Table 13.
Comparison of results of the classical benchmark functions between DA, PSO, DE, and FA.
| F | Meas. | DA | PSO | DE | FA |
|---|---|---|---|---|---|
| F1 | Mean | 2.85E − 18 | 4.2E − 18 | 2.23e − 19 | 1.72e − 10 |
| Std. | 7.16E − 18 | 1.31E − 18 | 1.75e − 19 | 9.43e − 10 | |
| F2 | Mean | 1.49E − 05 | 0.003154 | 6.24e − 12 | 6.01e − 07 |
| Std. | 3.76E − 05 | 0.009811 | 2.2e − 12 | 3.29e − 06 | |
| F3 | Mean | 1.29E − 06 | 0.001891 | 27.882386 | 1.58e − 10 |
| Std. | 2.1E − 06 | 0.003311 | 12.845742 | 8.66e − 10 | |
| F4 | Mean | 0.000988 | 0.001748 | 0.002883 | 5.913 − 03 |
| Std. | 0.002776 | 0.002515 | 0.000577 | 0.029813 | |
| F5 | Mean | 7.600558 | 63.45331 | 9.50058 | 2.383765 |
| Std. | 6.786473 | 80.12726 | 3.204155 | 1.350716 | |
| F6 | Mean | 4.17E − 16 | 4.36E − 17 | 2.22e − 19 | 1.9e − 10 |
| Std. | 1.32E − 15 | 1.38E − 16 | 1.47e − 19 | 1.04e − 09 | |
| F7 | Mean | 0.010293 | 0.005973 | 0.005256 | 1.57e − 04 |
| Std. | 0.004691 | 0.003583 | 0.001649 | 1.01e − 04 | |
| F8 | Mean | −2857.58 | −7.1E + 11 | −4181.932984 | −3566.452419 |
| Std. | 383.6466 | 1.2E + 12 | 30.0487686 | 239.113661 | |
| F9 | Mean | 16.01883 | 10.44724 | 7.31e − 11 | 7.462188 |
| Std. | 9.479113 | 7.879807 | 1.04e − 10 | 4.41686 | |
| F10 | Mean | 0.23103 | 0.280137 | 2.1e − 10 | 8.47e − 07 |
| Std. | 0.487053 | 0.601817 | 9.14e − 11 | 4.64e − 06 | |
| F11 | Mean | 0.193354 | 0.083463 | 0.001259 | 0.053309 |
| Std. | 0.073495 | 0.035067 | 0.002957 | 0.053615 | |
| F12 | Mean | 0.031101 | 8.57E − 11 | 2.32e − 20 | 1.92e − 12 |
| Std. | 0.098349 | 2.71E − 10 | 3.1e − 20 | 1.05e − 11 | |
| F13 | Mean | 0.002197 | 0.002197 | 4.25e − 20 | 8.21e − 12 |
| Std. | 0.004633 | 0.004633 | 4.52e − 20 | 4.5e − 11 | |
| F14 | Mean | 103.742 | 150 | 0.99800 | 0.99800 |
| Std. | 91.24364 | 135.4006 | 0 | 1.700065e − 16 | |
| F15 | Mean | 193.0171 | 188.1951 | 0.000698 | 3.77e − 04 |
| Std. | 80.6332 | 157.2834 | 1.546e − 04 | 1.853–04 | |
| F16 | Mean | 458.2962 | 263.0948 | −1.031628 | −1.031628 |
| Std. | 165.3724 | 187.1352 | 6.77e − 16 | 1.06e − 15 | |
| F17 | Mean | 596.6629 | 466.5429 | 0.3978873 | 3.0 |
| Std. | 171.0631 | 180.9493 | 0 | 6.05e − 15 | |
| F18 | Mean | 229.9515 | 136.1759 | 2.9999999 | −3.862782 |
| Std. | 184.6095 | 160.0187 | 1.27e − 15 | 2.79e − 15 | |
| F19 | Mean | 679.588 | 741.6341 | −3.862782 | −3.259273 |
| Std. | 199.4014 | 206.7296 | 2.71e − 15 | 0.059789 | |
| F20 | Mean | −3.32199 | −3.27047 | −3.321797 | −9.316829 |
| Std. | −3.38E − 06 | 0.059923 | 0.001054 | 2.21393 | |
| F21 | Mean | −10.1532 | −7.3874 | −9.867489 | −10.147907 |
| Std. | 6.60E − 15 | 3.11458 | 0.722834 | 1.396876 | |
| F22 | Mean | −10.4029 | −8.5305 | −10.381587 | −9.398946 |
| Std. | 1.51E − 06 | 3.038572 | 0.075194 | 1.99413 | |
| F23 | Mean | −10.5364 | −9.1328 | −10.530836 | −10.2809 |
| Std. | 2.97E − 07 | 2.640148 | 0.02909 | 1.39948 |
For each test function, the result of the algorithm that has shown its superiority comparing to the other algorithms for solving a specific function is shown in bold.