Research Article
Solving Unconstrained Global Optimization Problems via Hybrid Swarm Intelligence Approaches
Table 10
Comparison of the success rate % of the proposed RGA-PSO and AIA-PSO approaches and those of the hybrid algorithms for 11 TPs.
| TP number | Function name | Success rate % | | | NM-PSO [9] | PSACO [10] | GA-PSO [9] | DE-PSO [12] | AM-PSO1 [12] | AM-PSO2 [12] | CHA [10] | CTSS [10] | AIA-PSO (this work) | RGA-PSO (this work) |
| 2 | GP | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 3 | ES | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 4 | B2 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 5 | DJ | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 7 | RC | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 9 | RS2 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 10 | RS5 | 100 | 100 | 100 | 100 | 100 | 100 | — | — | 100 | 100 | 11 | SH | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 12 | ZA2 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 13 | ZA5 | 100 | 100 | 100 | 100 | 100 | 100 | — | — | 100 | 100 | 14 | ZA10 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | — | 100 | 100 |
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(“—” denotes unavailable information).
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