Next Article in Journal
Towards Rapid Fabrication of Superhydrophobic Surfaces by Multi-Beam Nanostructuring with 40,401 Beams
Previous Article in Journal
Synthesis and Characterization of Tungsten Suboxide WnO3n−1 Nanotiles
 
 
Font Type:
Arial Georgia Verdana
Font Size:
Aa Aa Aa
Line Spacing:
Column Width:
Background:
Article

Mechanical Behaviors of Si/CNT Core/Shell Nanocomposites under Tension: A Molecular Dynamics Analysis

Department of Mechanical Engineering, Inha University, 100 Inha-ro, Incheon 22212, Korea
*
Author to whom correspondence should be addressed.
Nanomaterials 2021, 11(8), 1989; https://doi.org/10.3390/nano11081989
Submission received: 2 July 2021 / Revised: 26 July 2021 / Accepted: 30 July 2021 / Published: 2 August 2021
(This article belongs to the Section Theory and Simulation of Nanostructures)

Abstract

:
The silicon/carbon nanotube (core/shell) nanocomposite electrode model is one of the most promising solutions to the problem of electrode pulverization in lithium-ion batteries. The purpose of this study is to analyze the mechanical behaviors of silicon/carbon nanotube nanocomposites via molecular dynamics computations. Fracture behaviors of the silicon/carbon nanotube nanocomposites subjected to tension were compared with those of pure silicon nanowires. Effective Young’s modulus values of the silicon/carbon nanotube nanocomposites were obtained from the stress and strain responses and compared with the asymptotic solution of continuum mechanics. The size effect on the failure behaviors of the silicon/carbon nanotube nanocomposites with a fixed longitudinal aspect ratio was further explored, where the carbon nanotube shell was found to influence the brittle-to-ductile transition behavior of silicon nanowires. We show that the mechanical reliability of brittle silicon nanowires can be significantly improved by encapsulating them with carbon nanotubes because the carbon nanotube shell demonstrates high load-bearing capacity under tension.

1. Introduction

The development of high-capacity lithium-ion batteries (LIBs) with enhanced cycling stability and reliability has attracted considerable attention due to the potential applications of these batteries in the field of electric vehicle manufacturing [1]. Silicon (Si) electrode with a high specific capacity of 4200 mAhg−1 is theoretically considered to be the most promising component of LIBs [2]; nevertheless, the degradation of the mechanical reliability of LIBs, resulting from pulverization during lithiation/delithiation processes, remains a significant challenge. Upon repeated charging of LIBs, lithium ions penetrate the Si electrode, which induces catastrophic failure of the electrode material [3,4]. To solve these problems, various researchers have attempted to fabricate Si nanostructures with improved mechanical strength and fracture toughness; however, the miniaturization technique could not fully prevent the pulverization process [5].
Another way to enhance the mechanical reliability of LIBs is to design a core/shell nanocomposite using carbon-based materials, for example, graphene, fullerene, and carbon nanotubes (CNTs). Excellent mechanical properties and electronic conductivity of carbon-based materials were found to improve the performance of electrode materials [6,7,8]. Via chemical vapor deposition, Son et al. [9] fabricated a nanocomposite anode consisting of a graphene–silica assembly and realized a charge capacity retention of 78.6% after 500 cycles. Bae [10] and Shao et al. [11] experimentally designed a core/shell nanocomposite anode comprising Si and CNTs. They showed that the pulverization phenomenon observed in the Si anode was effectively delayed using the as-fabricated core/shell nanocomposite anode. In addition, it was reported that the Si/CNT core/shell nanocomposites were successfully fabricated by depositing graphene on Si nanowires (SiNWs) [12,13]. Therefore, the Si/CNT core/shell nanocomposite electrode model is promising for application in LIBs.
Nevertheless, the key factors that enhance the mechanical properties of the electrode materials in a core/shell nanocomposite system have not been elucidated to date. Deformation behavior of core/shell nanocomposite electrodes should be analyzed to better understand the higher reliability of core materials. This will lead to an improvement in the fabrication techniques of nanostructures. However, conventional experimental testing or continuum-based modeling schemes are limited to the studies of the atomic-level physics of deformations, such as slip and twinning plastic deformation [14]. Furthermore, note that the deformation behaviors of nanomaterials are different from those of their bulk counterparts with different surface-to-volume ratios [15]; consequently, the surface-to-volume ratio influences the size dependence of mechanical properties at the nanoscale [16].
In this context, Zang and Zhao [17] conducted molecular dynamics (MD) simulations to investigate the buckling properties of Si/CNT (core/shell) nanocomposites and found that the strengthening mechanism of the nanocomposites resulted from the phase transformation of Si. Wu et al. [18] examined the torsional and bending properties of Si/CNT nanocomposites via MD simulations and discovered that the interwall interactions enhanced these properties. Nevertheless, to the best of our knowledge, to date, mechanical properties and deformation mechanisms of the Si/CNT nanocomposites subjected to tension have not been completely analyzed from an atomistic fracturing viewpoint. Under tension, SiNWs exhibit a complex failure mechanism because of their crystallographic anisotropy [16,19]. Fracture properties of the encapsulated SiNWs can be further influenced by the high load-bearing capacity of CNT shells [20].
Herein, the key factors that can improve the mechanical reliability of SiNWs in core/shell nanocomposites were investigated. MD simulations of the axial tensile test were performed on pure SiNWs and Si/CNT (core/shell) nanocomposite models. To explore the strengthening mechanisms for the brittle and ductile failures of SiNWs, two types of Si/CNT nanocomposite models were examined: (1) [111]-oriented SiNWs encapsulated with CNTs and (2) [110]-oriented SiNWs encapsulated with CNTs, which were designated as “Model-1” and “Model-2”, respectively. Detailed information about the strengthening mechanism of mechanical properties is provided based on an atomistic view of fracture. Asymptotic solutions for the core/shell nanocomposite models were formulated according to continuum mechanics. The size effect on the Young’s modulus (Y) of Si/CNT nanocomposites with a fixed longitudinal aspect ratio is discussed.

2. Computational Methodology of MD

2.1. Interatomic Potential

MD simulations predict the kinetic dynamics of atoms by numerically solving Newton’s equation of motion [21], where the choice of correct interatomic potentials is crucial. In this study, three types of interatomic potential functions were employed to model the core/shell nanocomposites. The potential energy for Si single crystals was reproduced using the modified embedded atom method (MEAM) potential [22], which has been reported to appropriately characterize the covalent bonds of the diamond cubic phase of Si [23]. A cutoff distance of 0.6 nm was used to simulate the correct fracture properties of Si [19,24].
The potential energy for CNTs was calculated by the 2nd generation reactive empirical bond order (REBO) potential, which can be expressed as [25,26]
E REBO = i j < i [ E R ( r i j ) + κ i j E A ( r i j ) ] ,
where
E R ( r i j ) = f i j ( 1 + Q i j / r i j ) H i j e α i j r i j
E A ( r i j ) = f i j n = 1 , 3 b i j ( n ) e β i j ( n ) r i j ,
where r i j indicates the interatomic distance between the atoms i and j; E R and E A are functions that represent repulsive and attractive interactions, respectively, which are coupled by the bonding function κ i j ; Q i j , H i j , α i j , b i j , and β i j are model constants [25]; f i j is the cutoff function, where the switching term was removed to exclude the abnormal strain hardening of CNTs [27]; and the cutoff distance was set at 0.2 nm. The material properties of the SiNWs and CNTs were investigated via the MD simulations (based on the selected potentials) and were consistent with the experimental results, as presented in Table 1.
The Lennard–Jones (LJ) potential was employed to reproduce the atomic interactions between the SiNWs and the CNTs, which is expressed as [32]
E i j L J = 4 ζ [ ( ψ / r i j ) 12 ( ψ / r i j ) 6 ]
where ζ and ψ were fixed at 0.00347 eV and 0.3764 nm, respectively [33], and the cutoff distance for the Si–C atomic bonds was measured to be 1.2 nm.

2.2. Simulation Procedure

Tensile testing of the Si/CNT nanocomposite models with a fixed longitudinal aspect ratio was conducted in the MD framework. The atomistic model of a representative Si/CNT nanocomposite is shown in Figure 1. Circular SiNWs with a diamond cubic lattice structure were wrapped by armchair CNTs. Both structures showed concentric longitudinal axes. The axial orientation of the simulation models corresponded to the z-direction in the Cartesian coordinate system. The SiNWs and CNTs demonstrated identical lengths along the z-direction, and the lattice translational indices (LTIs) of the CNTs used herein are presented in Table 2. The thickness of the CNT shell was 0.34 nm, which was determined based on the effective range of van der Waals interactions [34].
The longitudinal aspect ratio (length/diameter) of the Si/CNT nanocomposites was fixed at approximately 3.1. Accordingly, the CNT shell with the (25,25) LTI encapsulated the SiNWs with a length of 9 nm and a diameter of 2.9 nm. Various dimensions were selected for the core/shell nanocomposites according to previous studies [35,36]. All simulation models were subjected to a non-periodic boundary condition in three Cartesian directions. The deformation mechanism of SiNWs depends on the crystallographic system [19]. Therefore, in this study, the [111]- and [110]-oriented SiNWs were examined. We designated the core/shell nanocomposites consisting of [111]-, and [110]-oriented SiNWs with CNTs as ‘Model-1′ and ‘Model-2′, respectively.
Based on the interatomic potentials, relaxed molecular structures were obtained via the conjugate gradient method [37]. To analyze the fracture behavior of the models at the atomic level, the temperature was set to 1 K using a Nosé–Hoover thermostat [38]. The unit time step was fixed at 1 fs, and a strain rate of 5 × 108 s−1 was applied in the z-direction. Herein, the average stress in the simulation models was calculated according to the virial stress that corresponds to the Cauchy stress of continuum mechanics [39]. All MD simulation procedures were performed using the Large-scale Atomic/Molecular Massively Parallel Simulator code [21], and atomistic images were obtained using the OVITO software [40].

3. Continuum Interpretation of the Core/Shell Nanocomposite under Tension

A core/shell composite structure was subjected to tensile loading along the z-direction. The origin of the cylindrical coordinate system ( r , θ , z ) was located at O (Figure 1). The radii of the core and shell materials were denoted as r 1 and r 2 , respectively. For a linear elastic model of the Si/CNT nanocomposite, the core and shell materials are assumed to satisfy the cylindrically orthotropic and isotropic conditions, respectively. Mechanical response of the thin shell structure was investigated based on the membrane theory of continuum mechanics [41].
Stress and strain relations for the core and shell materials can be expressed as
σ r ( 1 ) = σ θ ( 1 ) = Y 1 ( 1 + v 1 ) ( 1 2 v 1 ) ( B 1 + v 1 ε z ( 1 ) )
σ z ( 1 ) = Y 1 ( 1 + v 1 ) ( 1 2 v 1 ) [ 2 v 1 B 1 + ( 1 v 1 ) ε z ( 1 ) ]
σ θ ( 2 ) = Y 2 1 v 2 2 ( ε θ ( 2 ) + v 2 ε z ( 2 ) )
σ z ( 2 ) = Y 2 1 v 2 2 ( v 2 ε θ ( 2 ) + ε z ( 2 ) )
where the superscripts 1 and 2 in parentheses indicate the corresponding values for the core and shell materials; σ is the normal stress component in the ( r , θ , z ) coordinate system, and ε is the corresponding strain; and v is the Poisson’s ratio. The uniaxial tension condition for the core/shell composite structure satisfies the following conditions: u z ( 1 ) = u z ( 2 ) and ε z ( 1 ) = ε z ( 2 ) = ε z , and the corresponding displacement of the cylindrically orthotropic material provides u r ( 1 ) = ε r ( 1 ) r = B 1 r . The plane stress approximation of the shell material yields σ r ( 2 ) = 0 .
Boundary conditions that meet the continuity of displacement and traction at the interface can be presented as
u r ( 1 ) ( r 1 ) = u r ( 2 ) ( r 1 )
σ θ ( 2 ) = r 1 t σ r ( 1 ) ( r 1 )
where t represents the shell material thickness, which is 0.34 nm for CNTs [34]. Considering the assumption of a continuous interface between the core and shell materials, the normal stress along the z-direction can be rewritten as
σ z ( 1 ) = Y 1 [ 1 + 2 ( 1 + v 1 ) ( 1 2 v 1 ) Y 2 v 1 ( v 1 v 2 ) λ 1 ( 1 v 2 2 ) + Y 2 ] ε z
σ z ( 2 ) = Y 2 [ λ 1 ( 1 v 1 v 2 ) + Y 2 λ 1 ( 1 v 2 2 ) + Y 2 ] ε z
where
λ 1 = r 1 t Y 1 ( 1 + v 1 ) ( 1 2 v 1 )
Accordingly, the individual normal stress components of the core and shell materials can be acquired via their material properties, that is, Y and v. Then, the total normal stress of the core/shell nanocomposite acting along the z-direction is obtained by
σ z = P 1 + P 2 A 1 + A 2
where P and A denote the pressure and the cross-sectional area of the material along the z-direction, respectively; P 1 = A 1 σ z ( 1 ) d A and P 2 = A 2 σ z ( 2 ) d A .

4. Results and Discussion

4.1. Failure Mechanism of the Si/CNT Nanocomposite

Fracture behaviors of the pure [111]-oriented SiNW and Model-1 are shown in Figure 2 and Figure 3, respectively, and the diameter of the SiNW is 2.63 nm. The color indicates the atomic potential energy level. Cohesive energies of Si with a diamond cubic structure and CNTs were −4.63 and −7.40 eV, respectively (Table 1). For the [111]-oriented SiNW, nucleation of a crack along the (111) crystallographic plane was observed at εz = 0.1825, and brittle failure occurred at εz = 0.183. The tensile stress and strain curves (Figure 4) exhibited a failure strength of 14.3 GPa for the [111]-oriented SiNW. For Model-1, the SiNW brittle failure occurred at εz = 0.1555. The atomic bonds of the CNT shell broke at εz = 0.1945. SiNW failure in the case of Model-1 was noticed when the tensile stress reached 44.5 GPa.
Fracture energy (G) for the SiNW failure was determined from the area under the tensile stress and strain curves and was calculated using the following formula [43]:
G = 0 ε z c σ z d ε z
where ε z c represents the critical strain for the SiNW failure, and the SI unit of G is GJ/m3. According to Equation (15), the G value for the pure [111]-oriented SiNW was 1.67 GJ/m3, whereas that for the SiNW failure in the case of Model-1 was 4.16 GJ/m3. Compared to the case of the pure SiNW, more strain energy was required for the SiNW failure to occur in the core/shell nanocomposite (Figure 5) due to the considerable load-bearing capacity of the CNTs with sp2-hybridized covalent bonds [20]. The fracture behavior in the case of Model-1 barely demonstrated size dependence owing to the specifically low-level crack growth resistance of the (111) crystallographic system. Intrinsic surface energy ( γ s ) of the (111) plane has been experimentally reported to be 1.14 ± 0.15 J/m2 [44], which is relatively lower than those of other crystallographic systems.
Failure mechanisms of the pure [110]-oriented SiNW and Model-2 are depicted in Figure 6 and Figure 7, respectively, and the diameter of the SiNW is 2.63 nm. For the [110]-oriented SiNW, slip deformation along the (111) crystallographic plane was observed at εz = 0.161, and the SiNW fractured when the strain exceeded 0.162. Surface energy of the (110) crystallographic plane has been experimentally reported to be 1.9 ± 0.2 J/m2 [44]. The image of the atomic shear invariant clearly shows slip deformation [45]. Failure strength of the [110]-oriented SiNW was measured at 14.5 GPa (Figure 8). The SiNW in Model-2 also exhibited ductile failure originating from slip deformation at εz = 0.113. However, compared with the case of the pure SiNW, abrupt SiNW failures were prevented by the CNT shell in the case of Model-2. Strain-hardening response of the SiNW in Model-2 was observed from the stress and strain curves (Figure 8). G values for the [110]-oriented SiNW and Model-2 were calculated to be 1.4 and 5.3 GJ/m3, respectively.
Fracture behavior of the [110]-oriented SiNW demonstrated size dependence. Kang and Cai [19] showed that the [110]-oriented SiNWs with diameters in the range of 2–3 nm were fractured by slip deformation, whereas the larger SiNWs were fractured by the growth of cleavage cracks. Therefore, the diameter range of the [110]-oriented SiNWs in which a brittle-to-ductile transition (BDT) occurred was determined to be approximately 3–4 nm. The fracture behavior of the [110]-oriented SiNW with a diameter of 3.77 nm is shown in Figure 9. The longitudinal aspect ratio was fixed at approximately 3.1. According to the results reported by Kang and Cai [19], the growth of cleavage cracks along the (110) crystallographic plane leads to an abrupt SiNW failure. Interestingly, the strain hardening induced by plastic deformation was effective when the SiNWs were encapsulated by the CNTs. In the case of Model-2 (Figure 10), the LTI of the CNT shell and the diameter of the encapsulated SiNWs were (32,32) and 3.77 nm, respectively (Table 2). Contrary to the failure behavior of the pure SiNW (Figure 9), slip deformation was noticed from the core material at εz = 0.11, and the total failure of the SiNW occurred at εz = 0.167. The corresponding stress and strain responses are presented in Figure 8.
As is known, the fracture behavior of nanowires depends on the surface-to-volume ratio [16]. Stress distribution on the surface plays an important role in the fracture behavior of nanowires with smaller dimensions [46]. Rudd and Lee [47] have reported that the level of surface stress can influence the local structural changes of SiNWs and determine their global mechanical properties. In this study, we found that the CNT shell considerably affected the BDT of the SiNWs. Computational results were achieved for the SiNWs with diameters in the range of 1.89–6.71 nm. The failure of the [110]-oriented SiNWs encapsulated with the CNTs involved slip deformations along the (111) crystallographic plane (Figure 10). Compared to the pure [110]-oriented SiNWs, the BDT of the [110]-oriented SiNWs was not observed in the core/shell nanocomposite models. This indicates that the atomic-order interfacial interaction between the SiNWs and the CNTs significantly changes the surface elasticity of the SiNWs. The CNT shell of the core/shell nanocomposites might generate shear components that sufficiently induce plastic events in the [110]-oriented SiNWs.

4.2. Mechanical Properties of the Si/CNT Nanocomposite

Effective Y for core/shell nanocomposite can be obtained by
Y eff = 1 ε z P 1 + P 2 A 1 + A 2
Using Equations (11), (12), and (16), Y eff can be rewritten as follows:
Y eff = A 1 A 1 + A 2 Y 1 [ 1 + 2 ( 1 + v 1 ) ( 1 2 v 1 ) Y 2 v 1 ( v 1 v 2 ) λ 1 ( 1 v 2 2 ) + Y 2 ] + A 2 A 1 + A 2 Y 2 [ λ 1 ( 1 v 1 v 2 ) + Y 2 λ 1 ( 1 v 2 2 ) + Y 2 ] .
Herein, v can be acquired by ( r s r eq ) / r eq ε z , where r s and r eq are the radii of the strained and unstrained materials, respectively [48]; Y 1 and Y 2 can be measured from the linear slope of the stress and strain curves for the materials 1 and 2, respectively. In this study, Y and v were obtained when a small strain was applied ( ε z = 0.015 ).
Y values of the SiNWs and core/shell nanocomposites as a function of the SiNW diameter are shown in Figure 11. The aspect ratio of the SiNWs was fixed at approximately 3.1. Y of the CNTs was measured to be approximately 800 GPa via MD simulations based on the REBO potential (Table 1), which rarely exhibited size dependence when the CNT diameter was larger than 2 nm. The corresponding trend of CNT size dependence can be found in previously reported materials [49]. Y of the [111]- and [110]-oriented SiNWs slightly increased with an increase in the SiNW diameter due to the different surface-to-volume ratios, depending on the SiNW dimensions. A similar trend is reported by Rudd and Lee [47] and Kang and Cai [19]. Y of the core/shell nanocomposite models was substantially higher than that of the pure SiNWs owing to the high load-bearing capacity of the CNT shell [20]. Furthermore, Y values of the nanocomposites considerably increased with a decrease in the SiNW diameter, which was caused by the enhanced volume contribution of the CNTs.
Failure strengths of the SiNWs and the core/shell nanocomposites with different SiNW diameters are shown in Figure 12. The failure strengths of the nanocomposite models were recorded whenever the Si failure was discerned. The failure strength of the SiNWs encapsulated with CNTs was significantly higher than that of the pure SiNWs. Moreover, the failure strength of the nanocomposite models increased with a decrease in the SiNW diameter owing to the enhanced volume contribution of the CNTs. A corresponding trend was also found for the size-dependent γ s (Table 3). Theoretical fracture toughness was calculated to be 2 γ s based on the Griffith fracture criterion [50]. γ s for the nanocomposite models was substantially higher than that for the pure SiNWs because of the considerable CNT shell edge energy. The CNT shell edge energy has been experimentally reported to be approximately 8 J/m2 [51].
The values of G, calculated from Equation (15), corresponding to the different diameters of SiNWs are presented in Table 4. The size-dependence trend of G was nearly consistent with the observed surface energy trend (Table 3). The G values for Model-2 were slightly higher than those for Model-1. This was possibly due to the strain hardening of the encapsulated SiNWs. Note that the fracture behavior and properties of the core materials reinforced by CNTs can exhibit flaw tolerance at the nanoscale. Gao [52] suggested the concept of flaw-insensitive failure of nanocomposite materials, where a uniform rupture of nanocomposites occurs at the limiting material strength. Zhang et al. [53] also reported that the nanocrystalline graphene strip model could be fractured at the limiting strength without stress concentration at the crack tip. The effect of flaw size on the mechanical properties of the core/shell nanocomposites is not discussed in this study and will be addressed in future studies.

5. Conclusions

Herein, the mechanical behaviors of Si/CNT nanocomposite models under tension were analyzed via MD simulations. Interatomic forces between the Si–Si, C–C, and Si–C bonds were characterized based on the MEAM, REBO, and LJ potentials, respectively. It is concluded that the mechanical reliability of SiNWs with inherent brittleness can be significantly enhanced by encapsulating them with CNTs. The effective Y values and failure strengths of the Si/CNT nanocomposites were considerably higher than those of the pure SiNWs because of the high load-bearing capacity of the CNTs. Moreover, the CNT shell influenced the BDT of the [110]-oriented SiNWs. This implied that the atomic-order interfacial interaction between the SiNWs and the CNT shell possibly changed the surface elasticity of SiNWs. The findings of this study provide evidence that the core/shell nanocomposite model design can be one of the possible solutions to the problem of electrode pulverization for the development of reliable LIB electrodes.

Author Contributions

Conceptualization, J.S.S. and H.G.B.; Data curation, G.H.L. and C.Y.C.; Investigation, J.S.S.; Methodology, J.S.S. and H.G.B.; Project administration, H.G.B.; Supervision, H.G.B.; Validation, J.S.S. and H.G.B.; Visualization, G.H.L. and C.Y.C.; Writing-original draft, J.S.S.; Writing-review and editing, J.S.S. and H.G.B. All authors have read and agreed to the published version of the manuscript.

Funding

This work was supported by the National Research Foundation of Korea (NRF) grant funded by the Korea government (MSIT) (No. 2019R 1F 1A 1041818).

Conflicts of Interest

The authors declare no conflict of interest.

References

  1. Lu, J.; Chen, Z.; Ma, Z.; Pan, F.; Curtiss, L.A.; Amine, K. The role of nanotechnology in the development of battery materials for electric vehicles. Nat. Nanotechnol. 2016, 11, 1031–1038. [Google Scholar] [CrossRef] [PubMed]
  2. Cho, J. Porous Si anode materials for lithium rechargeable batteries. J. Mater. Chem. 2010, 20, 4009–4014. [Google Scholar] [CrossRef]
  3. Kasavajjula, U.; Wang, C.; Appleby, A.J. Nano- and bulk-silicon-based insertion anodes for lithium-ion secondary cells. J. Power Sources 2007, 163, 1003–1039. [Google Scholar] [CrossRef]
  4. Li, X.; Gu, M.; Hu, S.; Kennard, R.; Yan, P.; Chen, X.; Wang, C.; Sailor, M.J.; Zhang, J.-G.; Liu, J. Mesoporous silicon sponge as an anti-pulverization structure for high-performance lithium-ion battery anodes. Nat. Commun. 2014, 5, 4105. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  5. Chan, C.K.; Peng, H.; Liu, G.; McIlwrath, K.; Zhang, X.F.; Huggins, R.A.; Cui, Y. High-performance lithium battery anodes using silicon nanowires. Nat. Nanotechnol. 2008, 3, 31–35. [Google Scholar] [CrossRef]
  6. Chou, S.-L.; Zhao, Y.; Wang, J.-Z.; Chen, Z.-X.; Liu, H.-K.; Dou, S.-X. Silicon/single-walled carbon nanotube composite paper as a flexible anode material for lithium ion batteries. J. Phys. Chem. C 2010, 114, 15862–15867. [Google Scholar] [CrossRef] [Green Version]
  7. Lee, S.E.; Kim, H.-J.; Kim, H.; Park, J.H.; Choi, D.-G. Highly robust silicon nanowire/graphene core-shell electrodes without polymeric binders. Nanoscale 2013, 5, 8986–8991. [Google Scholar] [CrossRef] [PubMed]
  8. Feng, C.; Liu, S.; Li, J.; Li, M.; Cheng, S.; Chen, C.; Shi, T.; Tang, Z. Molecular understanding of electrochemical-mechanical responses in carbon-coated silicon nanotubes during lithiation. Nanomaterials 2021, 11, 564. [Google Scholar] [CrossRef]
  9. Son, I.H.; Park, J.H.; Park, S.; Park, K.; Han, S.; Shin, J.; Doo, S.G.; Hwang, Y.; Chang, H.; Choi, J.W. Graphene balls for lithium rechargeable batteries with fast charging and high volumetric energy densities. Nat. Commun. 2017, 8, 1561. [Google Scholar] [CrossRef]
  10. Bae, J. Fabrication of carbon microcapsules containing silicon nanoparticles-carbon nanotubes nanocomposite by sol-gel method for anode in lithium ion battery. J. Solid State Chem. 2011, 184, 1749–1755. [Google Scholar] [CrossRef]
  11. Shao, L.; Shu, J.; Wu, K.; Lin, X.; Li, P.; Shui, M.; Wang, D.; Long, N.; Ren, Y. Low pressure preparation of spherical Si@C@CNT@C anode material for lithium-ion batteries. J. Electroanal. Chem. 2014, 727, 8–12. [Google Scholar] [CrossRef]
  12. Wallace, S.M.; Jevasuwan, W.; Fukata, N. On-site growth method of 3D structured multi-layered graphene on silicon nanowires. Nanoscale Adv. 2020, 2, 1718. [Google Scholar] [CrossRef] [Green Version]
  13. Wallace, S.M.; Subramani, T.; Jevasuwan, W.; Fukata, N. Conversion of amorphous carbon on silicon nanostructures into similar shaped semi-crystalline graphene sheets. J. Nanosci. Nanotechnol. 2021, 21, 4949–4954. [Google Scholar] [CrossRef]
  14. Zhu, T.; Gao, H. Plastic deformation mechanism in nanotwinned metals: An insight from molecular dynamics and mechanistic modeling. Scr. Mater. 2012, 66, 843–848. [Google Scholar] [CrossRef]
  15. Lee, G.H.; Kim, J.H.; Beom, H.G. Size dependence of the fracture toughness of copper nanostrips under tension. J. Mech. Sci. Technol. 2016, 30, 2497–2505. [Google Scholar] [CrossRef]
  16. Liu, Q.; Shen, S. On the large-strain plasticity of silicon nanowires: Effects of axial orientation and surface. Int. J. Plast. 2012, 38, 146–158. [Google Scholar] [CrossRef]
  17. Zang, J.-L.; Zhao, Y.-P. Silicon nanowire reinforced by single-walled carbon nanotube and its applications to anti-pulverization electrode in lithium ion battery. Compos. Pt. B Eng. 2012, 43, 76–82. [Google Scholar] [CrossRef] [Green Version]
  18. Wu, J.; Zhang, K.W.; Peng, X.Y.; Li, S.M.; Sun, L.Z.; Zhong, J.X. A molecular dynamics study of the Si-nanowire@carbon-nanotube nanocomposite with sp3 interfacial bonding. Comput. Mater. Sci. 2013, 79, 650–655. [Google Scholar] [CrossRef]
  19. Kang, K.; Cai, W. Size and temperature effects on the fracture mechanisms of silicon nanowires: Molecular dynamics simulations. Int. J. Plast. 2010, 26, 1387–1401. [Google Scholar] [CrossRef]
  20. Choi, B.K.; Yoon, G.H.; Lee, S. Molecular dynamics studies of CNT-reinforced aluminum composites under uniaxial tensile loading. Compos. Pt. B Eng. 2016, 91, 119–125. [Google Scholar] [CrossRef]
  21. Plimpton, S. Fast parallel algorithms for short-range molecular dynamics. J. Comput. Phys. 1995, 117, 1–19. [Google Scholar] [CrossRef] [Green Version]
  22. Baskes, M.I. Modified embedded-atom potentials for cubic materials and impurities. Phys. Rev. B 1992, 46, 2727. [Google Scholar] [CrossRef]
  23. Jelinek, B.; Groh, S.; Horstemeyer, M.F.; Houze, J.; Kim, S.G.; Wagner, G.J.; Moitra, A.; Baskes, M.I. Modified embedded atom method potential for Al, Si, Mg, Cu, and Fe alloys. Phys. Rev. B 2012, 85, 245102. [Google Scholar] [CrossRef] [Green Version]
  24. Zhuo, X.R.; Beom, H.G. Atomistic study of the bending properties of silicon nanowires. Comput. Mater. Sci. 2018, 152, 331–336. [Google Scholar] [CrossRef]
  25. Stuart, S.J.; Tutein, A.B.; Harrison, J.A. A reactive potential for hydrocarbons with intermolecular interactions. J. Chem. Phys. 2000, 112, 6472–6486. [Google Scholar] [CrossRef] [Green Version]
  26. Brenner, D.W.; Shenderova, O.A.; Harrison, J.A.; Stuart, S.J.; Ni, B.; Sinnott, S.B. A second-generation reactive empirical bond order (REBO) potential energy expression for hydrocarbons. J. Phys. Condens. Matter 2002, 14, 783–802. [Google Scholar] [CrossRef]
  27. Rajasekaran, G.; Kumar, R.; Parashar, A. Tersoff potential with improved accuracy for simulating graphene in molecular dynamics environment. Mater. Res. Express 2016, 3, 035011. [Google Scholar] [CrossRef]
  28. Greenwood, N.N.; Earnshaw, A. Chemistry of the Elements, 2nd ed.; Butterworth-Heinemann: Oxford, UK, 1997. [Google Scholar]
  29. Sato, K.; Yoshioka, T.; Ando, T.; Shikida, M.; Kawabata, T. Tensile testing of silicon film having different crystallographic orientations carried out on a silicon chip. Sens. Actuator A Phys. 1998, 70, 148–152. [Google Scholar] [CrossRef]
  30. Zhao, Y.X.; Spain, I.L. X-ray diffraction data for graphite to 20 GPa. Phys. Rev. B 1989, 40, 993–997. [Google Scholar] [CrossRef]
  31. Salvetat, J.-P.; Bonard, J.-M.; Thomson, N.H.; Kulik, A.J.; Forró, L.; Benoit, W.; Zuppiroli, L. Mechanical properties of carbon nanotubes. Appl. Phys. A 1999, 69, 255–260. [Google Scholar] [CrossRef]
  32. Jorgensen, W.L.; Chandrasekhar, J.; Madura, J.D.; Impey, R.W.; Klein, M.L. Comparison of simple potential functions for simulating liquid water. J. Chem. Phys. 1983, 79, 926. [Google Scholar] [CrossRef]
  33. Yuan, X.; Wang, Y. Adhesion of single- and multi-walled carbon nanotubes to silicon substrate: Atomistic simulations and continuum analysis. J. Phys. D Appl. Phys. 2017, 50, 395303. [Google Scholar] [CrossRef] [Green Version]
  34. Batra, R.C.; Sears, A. Continuum models of multi-walled carbon nanotubes. Int. J. Solids Struct. 2007, 44, 7577–7596. [Google Scholar] [CrossRef]
  35. Hu, M.; Giapis, K.P.; Goicochea, J.V.; Zhang, X.; Poulikakos, D. Significant reduction of thermal conductivity in Si/Ge core-shell nanowires. Nano Lett. 2011, 11, 618–623. [Google Scholar] [CrossRef]
  36. Li, L.; Solá, F.; Xia, Z.H.; Yang, Y.Q. Effect of amorphous carbon coatings on the mechanical behavior of silicon carbide nanowire. J. Appl. Phys. 2012, 111, 094306. [Google Scholar] [CrossRef]
  37. Hestenes, M.R.; Stiefel, E. Methods of conjugate gradients for solving linear systems. J. Res. Natl. Bur. Stand. 1952, 49, 409–436. [Google Scholar] [CrossRef]
  38. Martyna, G.J.; Tobias, D.J.; Klein, M.L. Constant pressure molecular dynamics algorithms. J. Chem. Phys. 1994, 101, 4177–4189. [Google Scholar] [CrossRef]
  39. Subramaniyan, A.K.; Sun, C.T. Continuum interpretation of virial stress in molecular simulations. Int. J. Solids Struct. 2008, 45, 4340–4346. [Google Scholar] [CrossRef] [Green Version]
  40. Stukowski, A. Visualization and analysis of atomistic simulation data with OVITO-the Open Visualization Tool. Model. Simul. Mater. Sci. Eng. 2010, 18, 015012. [Google Scholar] [CrossRef]
  41. Timoshenko, S.; Woinowsky-Krieger, S. Theory of Plates and Shells, 2nd ed.; McGraw-Hill: New York, NY, USA, 1959. [Google Scholar]
  42. Liew, K.M.; He, X.Q.; Wong, C.H. On the study of elastic and plastic properties of multi-walled carbon nanotubes under axial tension using molecular dynamics simulation. Acta Mater. 2004, 52, 2521–2527. [Google Scholar] [CrossRef]
  43. Shim, J.S.; Go, D.H.; Beom, H.G. Effects of geometric and crystallographic factors on the reliability of Al/Si vertically cracked nanofilm/substrate systems. Materials 2021, 14, 3570. [Google Scholar] [CrossRef]
  44. Messmer, C.; Bilello, J.C. The surface energy of Si, GaAs, and GaP. J. Appl. Phys. 1981, 52, 4623–4629. [Google Scholar] [CrossRef]
  45. Shimizu, F.; Ogata, S.; Li, J. Theory of shear banding in metallic glasses and molecular dynamics calculations. Mater. Trans. 2007, 48, 2923–2927. [Google Scholar] [CrossRef] [Green Version]
  46. Esfahani, M.N.; Alaca, B.E. Surface stress effect on silicon nanowire mechanical behavior: Size and orientation dependence. Mech. Mater. 2018, 127, 112–123. [Google Scholar] [CrossRef]
  47. Rudd, R.E.; Lee, B. Mechanics of silicon nanowires: Size-dependent elasticity from first principles. Mol. Simul. 2008, 34, 1–8. [Google Scholar] [CrossRef]
  48. Verma, V.; Jindal, V.K.; Dharamvir, K. Elastic moduli of a boron nitride nanotube. Nanotechnology 2007, 18, 435711. [Google Scholar] [CrossRef]
  49. Shokrieh, M.M.; Rafiee, R. Prediction of Young’s modulus of graphene sheets and carbon nanotubes using nanoscale continuum mechanics approach. Mater. Des. 2010, 31, 790–795. [Google Scholar] [CrossRef]
  50. Griffith, A.A. The phenomena of rupture and flow in solids. Philos. Trans. R. Soc. A 1921, 221, 163–198. [Google Scholar]
  51. Zhang, P.; Ma, L.; Fan, F.; Zeng, Z.; Peng, C.; Loya, P.E.; Liu, Z.; Gong, Y.; Zhang, J.; Zhang, X.; et al. Fracture toughness of graphene. Nat. Commun. 2014, 5, 3782. [Google Scholar] [CrossRef] [Green Version]
  52. Gao, H. Application of fracture mechanics concepts to hierarchical biomechanics of bone and bone-like materials. Int. J. Fract. 2006, 138, 101–137. [Google Scholar] [CrossRef]
  53. Zhang, T.; Li, X.; Kadkhodaei, S.; Gao, H. Flaw insensitive fracture in nanocrystalline graphene. Nano Lett. 2012, 12, 4605–4610. [Google Scholar] [CrossRef] [PubMed]
Figure 1. Simulation model of the Si/CNT (core/shell) nanocomposite. Axial orientation corresponds to the z-direction in the Cartesian coordinate system. Origin of the cylindrical coordinate system is located at O. r 1 and r 2 , shown in the cross-sectional view, represent the radii of the core and shell materials, respectively.
Figure 1. Simulation model of the Si/CNT (core/shell) nanocomposite. Axial orientation corresponds to the z-direction in the Cartesian coordinate system. Origin of the cylindrical coordinate system is located at O. r 1 and r 2 , shown in the cross-sectional view, represent the radii of the core and shell materials, respectively.
Nanomaterials 11 01989 g001
Figure 2. Brittle failure behavior of the [111]-oriented SiNW with D1 = 2.63 nm; D1 = 2 r 1 . The x-z SiNW plane is depicted. PE indicates the atomic potential energy. Onset of crack propagation along the (111) crystallographic plane was observed at ε = 0.1825.
Figure 2. Brittle failure behavior of the [111]-oriented SiNW with D1 = 2.63 nm; D1 = 2 r 1 . The x-z SiNW plane is depicted. PE indicates the atomic potential energy. Onset of crack propagation along the (111) crystallographic plane was observed at ε = 0.1825.
Nanomaterials 11 01989 g002
Figure 3. Brittle failure behavior of Model-1. D1 = 2.63 nm.
Figure 3. Brittle failure behavior of Model-1. D1 = 2.63 nm.
Nanomaterials 11 01989 g003
Figure 4. Stress and strain curves of Model-1, CNTs, and [111]-oriented SiNWs. LTI of CNTs and the diameter of SiNWs are (24,24) and 2.63 nm, respectively. Linear elastic model of the nanocomposite was obtained from the asymptotic solution of Equation (14). Curves for the CNTs and SiNWs match with the previous results reported by Liew et al. [42] and Kang and Cai [19], respectively.
Figure 4. Stress and strain curves of Model-1, CNTs, and [111]-oriented SiNWs. LTI of CNTs and the diameter of SiNWs are (24,24) and 2.63 nm, respectively. Linear elastic model of the nanocomposite was obtained from the asymptotic solution of Equation (14). Curves for the CNTs and SiNWs match with the previous results reported by Liew et al. [42] and Kang and Cai [19], respectively.
Nanomaterials 11 01989 g004
Figure 5. Average strain energy and strain curves of Model-1, CNTs, and [111]-oriented SiNWs. The LTI of the CNTs and the diameter of SiNWs are (24,24) and 2.63 nm, respectively. SiNW failure for Model-1 was noticed when the applied strain ε exceeded 0.155.
Figure 5. Average strain energy and strain curves of Model-1, CNTs, and [111]-oriented SiNWs. The LTI of the CNTs and the diameter of SiNWs are (24,24) and 2.63 nm, respectively. SiNW failure for Model-1 was noticed when the applied strain ε exceeded 0.155.
Nanomaterials 11 01989 g005
Figure 6. Ductile failure behavior of the [110]-oriented SiNWs with D1 = 2.63 nm. Slip deformation occurred along the (111) crystallographic plane. η denotes the level of the atomic shear invariant [45].
Figure 6. Ductile failure behavior of the [110]-oriented SiNWs with D1 = 2.63 nm. Slip deformation occurred along the (111) crystallographic plane. η denotes the level of the atomic shear invariant [45].
Nanomaterials 11 01989 g006
Figure 7. Ductile failure behavior of Model-2. D1 = 2.63 nm.
Figure 7. Ductile failure behavior of Model-2. D1 = 2.63 nm.
Nanomaterials 11 01989 g007
Figure 8. Stress and strain curves of Model-2 and the [110]-oriented SiNWs.
Figure 8. Stress and strain curves of Model-2 and the [110]-oriented SiNWs.
Nanomaterials 11 01989 g008
Figure 9. Brittle failure behavior of the [110]-oriented SiNWs with D1 = 3.77 nm. Crack propagation occurred along the (110) crystallographic plane.
Figure 9. Brittle failure behavior of the [110]-oriented SiNWs with D1 = 3.77 nm. Crack propagation occurred along the (110) crystallographic plane.
Nanomaterials 11 01989 g009
Figure 10. Ductile failure behavior of Model-2. D1 = 3.77 nm.
Figure 10. Ductile failure behavior of Model-2. D1 = 3.77 nm.
Nanomaterials 11 01989 g010
Figure 11. Size dependence of the Young’s moduli of the nanocomposites and pure SiNWs. Effective Young’s moduli of nanocomposites were acquired from the asymptotic solution of Equation (17). Solid blue and dashed magenta lines indicate the bulk properties of the Si single crystals with the [111] and [110] crystallographic systems, respectively, obtained from the previous study reported by Kang and Cai [19].
Figure 11. Size dependence of the Young’s moduli of the nanocomposites and pure SiNWs. Effective Young’s moduli of nanocomposites were acquired from the asymptotic solution of Equation (17). Solid blue and dashed magenta lines indicate the bulk properties of the Si single crystals with the [111] and [110] crystallographic systems, respectively, obtained from the previous study reported by Kang and Cai [19].
Nanomaterials 11 01989 g011
Figure 12. Size dependence of the failure strengths of the nanocomposites and pure SiNWs.
Figure 12. Size dependence of the failure strengths of the nanocomposites and pure SiNWs.
Nanomaterials 11 01989 g012
Table 1. Comparison between the properties of diamond cubic Si and CNTs determined via MD calculations and experiments. a represents the lattice constant; E coh  indicates the cohesive energy per atom; and Y indicates the Young’s modulus of the [110]-oriented SiNWs with a diameter of 6.71 nm and the CNTs with an LTI of (54,54).
Table 1. Comparison between the properties of diamond cubic Si and CNTs determined via MD calculations and experiments. a represents the lattice constant; E coh  indicates the cohesive energy per atom; and Y indicates the Young’s modulus of the [110]-oriented SiNWs with a diameter of 6.71 nm and the CNTs with an LTI of (54,54).
PropertySi–SiC–C
MEAM [23]Experiment [28,29]REBO [26]Experiment [28,30,31]
a (nm)0.5430.5430.2460.246
E coh (eV)−4.63−4.71 ± 0.12−7.40−7.41
Y (GPa)150.8152802.32810 ± 410
Table 2. Diameters of the SiNWs in the core/shell nanocomposites and the LTIs of the CNTs. D1 represents the diameter of the SiNWs. V is the volume fraction of the SiNWs encapsulated with CNTs. Longitudinal aspect ratio is fixed at approximately 3.1.
Table 2. Diameters of the SiNWs in the core/shell nanocomposites and the LTIs of the CNTs. D1 represents the diameter of the SiNWs. V is the volume fraction of the SiNWs encapsulated with CNTs. Longitudinal aspect ratio is fixed at approximately 3.1.
D1 (nm)1.892.632.93.774.865.826.71
LTI(18,18)(24,24)(25,25)(32,32)(40,40)(47,47)(54,54)
V (%)60.1466.9369.5774.4377.6680.6181.25
Table 3. Surface energy, γ s , values of the SiNWs and core/shell nanocomposites. The SI unit of γ s is J/m2. D1 indicates the diameter of the SiNWs. Experimental values obtained from the study reported by Messmer and Bilello [44] represent bulk properties.
Table 3. Surface energy, γ s , values of the SiNWs and core/shell nanocomposites. The SI unit of γ s is J/m2. D1 indicates the diameter of the SiNWs. Experimental values obtained from the study reported by Messmer and Bilello [44] represent bulk properties.
D1 (nm)1.892.632.93.774.865.826.71Experiment [44]
Model-13.843.133.152.702.382.212.07
Model-23.893.353.232.892.542.402.26
[111]-Si0.961.101.081.241.101.371.371.14 ± 0.15
[110]-Si1.181.311.161.321.291.341.351.9 ± 0.2
Table 4. Fracture energy (G) values of the SiNWs and core/shell nanocomposites. SI unit of G is GJ/m3. G was calculated from Equation (15) using the stress and strain curves.
Table 4. Fracture energy (G) values of the SiNWs and core/shell nanocomposites. SI unit of G is GJ/m3. G was calculated from Equation (15) using the stress and strain curves.
D1 (nm)1.892.632.93.774.865.826.71
Model-15.864.162.112.912.282.312.00
Model-25.825.304.923.413.443.12.94
[111]-Si1.331.671.671.711.421.511.62
[110]-Si0.901.401.261.191.351.541.58
Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Share and Cite

MDPI and ACS Style

Shim, J.S.; Lee, G.H.; Cui, C.Y.; Beom, H.G. Mechanical Behaviors of Si/CNT Core/Shell Nanocomposites under Tension: A Molecular Dynamics Analysis. Nanomaterials 2021, 11, 1989. https://doi.org/10.3390/nano11081989

AMA Style

Shim JS, Lee GH, Cui CY, Beom HG. Mechanical Behaviors of Si/CNT Core/Shell Nanocomposites under Tension: A Molecular Dynamics Analysis. Nanomaterials. 2021; 11(8):1989. https://doi.org/10.3390/nano11081989

Chicago/Turabian Style

Shim, Jee Soo, Gi Hun Lee, Cheng Yu Cui, and Hyeon Gyu Beom. 2021. "Mechanical Behaviors of Si/CNT Core/Shell Nanocomposites under Tension: A Molecular Dynamics Analysis" Nanomaterials 11, no. 8: 1989. https://doi.org/10.3390/nano11081989

Note that from the first issue of 2016, this journal uses article numbers instead of page numbers. See further details here.

Article Metrics

Back to TopTop