Abstract
In order to investigate the nano-friction evolution characteristics of WC coating during the nano-scratching process, the molecular dynamics simulation model was established under different conditions (load, scratching-depth, scratching-velocity) by the large-scale atomic /molecular massively-parallel simulator. Results show that the friction force and coefficient of friction are increased with increasing the scratching depth. When the indenter scratches the specimen, the atoms are squeezed, sheared, and piled up in front of the indenter and at both sides of the groove along scratching direction. The instantaneous friction curve presents the distinct tribological characteristics during the initial and stable stages, and the dislocation, slip, interstitial, or vacancy occurs in the region under the indenter during the friction process. With increasing the scratching velocity, the strain energy of system exceeds the bonding energy caused by interatomic constraint. The atoms break the constraint and are stacked on both sides of the scratching grooves. Additionally, the surface morphology and the outer edge of accumulated atoms become rough, and defects appear in the subsurface crystal structure. This research provided the microscopic wear mechanism of WC coating at nano-scale during friction process.
The performance of coating material has significant impact on the service security and service lifetime of equipment. It is estimated that nearly two thirds of coating materials for engineering components suffer from severe wear and friction failur
Since its good compactness, fine impact resistance, high toughness, good wear resistance, and high hardness, tungsten carbide (WC) coating can effectively improve the wear resistance of mechanical parts. Hence, WC coating is widely used in machinery, aviation, aerospace, and other field
Molecular dynamics (MD) simulations attract much attention as an efficient method to investigate the local contact and friction behavior at the micro-scale by nano-indentation and nano-scratche
In this research, the tribological properties of WC coating at atomic-scale were investigated based on MD theory and computer simulation. In the nano-scratching process, the Tersoff three-body potential function was used to characterize the interactions among atoms, and the friction process of WC coating was simulated under different conditions of scratching-depth, load, and scratching velocity. The tribological characteristics and evolution of WC coating were analyzed based on the friction force, coefficient of friction (COF), and wear morphology. This research provided theoretical support to improve the mechanical properties of WC coating and to reveal the friction failure mechanism at nano-scale.
The single crystal cell structure of WC coating is shown in

Fig.1 Schematic diagram of WC crystal cell model

Fig.2 Schematic diagram of nano-scratching simulation model
WC crystal cell has hexagonal close-packed (hcp) structure. The normal c/a ratio of hcp structure is 1.633, but the lattice constants of WC cell are a=b=0.29 nm, c=0.2831 nm, suggesting that the c/a ratio is 0.973, which is much lower than the normal hcp ratio. The a1, a2, a3, and c hcp crystal directions of WC cell are [2 0], [20], [ 20], and [0001], respectively. Through the initial modeling software Atomsk, an orthogonal cell equivalent to the orthogonal hexagonal lattice was obtained, and the X, Y and Z directions are parallel to the lattice orientations of , , and , re-spectively. After model expansion, the size of WC simulation model was 17a×15b×25c, which consisted of 15 000 atoms. In order to avoid the influence of elastic deformation of indenter which was regarded as rigid bodies with relatively fixed positions of internal atoms, and to prevent deformation and wear during the whole scratching process, the scratching direction of the model was along the Y-axis. The simulation parameters of WC coating model during nano-scratching process are shown in
Parameter | WC | Rigid indenter |
---|---|---|
Dimension | 8.7 nm×10.0 nm×5.7 nm | R=1.5 nm |
Number of atoms | 15 000 | - |
Interatomic potential | Tersoff | - |
Time step/fs | 0.1 | - |
Initial temperature/K | 300 | - |
Scratching velocity/m· | - | 200, 400, 800 |
Normal load/nN | - | 0.8, 8, 80 |
Scratching depth/nm | - | 0.4, 0.9, 1.4 |
In the simulation, X and Y directions were set as periodic boundary conditions to reduce the influence of model scale on the simulation results; the free boundary conditions were applied to the Z direction; the simulation time step was set as 0.1 fs; the atomic motion equation was solved by the Velocity-Verlet algorithm. NVT ensemble and Langevin temperature control method were used to keep the system temperature at around 300 K during the nano-scratching proces
MD method has obvious advantages in simulation and prediction of the material properties at micro- and nano-scale. The atomic motion at nano-scale obeys the Newton laws in MD simulation
(1) |
(2) |
where mi denotes the mass of i atom; ri denotes the position of i atom; Fi denotes the interatomic interaction force of i atom; fi indicates other forces of i atom; U is the total potential energy of the system.
The three-body potential energy function was used to describe the interatomic interactions, and its accuracy determined the reliability of the simulation results. Hence, the accuracy of potential function is important to MD simulation. Because the interaction mechanism of WC coating is very complex, the interactions of atoms for a single potential function could not be accurately characterized. Therefore, the three-body Tersoff empirical potential was used to characterize the interatomic actions of WC coating based on the bonding orde
(3) |
(4) |
fC(r)= | (5) |
(6) |
(7) |
(8) |
(9) |
(10) |
where E denotes the total energy of the system; the subscripted parameters i, j, and k represent different atoms in the system; rij is the length of ij bond; θijk indicates the bond angle between ij and ik bonds; bij denotes the bond order function and reflects the saturation state of the covalent bond; Vij indicates the interaction neighboring atoms; fR and fA denote the repulsive term and attractive term between the atoms, respectively; fC is a smooth truncation function; ζ indicates the effective coordination number; g(θ) is the function of bond angle; the detailed descriptions of the other parameters are reported in Ref.[
In the simulation of nano-scratching process of WC coating, three kinds of interatomic interactions, including the W-W interatomic interaction, W-C interatomic interaction, and C-C interatomic interaction, exist. The related parameters used for MD simulation of W-C system are listed in
Parameter | W-W | W-C | C-C |
---|---|---|---|
m | 1.0 | 1.0 | 1.0 |
γ |
1.88×1 |
7.2855×1 |
2.0813×1 |
λ3/n | 4.59 | 4.59 | 0.0 |
c | 2.149 69 | 1.103 04 | 330 |
d | 0.171 26 | 0.330 18 | 3.5 |
cosθ0 | 0.277 8 | -0.751 070 | -1.1 |
n | 1.0 | 1.0 | 1.0 |
β | 1.0 | 1.0 | 1.0 |
λ2/n | 14.112 46 | 0.0 | 26.887 74 |
B/eV | 306.5 | 0.0 | 1397.0 |
R/nm | 0.35 | 0.28 | 0.185 0 |
D/nm | 0.03 | 0.02 | 0.015 |
λ1/n | 27.195 84 | 0.0 | 32.803 05 |
A/eV | 3401.474 4 | 0.0 | 2605.841 |
To investigate the effects of scratching depth, load, and scratching velocity on the tribological properties and crystal structure deformation of WC coating, the nano-scratching process is divided into two stages by a critical distance (indenter diameter): when the indenter location locates within critical distance, the process is in the transition stage (stage I); when the indenter location locates beyond the critical distance, the process is in the stable stage (stage II).
During the nano-scratching process of WC coating by MD simulation, the scratching depths are 0.4, 0.9, and 1.4 nm, which are the multiple values of the WC lattice constants.

Fig.3 Atomic displacement magnitude of WC-coated substrates during nano-scratching process at time step of 2000 fs (a), 5000 fs (b), and 10 000 fs (c)

Fig.4 Atomic displacement heights of WC-coated substrates during nano-scratching process at scratching depth of 0.4 nm (a), 0.9 nm (b), and 1.4 nm (c)
The friction force can reflect the tribology mechanism of material during the nano-scratching process. In the nano-scratching process of WC coating, the friction force is generated by the interactions between the indenter and the substrate atoms. During the nano-scratching process, the friction force FY and the normal force FZ of the indenter can be obtained, and the instantaneous COF (μ) can be calculated, as follow
(11) |

Fig.5 Friction forces (a) and COFs (b) of WC-coated substrates during nano-scratching of different depths
The average friction forces and average instantaneous COFs are obtained for the further analysis of tribological performance of WC coating specimens in the stage II during nano-scratching process.

Fig.6 Average friction forces (a) and average COFs (b) of WC-coated substrates during nano-scratching of different depths
The microscopic behavior of WC coatings during nano-scratching process under different loads is revealed by the surface morphologies and the friction curves. The scratching velocity is 800 m/s, the scratching depth is 0.9 nm, and the loads are 0.8, 8, and 80 nN.

Fig.7 MD simulated deformation behavior of WC-coated substrates during nano-scratching process at load of 0.8 nN (a), 8 nN (b), and 80 nN (c)
To study the friction behavior of WC-coated substrates in the nano-scratching process, the surface and cross-section morphologies under different loads are shown in

Fig.8 Surface (a–c) and cross-section (d–f) morphologies of WC-coated substrates during nano-scratching process at load of 0.8 nN (a, d), 8 nN (b, e), and 80 nN (c, f)

Fig.9 Friction forces (a) and COFs (b) of WC-coated substrates during nano-scratching of different loads
The average friction force and the average instantaneous COF of WC-coated substrates in stage II during nano-scratching of different loads are obtained, as shown in

Fig.10 Average friction forces (a) and average COFs (b) of WC-coated substrates during nano-scratching of different loads in stage II
The effect of scratching velocity on the friction behavior of WC-coated substrates in nano-scratching process was also investigated. The scratching velocity is 200, 400, and 800 m/s, the scratching depth is 0.9 nm, and the load is 16 nN.

Fig.11 Deformation behavior of WC-coated substrates during nano-scratching process at scratching velocity of 200 m/s (a), 400 m/s (b), and 800 m/s (c)
Zhu et a

Fig.12 Wear debris atom morphologies on WC-coated substrates during nano-scratching process at scratching velocity of 200 m/s (a),
400 m/s (b), and 800 m/s (c)
Center symmetric parameters (CSPs) are important parameters to analyze the dislocation, defect, and stratification in crystalline materials, and they can directly indicate the disorder degree of crystal atom

Fig.13 Crystal structure defects in WC-coated substrates during nano-scratching process at scratching velocity of 200 m/s (a), 400 m/s (b), and 800 m/s (c)
As shown in

Fig.14 Friction forces (a) and COFs (b) of WC-coated substrates during nano-scratching of different scratching velocities
In order to investigate the general tribological performance of WC-coated substrate, the average friction forces and average COFs of WC-coated substrates in stage II during nano-scratching process of different scratching velocities are studied. As shown in

Fig.15 Average friction forces (a) and average COFs (b) of WC-coated substrates during nano-scratching of different scratching velocities
1) In the nano-scratching process, the scratching depth is a critical parameter for nano-friction properties of WC coating. The deeper the scratching depth, the more severe the elastoplastic damage, the more the accumulated atoms, and the rougher the friction surface. Particularly, when the scratching depth exceeds the lattice constant, the surface morphology becomes rougher, the scratching groove becomes deeper, and the wear debris increases.
2) The loads play an important role in the crystal structure change in the nano-friction process of WC coating. The load causes the crystal dislocation and slip, which leads to the elastic deformation and plastic deformation beneath the contact region. With increasing the load, the nano-scratching process become more complicated.
3) The scratching velocity has great effect on the surface morphology and wear debris distribution of WC-coated substrate. The higher the scratching velocity, the deeper the defect layer, the higher the position of accumulated atoms along the scratching direction, and the worse the symmetrical distribution of wear atoms on both sides of scratching groove.
4) This research is conducted based on the molecular dynamics method, which agrees well with the experiment results in other references, providing critical supplement to understand the tribological properties of WC coating at nano-scale.
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