Author Contributions
Conceptualization, S.J.P., R.S. and S.S.; methodology, S.J.P. and R.S.; software, S.J.P.; validation, R.N., S.S. and R.S.; formal analysis, S.J.P.; investigation, S.J.P.; resources, R.S.; data curation, S.J.P.; writing—original draft preparation, S.J.P.; writing—review and editing, S.J.P., R.S. and A.H.; visualization, S.J.P., R.S. and A.H.; supervision, R.S.; project administration, R.S.; funding acquisition, R.N., R.S. and S.S. All authors have read and agreed to the published version of the manuscript.
Figure 1.
Flowchart of the process.
Figure 1.
Flowchart of the process.
Figure 2.
Abrasive Waterjet-machined HRSCE composite. (a) 1 (wt.%) CNT, (b) 2 (wt.%) CNT, and (c) 3 (wt.%) CNT HRSCE composites with CNT diameter—2 nm, standoff distance—1 mm, and traverse speed—100 mm/min, kept constant.
Figure 2.
Abrasive Waterjet-machined HRSCE composite. (a) 1 (wt.%) CNT, (b) 2 (wt.%) CNT, and (c) 3 (wt.%) CNT HRSCE composites with CNT diameter—2 nm, standoff distance—1 mm, and traverse speed—100 mm/min, kept constant.
Figure 3.
(a) Delamination factor at the entry vs. CNT (wt.%); (b) Delamination factor at the entry vs. Stand-off distance; and (c) Delamination factor at the entry vs. Traverse speed.
Figure 3.
(a) Delamination factor at the entry vs. CNT (wt.%); (b) Delamination factor at the entry vs. Stand-off distance; and (c) Delamination factor at the entry vs. Traverse speed.
Figure 4.
Main effect plot for DF-entry.
Figure 4.
Main effect plot for DF-entry.
Figure 5.
Comparison between experimental and predicted RSM values of DF-entry.
Figure 5.
Comparison between experimental and predicted RSM values of DF-entry.
Figure 6.
Contour and surface plot for DF-entry by varying CNT (wt.%) and Stand-off distance.
Figure 6.
Contour and surface plot for DF-entry by varying CNT (wt.%) and Stand-off distance.
Figure 7.
Contour and surface plot for DF-entry by varying CNT (wt.%) and traverse speed.
Figure 7.
Contour and surface plot for DF-entry by varying CNT (wt.%) and traverse speed.
Figure 8.
Contour and surface plot for DF-entry by varying Stand-off distance and traverse speed.
Figure 8.
Contour and surface plot for DF-entry by varying Stand-off distance and traverse speed.
Figure 9.
(a) DF-exit vs. CNT (wt.%); (b) DF-exit vs. Stand-off distance; and (c) DF-exit vs. Traverse speed.
Figure 9.
(a) DF-exit vs. CNT (wt.%); (b) DF-exit vs. Stand-off distance; and (c) DF-exit vs. Traverse speed.
Figure 10.
Main effect plot of DF-exit.
Figure 10.
Main effect plot of DF-exit.
Figure 11.
Comparison between the experimental values and predicted RSM values of DF-exit.
Figure 11.
Comparison between the experimental values and predicted RSM values of DF-exit.
Figure 12.
Contour and surface plot of DF-exit with varying traverse speed and CNT (wt.%).
Figure 12.
Contour and surface plot of DF-exit with varying traverse speed and CNT (wt.%).
Figure 13.
Contour and surface plot of DF-exit with varying Stand-off distance and CNT (wt.%).
Figure 13.
Contour and surface plot of DF-exit with varying Stand-off distance and CNT (wt.%).
Figure 14.
Contour and surface plot of DF-exit with varying traverse speed and Stand-off distance.
Figure 14.
Contour and surface plot of DF-exit with varying traverse speed and Stand-off distance.
Figure 15.
(a) Machining Time vs. CNT (wt.%); (b) Machining Time vs. Stand-off distance; and (c) Machining Time vs. Traverse speed.
Figure 15.
(a) Machining Time vs. CNT (wt.%); (b) Machining Time vs. Stand-off distance; and (c) Machining Time vs. Traverse speed.
Figure 16.
Main-effect plot of Machining time.
Figure 16.
Main-effect plot of Machining time.
Figure 17.
Comparison between the experimental and RSM predicted values of Machining time.
Figure 17.
Comparison between the experimental and RSM predicted values of Machining time.
Figure 18.
Contour and surface plot of Machining time with varying CNT (wt.%) and Stand-off distance.
Figure 18.
Contour and surface plot of Machining time with varying CNT (wt.%) and Stand-off distance.
Figure 19.
Contour and surface plot of Machining time with varying traverse speed and CNT (wt.%).
Figure 19.
Contour and surface plot of Machining time with varying traverse speed and CNT (wt.%).
Figure 20.
Contour and surface plot of Machining time with varying traverse speed and Stand-off distance.
Figure 20.
Contour and surface plot of Machining time with varying traverse speed and Stand-off distance.
Figure 21.
SEM Images of the Abrasive waterjet-machined surface of 1 (wt.%) CNT-Reinforced HRSCE composite: (a) Top region and (b) Bottom region.
Figure 21.
SEM Images of the Abrasive waterjet-machined surface of 1 (wt.%) CNT-Reinforced HRSCE composite: (a) Top region and (b) Bottom region.
Figure 22.
SEM Images of the Abrasive waterjet-machined surface of 2 (wt.%) CNT-Reinforced HRSCE composite: (a) Top region and (b) Bottom region.
Figure 22.
SEM Images of the Abrasive waterjet-machined surface of 2 (wt.%) CNT-Reinforced HRSCE composite: (a) Top region and (b) Bottom region.
Figure 23.
SEM Images of the Abrasive waterjet-machined surface of 3 (wt.%) CNT-Reinforced HRSCE composite: (a) Top region and (b) Bottom region.
Figure 23.
SEM Images of the Abrasive waterjet-machined surface of 3 (wt.%) CNT-Reinforced HRSCE composite: (a) Top region and (b) Bottom region.
Figure 24.
Top region Microscopic Images of Abrasive Waterjet Drilled Surface of HRSCE Composite Reinforced with 1 (wt.%) CNT.
Figure 24.
Top region Microscopic Images of Abrasive Waterjet Drilled Surface of HRSCE Composite Reinforced with 1 (wt.%) CNT.
Figure 25.
Bottom region Microscopic Images of Abrasive Waterjet Drilled Surface of HRSCE Composite Reinforced with 1 (wt.%) CNT.
Figure 25.
Bottom region Microscopic Images of Abrasive Waterjet Drilled Surface of HRSCE Composite Reinforced with 1 (wt.%) CNT.
Figure 26.
Top region Microscopic Images of Abrasive Waterjet Drilled Surface of HRSCE Composite Reinforced with 2 (wt.%) CNT.
Figure 26.
Top region Microscopic Images of Abrasive Waterjet Drilled Surface of HRSCE Composite Reinforced with 2 (wt.%) CNT.
Figure 27.
Bottom region Microscopic Images of Abrasive Waterjet Drilled Surface of HRSCE Composite Reinforced with 2 (wt.%) CNT.
Figure 27.
Bottom region Microscopic Images of Abrasive Waterjet Drilled Surface of HRSCE Composite Reinforced with 2 (wt.%) CNT.
Figure 28.
Top region Microscopic Images of Abrasive Waterjet Drilled Surface of HRSCE Composite Reinforced with 3 (wt.%) CNT.
Figure 28.
Top region Microscopic Images of Abrasive Waterjet Drilled Surface of HRSCE Composite Reinforced with 3 (wt.%) CNT.
Figure 29.
Bottom region Microscopic Images of Abrasive Waterjet Drilled Surface of HRSCE Composite Reinforced with 3 (wt.%) CNT.
Figure 29.
Bottom region Microscopic Images of Abrasive Waterjet Drilled Surface of HRSCE Composite Reinforced with 3 (wt.%) CNT.
Table 1.
Levels and parameters.
Table 1.
Levels and parameters.
| Parameters | Levels |
|---|
| 1 | 2 | 3 |
|---|
| CNT (wt.%) | 1 | 2 | 3 |
| CNT Diameter (nm) | 1 | 2 | 3 |
| Standoff Distance (mm) | 2 | 4 | 6 |
| Traverse Speed (mm/min) | 100 | 200 | 300 |
Table 2.
Results of DF-entry, DF-exit, and Machining Time.
Table 2.
Results of DF-entry, DF-exit, and Machining Time.
| CNT (wt.%) | CNT Diameter (nm) | Stand-Off Distance (mm) | Traverse Speed (mm/min) | DF-Entry | DF-Exit | Machining Time (s) |
|---|
| 1 | 1 | 2 | 100 | 1.25 | 1.07 | 11.52 |
| 1 | 1 | 2 | 200 | 1.28 | 1.08 | 11.63 |
| 1 | 1 | 2 | 300 | 1.30 | 1.10 | 11.75 |
| 1 | 2 | 4 | 100 | 1.34 | 1.11 | 11.94 |
| 1 | 2 | 4 | 200 | 1.36 | 1.13 | 12.05 |
| 1 | 2 | 4 | 300 | 1.39 | 1.15 | 12.18 |
| 1 | 3 | 6 | 100 | 1.43 | 1.16 | 12.32 |
| 1 | 3 | 6 | 200 | 1.46 | 1.19 | 12.45 |
| 1 | 3 | 6 | 300 | 1.50 | 1.21 | 12.61 |
| 2 | 2 | 2 | 100 | 1.15 | 1.09 | 10.18 |
| 2 | 2 | 2 | 200 | 1.17 | 1.11 | 10.30 |
| 2 | 2 | 2 | 300 | 1.19 | 1.12 | 10.41 |
| 2 | 3 | 4 | 100 | 1.22 | 1.14 | 10.53 |
| 2 | 3 | 4 | 200 | 1.25 | 1.15 | 10.63 |
| 2 | 3 | 4 | 300 | 1.27 | 1.17 | 10.74 |
| 2 | 1 | 6 | 100 | 1.29 | 1.19 | 10.87 |
| 2 | 1 | 6 | 200 | 1.31 | 1.21 | 11.00 |
| 2 | 1 | 6 | 300 | 1.34 | 1.23 | 11.12 |
| 3 | 3 | 2 | 100 | 1.00 | 1.11 | 8.60 |
| 3 | 3 | 2 | 200 | 1.01 | 1.13 | 8.72 |
| 3 | 3 | 2 | 300 | 1.03 | 1.15 | 8.84 |
| 3 | 1 | 4 | 100 | 1.07 | 1.18 | 8.97 |
| 3 | 1 | 4 | 200 | 1.08 | 1.20 | 9.11 |
| 3 | 1 | 4 | 300 | 1.10 | 1.22 | 9.23 |
| 3 | 2 | 6 | 100 | 1.13 | 1.25 | 9.36 |
| 3 | 2 | 6 | 200 | 1.15 | 1.27 | 9.49 |
| 3 | 2 | 6 | 300 | 1.17 | 1.29 | 9.60 |
Table 3.
ANOVA for SN Ratio of DF-entry.
Table 3.
ANOVA for SN Ratio of DF-entry.
| Source | DoF | Seq SS | Adj SS | Adj MS | F | p | p (%) |
|---|
| A | 2 | 18.7911 | 18.7911 | 9.39557 | 2453.96 | 0.000 | 76.097 |
| B | 2 | 5.4046 | 5.4046 | 2.70229 | 705.79 | 0.000 | 21.886 |
| C | 2 | 0.0116 | 0.0116 | 0.00580 | 1.51 | 0.293 | 0.0469 |
| D | 2 | 0.4517 | 0.4517 | 0.22584 | 58.98 | 0.000 | 1.8292 |
| A × D | 4 | 0.0073 | 0.0073 | 0.00183 | 0.48 | 0.752 | 0.0295 |
| B × D | 4 | 0.0027 | 0.0027 | 0.00068 | 0.18 | 0.942 | 0.0109 |
| C × D | 4 | 0.0013 | 0.0013 | 0.00032 | 0.08 | 0.985 | 0.0052 |
| Residual Error | 6 | 0.0230 | 0.0230 | 0.00383 | | | 0.0931 |
| Total | 26 | 24.6933 | | | | | |
Table 4.
RSM Model for DF-entry.
Table 4.
RSM Model for DF-entry.
| Term | Coef | SE Coef | T | p |
|---|
| Constant | 1.17546 | 0.015111 | 77.757 | 0.000 |
| A | −0.00691 | 0.013408 | −0.515 | 0.614 |
| B | 0.05821 | 0.006704 | 8.683 | 0.000 |
| C | −0.02357 | 0.013408 | −1.758 | 0.098 |
| D | 0.00025 | 0.000134 | 1.888 | 0.077 |
| A 2 | −0.02411 | 0.003152 | −7.647 | 0.000 |
| B 2 | −0.00103 | 0.000788 | −1.303 | 0.211 |
| C 2 | 0.00589 | 0.003152 | 1.869 | 0.080 |
| D 2 | 0.0000 | 0.0000 | 0.283 | 0.781 |
| A × B | −0.00688 | 0.000635 | −10.830 | 0.000 |
| A × C | 0.0000 | 0.001270 | −0.000 | 1.000 |
| A × D | −0.00006 | 0.000013 | −4.923 | 0.000 |
| B × C | 0.0000 | 0.000635 | 0.000 | 1.000 |
| B × D | 0.00002 | 0.000006 | 2.954 | 0.009 |
| C × D | 0.0000 | 0.000013 | −0.000 | 1.000 |
Table 5.
ANOVA for DF entry.
Table 5.
ANOVA for DF entry.
| Source | DoF | Seq SS | Adj SS | Adj MS | F | p |
|---|
| Regression | 14 | 0.502962 | 0.502962 | 0.035926 | 1393.00 | 0.000 |
| Residual Error | 16 | 0.000413 | 0.000413 | 0.000026 | | |
| Total | 30 | | | | | |
Table 6.
ANOVA for SN Ratio of DF-exit.
Table 6.
ANOVA for SN Ratio of DF-exit.
| Source | DoF | Seq SS | Adj SS | Adj MS | F | p | p (%) |
|---|
| A | 2 | 1.12101 | 1.12101 | 0.56050 | 97.52 | 0.000 | 22.9881 |
| B | 2 | 3.33055 | 3.33055 | 1.66528 | 289.74 | 0.000 | 68.2985 |
| C | 2 | 0.02744 | 0.02744 | 0.01372 | 2.39 | 0.173 | 0.56270 |
| D | 2 | 0.35659 | 0.35659 | 0.17830 | 31.02 | 0.001 | 7.31247 |
| A × D | 4 | 0.00246 | 0.00246 | 0.00061 | 0.11 | 0.976 | 0.05044 |
| B × D | 4 | 0.00247 | 0.00247 | 0.00062 | 0.11 | 0.976 | 0.05065 |
| C × D | 4 | 0.00146 | 0.00146 | 0.00037 | 0.06 | 0.991 | 0.02994 |
| Residual Error | 6 | 0.03448 | 0.03448 | 0.00575 | | | |
| Total | 26 | 4.87646 | | | | | |
Table 7.
RSM model for DF-exit.
Table 7.
RSM model for DF-exit.
| Term | Coef | SE Coef | T | p |
|---|
| Constant | 1.04391 | 0.014501 | 71.987 | 0.000 |
| A | −0.03336 | 0.012867 | −2.592 | 0.020 |
| B | 0.00388 | 0.006433 | 0.603 | 0.555 |
| C | 0.01387 | 0.012867 | 1.078 | 0.297 |
| D | 0.00008 | 0.000129 | 0.646 | 0.527 |
| A 2 | 0.01153 | 0.003025 | 3.812 | 0.002 |
| B 2 | 0.00163 | 0.000756 | 2.160 | 0.046 |
| C 2 | −0.00347 | 0.003025 | −1.146 | 0.269 |
| D 2 | 0.00000 | 0.0000 | 0.507 | 0.619 |
| A × B | 0.00500 | 0.000609 | 8.208 | 0.000 |
| A × C | 0.00000 | 0.001218 | −0.000 | 1.000 |
| A × D | 0.00000 | 0.000012 | −0.000 | 1.000 |
| B × C | 0.00000 | 0.000609 | −0.000 | 1.000 |
| B × D | 0.00001 | 0.000006 | 2.052 | 0.057 |
| C × D | 0.00000 | 0.000012 | 0.000 | 1.000 |
Table 8.
ANOVA for DF-exit.
Table 8.
ANOVA for DF-exit.
| Source | DF | Seq SS | Adj SS | Adj MS | F | p |
|---|
| Regression | 14 | 0.092091 | 0.092091 | 0.006578 | 276.97 | 0.000 |
| Residual Error | 16 | 0.000380 | 0.000380 | 0.000024 | | |
| Total | 30 | | | | | |
Table 9.
ANOVA for SN Ratio of Machining Time.
Table 9.
ANOVA for SN Ratio of Machining Time.
| Source | DoF | Seq SS | Adj SS | Adj MS | F | p | p (%) |
|---|
| A | 2 | 29.5801 | 29.5801 | 14.7901 | 6975.93 | 0.000 | 92.4459 |
| B | 2 | 2.2361 | 2.2361 | 1.1181 | 527.35 | 0.000 | 6.988424 |
| C | 2 | 0.0063 | 0.0063 | 0.0032 | 1.49 | 0.298 | 0.019689 |
| D | 2 | 0.1589 | 0.1589 | 0.0794 | 37.46 | 0.000 | 0.496606 |
| A × D | 4 | 0.0020 | 0.0020 | 0.0005 | 0.24 | 0.905 | 0.006251 |
| B × D | 4 | 0.0007 | 0.0007 | 0.0002 | 0.08 | 0.984 | 0.002188 |
| C × D | 4 | 0.0003 | 0.0003 | 0.0001 | 0.03 | 0.997 | 0.000938 |
| Residual Error | 6 | 0.0127 | 0.0127 | 0.0021 | | | 0.039691 |
| Total | 26 | 31.9972 | | | | | |
Table 10.
RSM model for Machining time.
Table 10.
RSM model for Machining time.
| Term | Coef | SE Coef | T | p |
|---|
| Constant | 6.87834 | 0.105859 | 64.977 | 0.000 |
| A | 1.14663 | 0.093928 | 12.208 | 0.000 |
| B | 0.14859 | 0.046964 | 3.164 | 0.006 |
| C | 0.13052 | 0.093928 | 1.390 | 0.184 |
| D | 0.00086 | 0.000939 | 0.916 | 0.373 |
| A 2 | 0.08428 | 0.022084 | 3.816 | 0.002 |
| B 2 | 0.00357 | 0.005521 | 0.647 | 0.527 |
| C 2 | −0.00572 | 0.022084 | −0.259 | 0.799 |
| D 2 | −0.0000 | 0.000002 | −0.033 | 0.974 |
| A × B | 0.01844 | 0.004447 | 4.146 | 0.001 |
| A × C | −0.01562 | 0.008894 | −1.757 | 0.098 |
| A × D | 0.00014 | 0.000089 | 1.616 | 0.126 |
| B × C | −0.00781 | 0.004447 | −1.757 | 0.098 |
| B × D | 0.00006 | 0.000044 | 1.335 | 0.201 |
| C × D | −0.00016 | 0.000089 | −1.757 | 0.098 |
Table 11.
ANOVA for Machining Time.
Table 11.
ANOVA for Machining Time.
| Source | DoF | Seq SS | Adj SS | Adj MS | F | p |
|---|
| Regression | 14 | 47.0087 | 47.008686 | 3.357763 | 2653.05 | 0.000 |
| Residual Error | 16 | 0.0202 | 0.020250 | 0.001266 | | |
| Total | 30 | 47.0289 | | | | |