Research Article
An Improved Beetle Antennae Search Algorithm Based on Inertia Weight and Attenuation Factor
Table 5
The comparison of one hundred dimensional function optimization results.
| The name of function | Index | BAS | WABAS | PSO | NBAS | RBAS | VBAS |
| Ackley function | | 2.68E + 00 | 2.02E-03 | 1.19E-04 | 5.78E-16 | 8.01E-16 | 2.53E-13 | Mean | 2.10E + 01 | 2.15E-03 | 1.45E + 01 | 4.14E-15 | 8.22E-16 | 1.07E-11 | Std | 1.00E-01 | 8.33E-05 | 1.69E + 00 | 3.10E-15 | 7.53E-14 | 4.82E-13 |
| Griewank function | | 3.05E + 03 | 5.81E-07 | 4.51E + 01 | 0 | 0 | 0 | Mean | 2.99E + 03 | 6.29E-07 | 1.72E + 02 | 0 | 0 | 0 | Std | 3.03E + 02 | 1.19E-07 | 2.66E + 02 | 0 | 0 | 0 |
| Rastrigin function | | 9.18E + 06 | 4.50E-03 | 5.43E + 02 | 0 | 0 | 0 | Mean | 1.21E + 07 | 5.64E-03 | 8.03E + 02 | 0 | 0 | 0 | Std | 1.17E + 06 | 4.69E-04 | 2.40E + 02 | 0 | 0 | 0 |
| Rotated hyperellipsoid function | | 4.28E + 06 | 1.03E-03 | 1.13E + 05 | 4.15E-28 | 3.40E-43 | 1.02E-19 | Mean | 7.08E + 06 | 1.40E-03 | 4.18E + 05 | 3.64E-27 | 1.85E-33 | 1.42E-19 | Std | 6.97E + 05 | 1.33E-04 | 6.29E + 05 | 3.59E-28 | 2.58E-32 | 1.40E-20 |
| Sphere function | | 8.78E + 02 | 2.76E-05 | 2.36E + 01 | 5.71E-33 | 1.40E-53 | 3.79E-25 | Mean | 8.20E + 02 | 2.85E-05 | 1.00E + 02 | 4.35E-31 | 1.97E-38 | 1.71E-23 | Std | 7.44E + 01 | 2.20E-06 | 1.13E + 02 | 3.90E-32 | 2.29E-37 | 1.51E-24 |
| Sum squares function | | 3.44E + 05 | 1.13E-03 | 6.14E + 03 | 1.56E-28 | 6.85E-72 | 9.05E-21 | Mean | 3.46E + 05 | 1.44E-03 | 1.50E + 04 | 2.35E-28 | 7.83E-36 | 9.62E-21 | Std | 8.47E + 02 | 1.27E-04 | 1.74E + 04 | 1.48E-29 | 1.02E-34 | 1.65E-22 |
| Zakharov function | | 2.46E-05 | 2.04E-10 | 3.65E-12 | 746E-34 | 1.68E-81 | 3.37E-26 | Mean | 1.32E + 03 | 8.74E-08 | 1.68E-02 | 4.03E-32 | 7.90E-40 | 1.68E-24 | Std | 3.26E + 02 | 7.87E-08 | 1.15E-01 | 3.93E-32 | 1.01E-38 | 1.61E-24 |
| Bohachevsky function | | 6.04E + 01 | 2.24E-08 | 8.49E-09 | 0 | 0 | 0 | Mean | 9.03E + 03 | 1.23E-06 | 1.28E + 00 | 0 | 0 | 0 | Std | 5.89E + 03 | 1.12E-06 | 1.17E + 01 | 0 | 0 | 0 |
| Schaffer function | | 7.01E-03 | 2.98E-13 | 1.11E-12 | 0 | 0 | 0 | Mean | 4.64E-01 | 5.16E-11 | 2.99E-03 | 0 | 0 | 0 | Std | 7.65E-02 | 5.10E-11 | 2.21E-02 | 0 | 0 | 0 |
| Sum of different powers function | | 4.14E-01 | 3.01E-12 | 1.92E-04 | 1.23E-39 | 5.48E-78 | 4.02E-30 | Mean | 3.20E + 00 | 2.83E-09 | 9.36E-02 | 1.10E-34 | 2.99E-34 | 6.14E-27 | Std | 1.41E + 00 | 3.83E-09 | 1.79E-01 | 1.37E-34 | 4.23E-33 | 5.98E-27 |
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