1. Introduction
Since the discovery of carbon nanotubes (CNTs) in 1991 [
1], their excellent physical and mechanical properties have attracted efforts from researchers to realize CNT-based nanodevices. As the dimensions of electronic devices shrink to the nanometer scale, heat generation becomes an important issue because of the need to dissipate large amounts of thermal energy within tiny volumes. In fact, recent studies have shown increasing interest in the thermal conductivity of CNTs, which is hypothesized to be very high along the cylindrical axis [
2,
3,
4,
5]. Furthermore, due to their excessive mechanical properties, CNTs are often used to enhance the mechanical properties of nanocomposites without significantly increasing their weight [
6,
7]. Understanding the mechanical properties of single-walled carbon nanotubes (SWNTs) is crucial because they have a wide range of potential applications in a variety of advanced fields. For instance, in the development of supercapacitors, the high tensile strength and flexibility of SWNTs can improve energy storage capability and durability [
8]. In the field of sensors, the unique mechanical and electrical properties of SWNTs can enable highly sensitive and responsive detection systems [
9]. In addition, SWNTs are being explored for the manufacture of artificial muscles, whose strength and ability to contract and expand mimics the behavior of natural muscles, opening the possibility of more advanced and efficient robotics and biomedical devices [
10]. CNTs can be categorized into three main types based on their number of layers: single-walled CNTs (SWNTs), double-walled CNTs (DWNTs), and multi-walled CNTs (MWNTs) [
11,
12,
13].
Studies of CNTs have shown that they have different elastic and strength properties. The discrepancy in mechanical properties of CNTs observed in these studies may be attributed to different factors, including the chirality and aspect ratio of the CNTs tested, production and preparation methods that lead to structural defects in the CNTs, ambient temperature, and the type of loading [
14,
15].
The performance of CNT-modified composites is affected by numerous factors, some of them acting at the nanoscale, making it difficult to fully characterize the materials with traditional experimental techniques and continuum modeling methods. Traditional trial-and-error experimental approaches are not only expensive and time-consuming, but also impractical in some cases [
16]. Therefore, effective design strategies are crucial to facilitate the development of novel composites with properties tailored for specific applications. Molecular dynamics (MD) or first principles simulations become a powerful tool for studying material properties at the nanoscale. MD is an atomistic-scale simulation method that uses inter-atomic potentials to explain the interactions among atoms. In classical MD, electronic effects are averaged, and the simulation focuses on computing the time evolution of atomic positions and velocities based on Newton’s equations of motion. This approach provides valuable insights into the dynamic behavior of materials, especially at the atomic level.
Interatomic potentials, also known as force fields, are derived from first principles or from experimental data to elucidate the interactions between atoms. The reliability of these potentials is critical as it significantly affects the accuracy of MD simulations and their ability to effectively bridge mesoscale methods [
17,
18,
19,
20].
Among the prominent interatomic potentials, the Lennard-Jones potential is the most prominent. It has long been used to describe gas atoms, simple metals, and highly ionic systems. At the same time, many-body potentials (including additional terms dealing with many-body interactions) have been introduced and applied to a variety of materials such as semiconductors and polymers [
21,
22,
23]. Together, these potentials increase the robustness and versatility of MD simulations in a variety of materials and systems. A review of studies on the mechanical properties of CNTs shows inconsistencies caused by the different numerical techniques employed and the characteristics, physics, and principles of input parameters and interatomic potentials. For instance, for SWNTs with an aspect ratio of 3, Zhang et al. [
24] and Wang et al. [
25] reported a critical buckling strain of 7.5%, using the second-generation reactive empirical bond order (REBO) [
26] and LJ potentials, respectively, which is larger than the values 6.3% and 5.7% obtained using COMPASS [
27] and AIREBO [
28] potentials, respectively. It is worth noting that REBO potential is a type of empirical potential used in MD simulations to model the interactions between atoms in a reactive manner. Unlike traditional force fields, REBO potentials explicitly account for the breaking and forming of bonds during chemical reactions. The REBO potentials were developed to address the limitations of traditional force fields, particularly in scenarios involving bond dissociation and formation, which are crucial for simulating chemical reactions. It introduces a bond-order term that represents the strength of the bond between two atoms, allowing a more realistic description of the bond-breaking and bond-formation processes. These potentials have been applied to simulate a variety of materials, including organic molecules, polymers, and nanomaterials, providing valuable insights into reactive behavior at the atomic and molecular levels. Because tensile tests involve stretching the materials, resulting in bond elongation and potential bond rupture, the REBO potentials provide a realistic representation of these processes, making them ideal for studying the mechanical response of materials under tension [
29,
30].
Extensive studies have been conducted to explore the correlation between the mechanical properties of CNTs and various influential factors, including the length, temperature, and diameter of CNTs, to determine the optimal conditions for industrial applications. Dereli et al. [
31] used MD simulations to study the effect of temperature on the tensile properties of SWNTs. Their observations indicated that as the temperature increases from 300 K to 900 K, the Young’s modulus and tensile strength decrease. Goel et al. [
32] investigated the effect of temperature on armchair and zigzag nanotubes with identical diameters and lengths. They found that the armchair tube exhibited the maximum failure strain and tensile strength and these values decreased with increasing temperature. Mousavi et al. [
33] studied the effect of temperature on the mechanical properties of carbon-basalt fibers/epoxy hybrid composites and reported that when the temperature increased to 130 °C, the flexural strength and modulus of the samples decreased. Giannopoulos et al. [
34] explored the mechanical properties of CNTs using spring elements. Using the atomistic microstructure of CNTs, they found that the armchair nanotubes have a slightly higher Young’s modulus than that of the zigzag nanotubes. Najmi et al. [
35] studied the effect of CNTs on the compressive and flexural strengths of epoxy honeycomb sandwich panels. The results showed that the compressive strength of honeycomb panels is directly related to the increase in the percentage of CNTs.
With the increasing number of advanced applications of CNTs in various manifestations, understanding their properties, such as mechanical properties, is of vital importance. To model the mechanical properties of CNTs, the adaptive intermolecular reactive empirical bond order (AIREBO) potential for hydrocarbons has been widely used. This potential was introduced in 1990 and can be represented as a sum of pairwise interactions, including covalent bonding REBO interactions, van der Waals interactions described by using the Lennard-Jones potential, and torsion interactions. In 2002, the so-called second-generation REBO potential was proposed by Brenner et al. [
26]. The second-generation REBO potential allows for covalent bond breaking and forming, as well as the associated changes in atomic hybridization within the classical potential, thus producing a powerful method for modeling complex chemistry in large many-atom systems. Compared to the earlier version of AIREBO potential, this revised potential contains improved analytic functions and an expanded database. These allow for a better description of the bond energies, lengths, and force constants for hydrocarbon molecular, as well as the elastic properties, interstitial defect energies, and surface energies for diamond.
There is very limited research on evaluating the dependence of chirality, length, diameter, temperature, and strain rate on the mechanical properties of SWNTs. Therefore, this study will investigate the effects of geometric parameters and temperature on the mechanical properties of SWNTs. The mechanical properties were studied using the second-generation REBO potential along with tensile and compressive tests. The second-generation REBO potential can accurately model the bonding interactions between carbon atoms, which is critical for capturing the mechanical properties of carbon-based materials such as SWNTs. It balances computational efficiency and accuracy by considering the bond order, which changes dynamically based on the local atomic environment. This allows the REBO potential to effectively simulate the breaking and forming of covalent bonds under various mechanical loads, capturing the anisotropic nature of carbon–carbon interactions [
36]. The simulations results were compared with the experimental and computer modeling results from the literature for validation.
4. Conclusions and Future Work
In the present work, an MD computational approach was designed to explore the effects of factors such as chirality, diameter, temperature, and strain rate on the mechanical behavior of SWNTs in tension and compression. The results from extensive numerical experiments show that all SWNTs exhibit nonlinear elastic behavior under tensile and compressive loading, and the SWNTs stretched at higher temperatures fail at lower stresses and strains.
The results also show that as the chiral angle increases from 0 to 30°, the tensile strength increases, and the Young’s modulus decreases. Furthermore, it was observed that larger diameter SWNTs exhibit lower tensile strength and a decrease in their Young’s modulus.
It was observed that the tensile strength of SWNTs strongly depends on the strain rate, and the tensile strength shows an increasing trend with increasing strain rate. Notably, SWNTs exhibit higher mechanical properties at lower temperatures compared to those at higher temperatures.
The compressive behavior of SWNTs shows similar trends to their tensile behavior, with the difference that SWNTs tend to buckle at lower stresses and strains under compression compared to tensile stress.
This study can provide valuable insights into the development of new composite materials, which is of great significance to contemporary mechanical sciences, particularly in the fields of structural mechanics and advanced manufacturing technology.
This work focused on pristine CNTs. However, in practical applications, various defects often occur in CNTs. One of the future research topics can be to study the effects of various defects on the mechanical properties of CNTs.