$$Wsx10-5 (\text{m}\text{m}3/\text{N}/\text{m})=19.26-0.3594 D-2.439 V-0.8929 Py+0.06374 DV+0.02181 DPy+0.1064 VPy--0.004925 DV*Py$$
Statistical analysis shows that the residuals of the friction coefficient "f" and the wear rate "Ws" follow a straight line (Figure.4a-4b) where there is no evidence of non-normality or d 'asymmetry. The residual distribution curve (Figure.4c-4d) shows that these residuals are distributed randomly around zero and without any particular trend; hence the established model explains perfectly the obtained results.
The difference between the measured and predicted responses for the friction coefficient "f" and the wear rate "W" isshown in Figures 5 (a-b). These indicate that the mathematical models obtained for the two studied responses can represent the experimental study domain. The comparison demonstrates that the predicted values of different studied responses are closer to those observed experimentally.
3.3 Surfaces of 3D response and contours
The interaction between the parameters (D, V and Py) is highlighted by the 3D plots (figures.6-7), of responses "f" and "Ws", measured and predicted by the model (equations 2 and 3). Figures 6 (a, b and c), show that the effect of traveled distance on the friction coefficient is less significant compared to the effect of speed and load.The increase in speed leads to an increase in the coefficient "f", on the other hand, the increase in the load leads to its decrease; this is due to the iron oxide layer, which serves as protection by preventing the direct contact of two rubbing systems [22]. It can be concluded that the speed is the most influential parameter on the friction coefficient. Indeed, its increase generates a significant amount of wear debris (third body), which causes the formation of a transfer layer in the contact area. The periodic and localized rupture of this transfer layer, thus causing the increase of COF [20, 21].
Figure 7 shows the evolution of wear rate according to the parameters (D, V and Py). From the interaction curves (Figure 7 a, b and c), we observe, on the first hand that the wear rate decreases with the increase of Py and D, and on the other hand that the effect speed is less important. A high speed associated with a high load causes an increase of the temperature in the contact zone by modifying the reactivity of the contact surfaces towards the environment, resulting the reconstitution of a permanent oxide film during the wear process [23].
The contour graphs are shown in Figures 8 and 9; they describe the response surfaces and allow establishing the response values ("f" and "Ws") and the corresponding parameters (D, V and Py).
The average effects (figure.10a), showing the impact of each of parameters (D, V and Py) on the friction coefficient, show a load predominance "Py" tending to reduce the friction coefficient which converges towards a value less than 0.42 for Py = 10N.These graphs reveal that there seems to be a big difference in the effects magnitude where the applied load is the most significant versus the speed and traveled distance. However, the average effects of each of these parameters on the wear rate (figure.10b) indicate that the traveled distance "D" followed by the applied load "Py" being the most significant versus the speed.
Concerning the interaction between the different parameters (D, V and Py) and their influences on the friction coefficient "f" (Figure.11a), the curves particularly show two interactions (traveled distance/speed) and (speed/load. Moreover, Figure 11b shows that only the speed interaction and the traveled distance on the wear rate "Ws" is the most significant.
3.4 Evolution of volume parameters after friction test
• Volume of core material "Vmc"
Currently, the volume core material"Vmc"is an important functional parameter in tribology, it allows to determine the quantity of lost material through wear during a work cycle [24].Thus, more this parameter increases, more the surface better resists in fatigue, thus increasing its lifespan. The histogram in figure 12 shows the evolution of the volume of core material "Vmc" during the friction tests. The results reveal that the "Vmc" parameter reaches a maximum value of 1.45 (μm3/μm2) for an applied load Py = 10N combined at a speed V = 2cm/s and a distance D = 10m(test E5).The minimum value of "Vmc" which is equivalent to 0.22 (μm3/μm2) was recorded during test E1 using a load Py = 1N, at a speed V = 2cm/s over a distance D = 10m.So, we can see the significant effect of the load whatever the speed and the traveled distance; indeed the "Vmc" parameter tends to increase considerably for a maximum load of 10N.
This can be explained by the fact that a high load favors a larger contact surface and a more regular flow of material, hence a lesser removal of debris, which is in agreement with Bourebia et al [25]. This debris is crushed under the load effect and adheres to the contact surface that allowing the reinforcement of "Vmc".
• Volume of the valleys void "Vvv"
The volume of thevalleys void "Vvv" is an essential element in lubrication, it plays an important role in lubricant retention, and it reduces friction and preserves the state of the contact surfaces [16].The results illustrated in figure 13, show that the applied load is the most dominant factor which affects the parameter "Vvv" where a strong load Py = 10N generates an increase in "Vvv" reaching a maximum of 0.23 (μm3/μm2) for a speed V = 5cm/s.This is explained by the fact that animportant load ensures a better penetration of the rubbing body in the contact zone, which has the effect of generating pockets serving as lubricant retention, which is shown by F. Blateyron [24].However, the applications of a low loadPy = 1N generates wear debris thatis pushed back into the valleys and encrusted in the contact zone causing a decrease in the voids volume.
3.5 Morphology of wear tracks
The SEM micrographs taken from the worn surfaces for test E1 and test E8 show the highest and lowest wear rates, respectively (see figure 14).
The micrograph of the test "E1" reveals theparallel grooves to the sliding direction, confirming the predominance of abrasive wear favoring the delamination of the rubbed surface. This degradation of the surface is produced by the detachment of asperities generated by plastic deformation and hardening [26].In addition, the micrograph of the test "E8", shows the existence of detached flakes from the contact surface, it is a sign of the appearance of adhesive wear. This explains that during sliding, the contact asperity undergoes plastic deformation which accumulates during repeated contact [27].Hence the predominant wear mechanism is adhesive wear, which is more intense for the 10N load [28]. This can be linked to the structural state and to the adhesion of iron oxide to the contact surface forming the third body. In addition, the good ductility of these iron oxides makes non-abrasive particles favorite the wear by adhesion [26].