The results of the measurement of cutting force components during machining are presented, the resulting cutting forces and machined surfaces are compared and the influence of cutting parameters is assessed.
5.1 Components of cutting force in machining
Figure 10 illustrates the directly measured cutting force components Fx, Fy, Fz for the machined material AlZn5.5MgCu. The sampling frequency of the dynamometer was 5000 Hz. The total cutting force F was calculated from these measured data, the values of which are then exported using Matlab.
As shown in Figure 10, the measurement itself captures the entire machining process from the first tool-workpiece contact to the completion of chip cutting. For this reason, only a slice of the measurement record that presents the chip machining itself was analysed.
In the case of the measurement of the cutting force components for the machined materials 90MnCrV8 and 42CrMo4, the procedure was identical.
5.2 Comparison of the resulting cutting forces
Based on the obtained cutting force data from the machining process, a graphical comparison of the resulting cutting force in the machining process for each material and cutting speed was created. The results of the experiment are shown in Figure 11.
The achieved cutting forces at the individual tool rotation speeds for machining AlZn5.5MgCu were in the low range up to 50 N. When the rotation speed of the monolithic tool was increased, the cutting force decreased up to 35 N at a tool rotation speed of 500 m⋅min−1.
The mean cutting force values in the individual machining experiments for 42CrMo4 were very similar. The visible difference of the individual tool rotation speed settings is in the variance of the measured force values. For a tool rotation speed of 300 m⋅min−1, it ranges from 35 N to 77 N. This variance of values is the highest of the experimental measurements performed.
When machining the hardest material, which was 90MnCrV8, the values of the total cutting force were in the range of 90 N ± 5 % at a tool cutting speed of 500 m⋅min−1. Higher values of the total cutting force and also a dispersion of values were observed when machining at lower tool rotation speeds. Based on these data, we can assume that the monolithic tool can be used for machining materials with enhanced mechanical properties under properly specified cutting conditions.
5.3 Comparison of the machined surface
In the image of the enlarged surface of AlZn5.5MgCu, square and hexagonal tool marks can be seen after machining under the given conditions. These marks and their character are determined by the resulting direction of the main cutting motion. The surface formed at a cutting speed of 500 m⋅min−1 was different from the other cutting speeds and had a hexagonal structure. The hexagonal features are distributed over the entire surface of the machined material and can be formed by the worn part of the tool. During rotary turning of 42CrMo4 at a cutting speed of 100 m⋅min−1, the surface showed diamond-shaped machining marks, in which elliptical traces of the circular cutting edge of the tool appeared on the colour map. The resulting cutting motion vector gives the overall orientation direction of these traces. For a steel workpiece machined with a rotary tool at a cutting speed of 300 m⋅min−1, the tool marks have a striped character with fine rectangular shapes. The direction recorded by the colour map shows the vector of the resulting cutting motion. In the images of the surface machined at a cutting speed of 500 m⋅min−1, the layered tool marks of the rotary tool can be seen after high-speed machining. At the high cutting speed of 500 m⋅min−1, the shape of the machining marks is different for steel compared to the other two lower cutting speeds. This effect was evident in the machining of AlZn5.5MgCu. For the 90MnCrV8 material machined at a cutting speed of 100 m⋅min−1, rectangular strip formations appear on the surface, the direction of which is also determined by the vector of the resulting cutting motion. The width of the strip is defined by the knife geometry and the feed rate. Images of the machined surface at a cutting speed of 300 m⋅min−1 show finely textured rectangular layers. Their direction is determined by the resulting main cutting motion vector. The structure is finer but similar for identical parameters of 42CrMo4 steel.
From the recorded surfaces (Figure 12) and their roughness (Figure 13), it can be concluded that the monolithic knife and the overall technology is suitable for the implementation of high-speed machining. The machined surfaces generally have relatively low roughness values using the given parameters. By improving the overall technological system of a given process (such as increasing the frequency of rotation of the workpiece), the roughness values could be improved for the technology used.
5.4 Influence of cutting machining parameters
In order to determine the cutting parameters, a pilot experiment was carried out to obtain basic data on the cutting force in the forced rotation machining process. The cutting parameters used were chosen within the ranges shown in Table 6 due to the system and machine stiffness. In this experiment, the effect of the rotation direction of the tool with respect to the workpiece was also investigated, where negative rotation speeds indicate a counterclockwise orientation, and positive speeds present a clockwise rotation orientation.
Table 6
Selected cutting parameters with respect to the system and machine stiffness
vw (m.min-1)
|
vT (m.min-1)
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ap (mm)
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f (mm)
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100 - 200
|
50 - 200
|
0.25 – 0.75
|
0.05 – 0.15
|
The effects of the factors vw, vt, f, and ap were analysed by the response surface method. The aim was to intensify the individual parameters and their dependence on the magnitude of the cutting force F. After the experiments were completed, the experimental data were subjected to statistical processing (Table 7).
The analysis of variance (Table 7) of the total cutting force F shows that the most significant effect is achieved by the depth of cut ap, which directly influences the size of the material removed during machining. According to the linear model, the influence of ap size on cutting force F reaches 24.55%. The workpiece rotation speed vw has the smallest influence on the F size of cutting force (0.20%). Also, the feed size f cannot be considered statistically significant as its influence on the change of cutting force F reaches the value of 0.64%. The accuracy of the mathematical model reaches 90.60% with a prediction coefficient of 85.09%. From the above data, it is possible to construct the response surface equation F (1):
F = 583 - 0.09 vw + 0.088 vt - 1715 ap - 1710 f - 0.00103 vw2 + 0.005289 vt2 + 2187 ap2 + 10450 f2 + 0.00007 vw . vt - 0.297 vt . ap - 2.27 vt . f (1)
Table 7. Analysis of variance output for total cutting force F
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)
A graphical interaction (Fig. 14) of the selected cutting parameters was constructed from the experimentally obtained data and the subsequent mathematical model. When the graphical representation is used, the influence of the two cutting parameters on the total cutting force F can be clearly observed. One of the investigated parameters was the tool rotation vt. For identical tool rotation speed and different rotation directions, the magnitude of the total cutting force is affected by 50N. For the parameter ap = 0.75 (mm), there was an increase in the cutting force of 100N when the direction of rotation was changed. From the above, it can be seen that the direction of rotation of the tool itself has an effect on the cutting force.
With a properly selected tool rotation, it would be possible to apply cutting parameters (ap, f) to increase machining productivity compared to productivity in the opposite direction of tool rotation.