Mathematical Modeling of Multiple Quality Characteristics of a Laser Microdrilling Process Used in Al7075/SiCp Metal Matrix Composite Using Genetic Programming
Table 2
Comparison between experimental and predicted values of circularity at R2 = 99.68.
No.
PP (W) ()
PF (Hz) ()
AGP (kg/cm2) ()
PW (ms) ()
Circularity (mm)
Error %
Experimental
GP
1
250
210
12
0.4
0.908
0.908066
−6.6E − 05
2
210
210
8
0.2
0.9032
0.903074
0.000126
3
240
220
12
0.4
0.911
0.911254
−0.00025
4
210
210
8
0.6
0.953
0.953124
−0.00012
5
250
220
8
0.6
0.9425
0.941842
0.000658
6
210
250
12
0.6
0.978
0.978011
−1.1E − 05
7
210
230
10
0.4
0.948
0.945836
0.002164
8
230
210
10
0.6
0.957
0.958292
−0.00129
9
210
230
10
0.3
0.923
0.922506
0.000494
10
240
210
11
0.3
0.892
0.89308
−0.00108
11
220
210
9
0.3
0.926
0.926227
−0.00023
12
230
230
12
0.3
0.92
0.920843
−0.00084
13
240
220
12
0.3
0.9205
0.920919
−0.00042
14
220
250
8
0.3
0.896
0.895994
6.11E − 06
15
230
210
10
0.5
0.947
0.94698
1.96E − 05
16
240
230
8
0.4
0.899
0.898971
2.94E − 05
17
240
210
11
0.2
0.892
0.893078
−0.00108
18
220
240
12
0.6
0.974
0.973441
0.000559
19
240
250
10
0.6
0.954
0.955555
−0.00155
20
250
250
11
0.4
0.92
0.919789
0.000211
21
250
240
10
0.2
0.894
0.893536
0.000464
22
230
250
9
0.5
0.953
0.949875
0.003125
23
210
250
12
0.5
0.958
0.963079
−0.00508
24
250
240
10
0.3
0.892
0.893537
−0.00154
25
250
220
8
0.5
0.938
0.933247
0.004753
26
250
250
11
0.3
0.895
0.903726
−0.00873
27
230
230
12
0.2
0.893
0.892581
0.000419
28
230
220
11
0.2
0.89
0.892581
−0.00258
29
240
240
9
0.6
0.95
0.949358
0.000642
30
220
240
12
0.2
0.893
0.892039
0.000961
31
250
230
9
0.2
0.896
0.896958
−0.00096
32
220
220
10
0.5
0.951
0.950144
0.000856
33
240
240
9
0.5
0.95
0.943263
0.006737
34
210
220
9
0.2
0.9
0.896232
0.003768
35
220
250
8
0.2
0.902
0.896907
0.005093
36
250
210
12
0.5
0.948
0.94813
−0.00013
37
220
220
10
0.4
0.936
0.923214
0.012786
38
230
240
8
0.3
0.901
0.90405
−0.00305
39
250
230
9
0.6
0.9475
0.947726
−0.00023
40
230
250
9
0.4
0.911
0.928516
−0.01752
41
240
250
10
0.2
0.895
0.895507
−0.00051
42
220
210
9
0.4
0.91
0.90617
0.00383
43
240
230
8
0.5
0.94
0.936347
0.003653
44
210
240
11
0.5
0.951
0.959169
−0.00817
45
220
230
11
0.5
0.95
0.954643
−0.00464
46
220
230
11
0.6
0.97
0.967844
0.002156
47
230
240
8
0.4
0.901
0.906892
−0.00589
48
230
220
11
0.6
0.966
0.964493
0.001507
49
210
240
11
0.4
0.93
0.943397
−0.0134
50
210
220
9
0.3
0.922
0.918336
0.003664
PP: pulse power (W), PF: pulse frequency (Hz), PW: pulse width (ms), AGP: assist gas pressure (Kg/cm3).