposites [
9].
In a complementary domain, it is important to refer the studies developed at the nanoparticles level, which are relevant not only from a multiscale perspective, but also from the point of view of these structures by themselves as at nanoscale it is necessary to consider forces that are negligible to the macroscale. For this reason, the valid mechanical principles for macrostructures are not suitable for application to nanostructures. In this sense, new theories have arisen around the characteristic nonlocal nature of these structures [
13] The nonlocal theories of continuum mechanics are often used to take into account the size effects present in nanostructures behavior [
14]. To most classical continuum theories, stresses at one point depend only on the extensions at that point, but according to the nonlocal theories these stresses are a function of the extensions of all points of the material. In fact, these theories take into account the interatomic forces, introducing an internal length scale as a material parameter into the constitutive equations [
15]. The Eringen differential model has been widely applied in the study of nanostructures in order to explain the size dependence that these structures demonstrate. According to Barreta et al. [
13], the Eringen strain-driven nonlocal integral theory is not suited to structural mechanics, unlike the recent stress-driven nonlocal integral theory. According to this recent theory, the nonlocal elastic strain field results from the convolution between the stress field and a suitable average kernel. According to the Apuzzo et al. study [
14], the stress-driven integral model provides a great improvement in the mechanical behavior study of nanostructures since all boundary conditions are provided by the theory itself, allowing a way to overcome the constraints of Eringen’s theory with these kinds of structures. In addition to stress-driven nonlocal integral theory [
13], new models of nonlocal elasticity have recently been developed, of which the integro-differential and the two-phase models are examples [
16].
With the present work it was intended to analyze the mechanical behavior of a nanocomposite FGM resulting from the graded mixture of MWCNTs and polysulfone (PSU) which is a polymeric material considering that this adjustable mixture can be affected by different levels and distributions of porosities. The different materials obtained were further analyzed in the light of two ASTM tests of numerical simulations, namely a tensile and a three-point bending test. The results obtained are discussed in order to conclude on the performance of these materials considering the influence of specific parameters related to FGM distribution, to the porosities distribution, and the MWCNTs graded distribution.
3. Results and Discussion
This section consists of two main parts; the first dedicated to performance verification applications and the second wherein the set of case studies is considered focusing on the parametric influence characterization of porous nanocomposite specimens based on the ASTM tensile and three-point bending tests. Although this work does not include an experimental component, it is considered relevant to present results based on standardized testing conditions so as to facilitate the replication and comparison of results by other researchers both in the context of numerical and/or experimental studies. Thus, the standard test method for flexural properties of polymer matrix composite materials [
32] which allows the determination of flexural stiffness and strength properties of polymer matrix composites, includes two different procedures, namely the three-point loading system (
Figure 5), which is simulated in this work, and a four-point loading system.
In the case of the standard test method for tensile properties of polymer matrix composite materials [
33], the aim is to determine the in-plane tensile properties of polymer matrix composite materials reinforced by high-modulus material. For this purpose, the sample should be subjected to the loading conditions illustrated in
Figure 6, according to [
34].
Thus simulating these tests with the present materials enables the specimens’ mean values’ responses to be predicted when considering the experimental tests.
3.1. Verification Studies
To guarantee the validity of the different models implemented in the studies reported in this work, some verification studies were carried out. In these studies, the results obtained were compared with the results presented by other authors. To this purpose, we considered FGM plates under a uniform transverse pressure, distributed throughout the plate upper surface.
The verification case studies consider comparisons with numerical solutions obtained by Costa and Loja [
29].
The present work focused on the analysis of polymeric matrix nanocomposites for biomedical application, and allows structures to be studied of a graded introduction of MWCNTs along the thickness direction, contrary to the previous reference where the inclusion of nanotubes corresponds to a fixed percentage weight. Additionally in the present work, we considered the effects arising from the existence of porosities and concerning the shear, and the calculation of shear correction factors as a function of the materials’ distribution was introduced. All these aspects; correspond to an innovative approach concerning the present model development and implementation.
3.1.1. Carbon Nanotubes
In a first case study we considered an FGM square plate with a unit length edge and an aspect ratio
a/
h = 20. The plate, simply supported, was submitted to a uniform transverse pressure of 10 kPa. The two material phases that constitute the present FGM are respectively: one ceramic—phase A—of zirconia (ZrO
2) particles, and another—phase B—composed of MWCNTs dispersed in aluminum (Al) matrix.
Table 1 contains the material properties of these constituents, and
Table 2 presents the geometric characteristics of the CNTs.
The volume fraction of phase A is given by the power-law (1). The effective properties of phase B (MWCNT/Al) were estimated with Equations (5a)–(5c), (6), and (7), whereas the analogous ones for the FGM were obtained by using Equation (2). The plate was discretized in a mesh comprising ten Q4 finite elements in both in-plane directions and the maximum transverse displacements were obtained for different power-law exponents and MWCNT weight fraction. The non-dimensional transversal displacement,
, and the shear correction factor obtained are presented in
Table 3. Also presented is the relative deviation of the present results to the reference [
29] ones, calculated according to the expression
where
and
are the non-dimensional transversal displacements from the present and reference [
29] studies, respectively.
It is relevant to note that in the present work the shear correction factors were determined for each specific plate, instead of using the constant, typical value of 5/6 that the reference considered. However, according to the results, there is a very good agreement between the results, with small relative deviations. This qualitative result in terms of deviations was expected as we considered a moderately thin plate, thus the transverse shear effects were not significant.
3.1.2. Porosities
For this case study, we considered a unit length square plate with an aspect ratio of
a/
h = 100, wherein zirconia particles are dispersed in an aluminum matrix according to Equation (1) with a power-law exponent of
p = 0.1. This plate was considered fixed at the four edges and submitted to a uniform transverse pressure. To analyze the influence of both porosity distribution and volume fraction presented in
Figure 4 and Equations (3) and (4), different loads were applied to the plate. The normalized central deflection,
wadim, and load parameter,
P, obtained by (13), were used for a better presentation of results.
where
w is the central transversal displacement,
a represents the square length,
h indicates the plate thickness, and
Em stand for the matrix Young’s modulus. The results obtained in this case study are represented in
Figure 7.
The results obtained in this study are in agreement with the literature [
26], denoting higher displacements for porous FGM plates when compared with non-porous. As can be seen for the same porosity volume fraction, the even porosity distribution model promotes a larger displacement.
3.2. Case Studies
The present section is constituted by a set of case studies where we address the influence of the parameters that characterize the material phases and porosity distributions. Also, the influence of the MWCNTs on the resulting graded nanocomposite is assessed. In this section, all the analyses performed consider the geometrical characteristics (320/3 mm/13 mm/4mm) associated with the specimens used in the standards ASTM D 3039/D 3039M and ASTM D7264/D, corresponding respectively to a tensile test and to a three-point bending test.
3.2.1. Influence of Carbon Nanotubes Weight Fraction
The influence of the MWCNTs weight fraction on the predicted Young’s modulus, estimated using Equations (2), and (5a) to (6), is depicted in
Figure 8.
Figure 9 aims to evidence the influence of the MWCNTs weight fraction for the same power-law exponents.
As is possible to observe from
Figure 8, as the MWCNTs percent weight content increases, there is also an increasing trend in the resulting nanocomposite Young’s modulus. Also visible is the effect that the exponent from the power law, that rules the material phases distribution, plays in this context. In fact when
p = 0 this corresponds to a situation where all the plate is homogeneous and is built from a mixture of materials PSU + %MWCNT. An opposite situation occurs for
p = infinity where the plate is only constituted by homogeneous PSU. For all the remaining intermediate curves, we observe an evolution where the greater nanotubes addition gradient dislocates from a thickness coordinate nearer the upper surface of the plate to the lower one, when the power law exponent increases.
Concerning the influence of MWCNTs weight fraction, presented in
Figure 9, its effect is clear in the Young’s modulus of the nanocomposite constituted by PSU and nanotubes. For a specific value of the power law exponent, namely for
p = 2, as nanotubes are progressively mixed with PSU through the thickness, we observe that the modulus also increases, the effect being more pronounced as the weight fraction increases.
3.2.2. Influence of Porosity Distribution
This case study aims to evaluate the influence of volume fraction and type of distribution of porosities in an FGM PSU/(PSU + 2% MWCNT) nanocomposite, where to the coordinate
z = −
h/2 the material corresponds to PSU + 2% MWCNT and for
z =
h/2 to PSU only. For this purpose,
Figure 10 shows the power-law exponent’s influence, as well as the porosity volume fraction and distribution model.
From this study, is evident that for the same porosity volume fraction the evolution of the considered FGM Young’s modulus is very smooth for an even distribution. Due to the dependence on the absolute value of the z coordinate, the uneven porosity distribution produces a different effect on the FGM Young’s modulus, making this material evolving characteristically in a different way, showing decreasing behavior on the bottom half of the thickness plate, and increasing behavior on the upper half, producing a minimal Young’s modulus at the plate mid-plane and a maximum value at the outer surfaces.
3.2.3. Static Behavior of PSU + 2% MWCNTs Plate
In this section we analysed the static behavior of a nanocomposite plate, whose material results from the combination of a matrix of 15% PSU in DMF reinforced with 2% (wt) of MWCNTs. The material properties associated with these material phases are shown in
Table 4 and
Table 5. Both studies included additional situations with and without porosity effects.
Case A: Neglecting Porosity Effect
Here, porosities were not accounted for. So, a plate made of nanocomposite PSU + 2% MWCNT without pores was considered.
• Tensile load
The plate was submitted to an axial distributed load, with 615 N/m magnitude at the free end. A maximum axial displacement of 22.901 μm was observed at the free end, as expected.
Figure 11 ilustrates the axial displacement of each finite element considered for the mesh.
• Bending load
For this case study, the plate was subjected to a transverse line distribution load of aproximatelly 7.7 N/m. The load location and the boundary condition considered are according to the standard in Ref. [
32] for a three-point loading system. The maximum transversal displacement observed was about 0.5 mm, as
Figure 12 illustrates.
Case B: Including Porosity Effect
We consider now that porous distributions occur and may assume different types, according to
Section 2.3. As previously, the tensile and three-point bending loading cases are considered, in order to characterize the behaviour of the plates in the light of this new parameter.
• Tensile load
Table 6 shows the results with respect to the study of the effect of the porosity volume fraction. To facilitate their understanding, the results were normalized using the relation u
adim = u
max/u
max(PSU), where u
max(PSU) is the maximum axial displacement obtained for PSU (u
max(PSU) = 24.362 μm).
These results confirm the influence of the type of porosity distribution already described in one of the verification studies. The axial displacement for an uneven porosity distribution presents a notorious smoother variation with the porosity volume fraction. To note additionally is that as expected, for the null value of α, the normalized axial displacement is lower than unity as the PSU + 2% MWCNT plate has a higher axial stiffness when compared to the PSU plate.
• Bending load
The maximum transversal displacements observed for different porosity volume fraction and distribution are presented now in
Table 7. As in the previous case, the results were normalized by w
adim = w
max/w
max(PSU), where w
max(PSU) represents the maximum transversal displacement obtained for a PSU plate under the same conditions (w
max(PSU) = 541.22 μm).
Also in the bending case, the results indicate the same evolution for the porosity volume fractions and distributions considered. A similar remark concerning the normalized transverse displacement for the null value of α, can be here expressed.
3.2.4. Static Behavior of FGM Plate—PSU/(PSU + 2% MWCNTs)
To evaluate the influence of MWCNTs distribution along the plate thickness, this case study considers a graded mixture, where the matrix (PSU)—Phase B—is reinforced with MWCNTs, whose volume fraction varies according to Equation (1). In this case a misture of PSU + 2% MWCNT is considered the phase A of the FGM. This plate is also considered under the same loading situations and boundary conditions as the ones applied to the PSU + 2% MWCNT plate previously studied.
Case C: Neglecting Porosity Effect
In this first point, the plate is considered free of porosities, and the studies under tensile and bending loads are presented for different loads and power-law exponents.
• Tensile load
The results obtained in this study are presented in a normalized form using the same expression as in Case A, presented in
Table 8. These results allow the conclusion that as the power-law exponent increases, the normalized axial displacement also increases, achieving a unit value for the case where the material coincides with PSU, phase B.
• Bending load
In this case, the normalized results for the transversal maximum displacement are presented in
Table 9.
A similar interpretation is here applicable when considering the normalized transverse displacement evolution.
Case D: Including Porosity Effect
The nanocomposite FGM plate is now considered to contain pores, thus their effects are now considered in the present case.
• Tensile load
For this case, the normalized results obtained for even and uneven porosity distributions are the ones presented in
Table 10 and
Table 11.
• Bending load
Table 12 and
Table 13 reports the results obtained for the maximum transversal displacement in this study.
When considering simultaneously porosities and power-law effects in the response of the plate, both for tensile and bending studies, the results demonstrate that the displacements increase with the increase of both parameters. However, for lower values of the considered parameters, the plate presented displacements lower or slightly above the one obtained when considering a PSU plate (without MWCNTS).
4. Conclusions
The present work aimed to characterize the effect that the inclusion of nanoparticles would have in a polymeric material used in biomedical applications. This assessment was performed by considering loading cases corresponding to two ASTM common tests, and it was possible to conclude that by integrating MWCNTs the plate specimens become stiffer which yielded lower values of displacements when they were submitted to tensile or bending loads. This trend has already been observed when carbon nanotubes are added to other types of materials, where it was also possible to conclude that within the range of weight fractions considered, the higher the corresponding volume fraction, the higher the Young’s modulus of the resulting nanocomposite would become. This trend is accompanied by the properties continuous variation dictated by the mixture distribution law used, which was the exponent power law.
Concerning the pore distributions and their influence on the FGM Young’s modulus it was possible to conclude that from the distributions analyzed that the uneven porosity distribution produced an effect on the material property, which led to a minimal Young’s modulus at the plate mid-plane and a maximum value at the outer surfaces, due to the dependence on the absolute value of the z coordinate. On the other hand, the pores even distribution, produced a very smooth evolution of the FGM Young’s modulus.
These two different parameters were analyzed in a separate way and then in a joint manner, for the same loading conditions. From the results obtained it is possible to understand that as the porosity level increases when the pores distribution is uneven, the axial and transversal displacements reflect also a smooth variation with the porosity volume fraction, in contrast to the even distribution.
From the studies developed and as an overall conclusion; the carbon nanotubes and the porosity distributions analyzed, provide different and opposite effects in the context of the nanocomposite materials analyzed.