Review Article
Tuna Swarm Optimization: A Novel Swarm-Based Metaheuristic Algorithm for Global Optimization
Table 3
Comparison of results on F1–F13 with 30D.
| | Function | TSO | HHO | EO | TSA | GWO | SSA | PSO | WOA |
| | F1 | Ave | 0.00 E+00 | 3.92E−193 | 5.36E−102 | 2.59E−52 | 4.76E−70 | 9.09E−09 | 1.78E−09 | 4.37E−172 | | Std | 0.00 E+00 | 0.00 E+00 | 7.54E−102 | 4.91E−52 | 1.16E−69 | 1.37E−09 | 8.10E−09 | 0.00 E+00 |
| | F2 | Ave | 1.47E−235 | 3.54E−102 | 1.41E−57 | 1.15E−30 | 3.93E−41 | 4.75E−01 | 1.33 E+00 | 1.13E−108 | | Std | 0.00 E+00 | 1.17E−101 | 1.70E−57 | 4.74E−30 | 3.90E−41 | 6.71E−01 | 4.34 E+00 | 4.69E−108 |
| | F3 | Ave | 0.00 E+00 | 1.98E−155 | 4.95E−27 | 1.52E−15 | 5.97E−20 | 4.01 E+01 | 1.02 E+03 | 1.31 E+04 | | Std | 0.00 E+00 | 1.09E−154 | 2.01E−26 | 7.35E−15 | 1.95E−19 | 2.60 E+01 | 1.89 E+03 | 6.96 E+03 |
| | F4 | Ave | 2.39E−236 | 3.11E−98 | 2.59E−25 | 2.91E−04 | 1.92E−17 | 4.00 E+00 | 2.40 E+00 | 2.60 E+01 | | Std | 0.00 E+00 | 1.14E−97 | 6.69E−25 | 7.90E−04 | 2.98E−17 | 2.61 E+00 | 7.09E−01 | 2.81 E+01 |
| | F5 | Ave | 1.22E−04 | 9.96E−04 | 2.39 E+01 | 2.85 E+01 | 2.65 E+01 | 8.80 E+01 | 3.16 E+03 | 2.65 E+01 | | Std | 3.16E−04 | 1.09E−03 | 1.51E−01 | 6.96E−01 | 6.99E−01 | 1.84 E+02 | 1.64 E+04 | 3.61E−01 |
| | F6 | Ave | 1.77E−08 | 9.32E−06 | 1.87E−13 | 3.59 E+00 | 4.09E−01 | 9.62E−09 | 1.20E−09 | 4.17E−03 | | Std | 9.08E−08 | 1.44E−05 | 6.11E−13 | 7.04E−01 | 3.04E−01 | 2.38E−09 | 3.07E−09 | 2.22E−03 |
| | F7 | Ave | 1.15E−04 | 3.67E−05 | 4.28E−04 | 3.00E−03 | 4.73E−04 | 5.67E−02 | 2.13E−02 | 1.18E−03 | | Std | 7.56E−05 | 3.20E−05 | 2.34E−04 | 1.34E−03 | 2.14E−04 | 2.49E−02 | 8.59E−03 | 1.33E−03 |
| | F8 | Ave | −1.26 E+04 | −1.26 E+04 | −9.11 E+03 | −6.39 E+03 | −6.05 E+03 | −7.61 E+03 | −9.08 E+03 | −1.19 E+04 | | Std | 1.64E−06 | 8.89E−02 | 7.24 E+02 | 6.83 E+02 | 8.07 E+02 | 8.70 E+02 | 5.44 E+02 | 1.24 E+03 |
| | F9 | Ave | 0.00 E+00 | 0.00 E+00 | 0.00 E+00 | 1.51 E+02 | 5.41E−01 | 4.78 E+01 | 4.85 E+01 | 0.00 E+00 | | Std | 0.00 E+00 | 0.00 E+00 | 0.00 E+00 | 3.54 E+01 | 2.14 E+00 | 1.13 E+01 | 1.37 E+01 | 0.00 E+00 |
| | F10 | Ave | 8.88E−16 | 8.88E−16 | 4.56E−15 | 1.49 E+00 | 1.28E−14 | 1.82 E+00 | 8.86E−02 | 4.56E−15 | | Std | 0.00 E+00 | 0.00 E+00 | 6.49E−16 | 1.63 E+00 | 2.87E−15 | 8.07E−01 | 3.40E−01 | 2.38E−15 |
| | F11 | Ave | 0.00 E+00 | 0.00 E+00 | 0.00 E+00 | 6.57E−03 | 1.40E−03 | 1.07E−02 | 1.11E−02 | 7.35E−03 | | Std | 0.00 E+00 | 0.00 E+00 | 0.00 E+00 | 7.05E−03 | 4.58E−03 | 1.28E−02 | 1.43E−02 | 1.91E−02 |
| | F12 | Ave | 3.16E−10 | 8.06E−07 | 3.46E−03 | 8.00 E+00 | 2.53E−02 | 3.90 E+00 | 3.11E−02 | 1.17E−03 | | Std | 8.13E−10 | 1.06E−06 | 1.89E−02 | 4.19 E+00 | 1.75E−02 | 1.97 E+00 | 7.28E−02 | 1.53E−03 |
| | F13 | Ave | 1.93E−09 | 5.48E−06 | 1.78E−02 | 2.83 E+00 | 2.97E−01 | 7.56E−03 | 2.93E−03 | 4.86E−02 | | Std | 4.41E−09 | 5.87E−06 | 3.38E−02 | 6.31E−01 | 1.06E−01 | 1.18E−02 | 4.94E−03 | 5.55E−02 |
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