Review Article
Tuna Swarm Optimization: A Novel Swarm-Based Metaheuristic Algorithm for Global Optimization
Table 5
Comparison of results on F1–F13 with 500D.
| | Function | TSO | HHO | EO | TSA | GWO | SSA | PSO | WOA |
| | F1 | Ave | 0.00 E+00 | 6.83E−192 | 5.35E−59 | 4.74E−12 | 2.61E−14 | 3.20 E+04 | 1.32 E+05 | 2.99E−165 | | Std | 0.00 E+00 | 0.00 E+00 | 6.41E−59 | 4.95E−12 | 1.42E−14 | 2.21 E+03 | 2.05 E+04 | 0.00 E+00 |
| | F2 | Ave | 1.24E−230 | 4.93E−96 | 5.52E−35 | 9.54E−09 | 5.31E−09 | 3.39 E+02 | 9.89 E+02 | 1.12E−104 | | Std | 0.00 E+00 | 2.70E−95 | 3.87E−35 | 7.88E−09 | 1.32E−09 | 1.38 E+01 | 1.25 E+02 | 5.58E−104 |
| | F3 | Ave | 0.00 E+00 | 1.08E−87 | 4.43 E+02 | 9.00 E+05 | 8.42 E+04 | 5.87 E+05 | 2.20 E+06 | 2.63 E+07 | | Std | 0.00 E+00 | 5.91E−87 | 1.54 E+03 | 1.17 E+05 | 3.48 E+04 | 2.88 E+05 | 2.95 E+05 | 6.32 E+06 |
| | F4 | Ave | 2.22E−228 | 7.26E−94 | 8.36 E+01 | 9.91 E+01 | 5.10 E+01 | 3.24 E+01 | 7.55 E+01 | 7.29 E+01 | | Std | 0.00 E+00 | 3.97E−93 | 1.93 E+01 | 2.47E−01 | 6.00 E+00 | 2.31 E+00 | 2.98 E+00 | 2.37 E+01 |
| | F5 | Ave | 9.10E−01 | 1.53E−02 | 4.96 E+02 | 4.98 E+02 | 4.97 E+02 | 5.49 E+06 | 1.81 E+08 | 4.95 E+02 | | Std | 1.41 E+00 | 1.80E−02 | 7.74E−01 | 2.08E−01 | 4.29E−01 | 9.42 E+05 | 1.14 E+08 | 2.54E−01 |
| | F6 | Ave | 1.68E−01 | 1.01E−04 | 5.95 E+01 | 9.17 E+01 | 8.83 E+01 | 3.31 E+04 | 1.37 E+05 | 9.03 E+00 | | Std | 2.27E−01 | 1.27E−04 | 2.04 E+00 | 1.92 E+00 | 2.00 E+00 | 2.02 E+03 | 2.41 E+04 | 1.83 E+00 |
| | F7 | Ave | 1.20E−04 | 3.74E−05 | 1.44E−03 | 2.99E−01 | 7.95E−03 | 5.27 E+01 | 1.91 E+03 | 1.17E−03 | | Std | 1.13E−04 | 3.03E−05 | 5.54E−04 | 1.14E−01 | 2.42E−03 | 7.61 E+00 | 7.33 E+02 | 1.32E−03 |
| | F8 | Ave | −2.09 E+05 | −2.09 E+05 | −1.01 E+05 | −3.44 E+04 | −6.29 E+04 | −8.68 E+04 | −7.85 E+04 | −1.99 E+05 | | Std | 7.35E−01 | 1.36 E+00 | 6.70 E+03 | 2.48 E+03 | 9.55 E+03 | 5.27 E+03 | 3.02 E+03 | 1.66 E+04 |
| | F9 | Ave | 0.00 E+00 | 0.00 E+00 | 0.00 E+00 | 5.66 E+03 | 2.09 E+00 | 1.92 E+03 | 3.51 E+03 | 0.00 E+00 | | Std | 0.00 E+00 | 0.00 E+00 | 0.00 E+00 | 4.74 E+02 | 3.15 E+00 | 1.15 E+02 | 1.78 E+02 | 0.00 E+00 |
| | F10 | Ave | 8.88E−16 | 8.88E−16 | 8.70E−15 | 1.10E−07 | 6.67E−09 | 1.22 E+01 | 1.62 E+01 | 3.97E−15 | | Std | 0.00 E+00 | 0.00 E+00 | 2.17E−15 | 5.29E−08 | 1.33E−09 | 3.43E−01 | 7.40E−01 | 2.23E−15 |
| | F11 | Ave | 0.00 E+00 | 0.00 E+00 | 0.00 E+00 | 5.89E−03 | 1.79E−03 | 2.87 E+02 | 1.15 E+03 | 0.00 E+00 | | Std | 0.00 E+00 | 0.00 E+00 | 0.00 E+00 | 1.57E−02 | 6.96E−03 | 2.17 E+01 | 2.43 E+02 | 0.00 E+00 |
| | F12 | Ave | 2.02E−05 | 2.78E−07 | 2.65E−01 | 1.06 E+04 | 7.01E−01 | 1.01 E+02 | 1.34 E+08 | 1.42E−02 | | Std | 5.06E−05 | 3.95E−07 | 1.85E−02 | 1.22 E+04 | 3.05E−02 | 1.52 E+02 | 1.59 E+08 | 3.73E−03 |
| | F13 | Ave | 4.21E−03 | 4.36E−05 | 4.86 E+01 | 1.25 E+03 | 4.51 E+01 | 1.01 E+06 | 5.88 E+08 | 4.72 E+00 | | Std | 1.21E−02 | 7.01E−05 | 3.40E−01 | 8.75 E+02 | 5.29E−01 | 3.96 E+05 | 4.43 E+08 | 1.45 E+00 |
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