Research Article
Predatory Search Strategy Based on Swarm Intelligence for Continuous Optimization Problems
Table 6
Exploration performance of the different algorithms.
| | Algorithm | Index | Sphere | Rosenbrock | Schaffer's | Rastrigrin | Griewank |
| 10 | | Suc. rate | 1 | 0.82 | 0.75 | 0.97 | 0.96 | GPSO | Iterations | 1379.95 | 1847.4512 | 1808.3334 | 605.8866 | 1149.5938 | | Ave. time (s) | 0.216 | 0.360 | 0.059 | 0.154 | 0.264 | | Suc. rate | 1 | 0.98 | 1 | 0 | 1 | GTO | Iterations | 1.04 | 164.79 | 3.2333333 | — | 1.01 | | Ave. time (s) | 0.009 | 0.038 | 0.011 | — | 0.009 | | Suc. rate | 1 | 1 | 1 | 1 | 1 | PSS-PSO | Iterations | 832.66 | 1879.39 | 1570.9 | 690.5 | 998.34 | | Ave. time (s) | 0.140 | 0.317 | 0.040 | 0.144 | 0.200 |
| 30 | | Suc. rate | 1 | 0.93 | 1 | 1 | 0.99 | GPSO | Iterations | 320.59 | 780.17896 | 959.46 | 226.89 | 433.21213 | | Ave. time (s) | 0.159 | 0.464 | 0.058 | 0.144 | 0.292 | | Suc. rate | 1 | 1 | 1 | 0 | 1 | GTO | Iterations | 1.06 | 111.31 | 3.2666 | — | 1 | | Ave. time (s) | 0.01 | 0.038 | 0.011 | — | 0.01 | | Suc. rate | 1 | 1 | 1 | 1 | 1 | PSS-PSO | Iterations | 332.81 | 648.07 | 434.0 | 243.94 | 319.57 | | Ave. time (s) | 0.163 | 0.311 | 0.030 | 0.151 | 0.192 |
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