Table 7 Comparative analysis based on global performance operators for each case of all five scenarios of Thomas–Fermi equation
Scenario | Cases | Fitness | Time | Generations | Function counts | ||||
|---|---|---|---|---|---|---|---|---|---|
Mean | SD | Mean | SD | Mean | SD | Mean | SD | ||
1 | 1 | 1.62E−18 | 3.96E−19 | 6.161589 | 0.080307 | 438.39 | 2.394839 | 60,977.77 | 52.5399 |
2 | 4.88E−17 | 1.21E−17 | 10.20638 | 0.157212 | 480.48 | 4.52709 | 63,510.95 | 195.6724 | |
3 | 6.28E−15 | 3.18E−15 | 23.34609 | 0.940669 | 625.59 | 56.40924 | 83,188.91 | 5815.303 | |
2 | 4 | 5.68E−19 | 6.54E−19 | 6.479431 | 0.068527 | 434.82 | 2.844026 | 60,875.68 | 55.94963 |
5 | 2.02E−17 | 2.17E−17 | 10.11654 | 0.13137 | 466.38 | 3.451775 | 62,892.43 | 141.2448 | |
6 | 2.07E−15 | 2.03E−15 | 22.62986 | 0.373598 | 563.98 | 5.029167 | 76,831.1 | 499.5027 | |
3 | 7 | 2.88E−15 | 1.26E−14 | 6.495513 | 0.069642 | 454.65 | 7.115746 | 61,220.97 | 135.6361 |
8 | 8.97E−15 | 4.91E−14 | 11.99062 | 0.182124 | 494.99 | 3.208244 | 64,961.87 | 161.0217 | |
9 | 1.12E−14 | 6.49E−14 | 22.47932 | 0.381859 | 556.48 | 4.766211 | 76,010.69 | 484.2628 | |
4 | 10 | 6.76E−14 | 1.94E−13 | 6.470362 | 0.092306 | 468.14 | 4.005098 | 61,468.95 | 76.0917 |
11 | 1.23E−10 | 3.06E−10 | 12.02846 | 0.169871 | 502.29 | 6.13204 | 65,274.93 | 303.6439 | |
12 | 2.09E−12 | 1.43E−12 | 50.65287 | 2.698807 | 705.28 | 72.3658 | 12,1735 | 14711.01 | |
5 | 13 | 3.26E−09 | 3.12E−09 | 10.06744 | 0.188208 | 489.28 | 9.646353 | 63,682.09 | 377.1915 |
14 | 2.69E−09 | 4.75E−09 | 22.21883 | 0.396756 | 546.91 | 7.305865 | 74,967.26 | 732.745 | |
15 | 1.44E−09 | 6.89E−09 | 52.35729 | 3.308367 | 745.53 | 70.99686 | 130,043.8 | 14,415.26 | |