Table 2 Quality assessment of the results generated by the three initialization methods (\(\alpha = 0.05\)).
Initialization [Algorithm] | Traditional method based on CCS [PSO] | Traditional method based on SCS [SGWO,SWOA,SHHO,SDBO,SPSO] | [SAEPSO] Optimization method in this paper | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Environment | Max. | Min. | Mean | Std | T-test | Max. | Min. | Mean | Std | T-test | Max. | Min. | Mean | Std | T-test |
Scenario 1 | 3 | 0 | 0.48 | 0.66 | ✔ | 18 | 4 | 9.58 | 2.70 | ✔ | 35 | 10 | 23.62 | 5.36 | – |
Scenario 2 | 2 | 0 | 0.31 | 0.54 | ✔ | 11 | 1 | 4.77 | 2.08 | ✔ | 21 | 5 | 11.72 | 3.50 | – |
Scenario 3 | 1 | 0 | 0.05 | 0.22 | ✔ | 2 | 0 | 0.27 | 0.47 | ✔ | 3 | 0 | 0.56 | 0.69 | – |
Scenario 4 | 1 | 0 | 0.06 | 0.24 | ✔ | 16 | 2 | 7.45 | 3.06 | ✔ | 30 | 7 | 16.33 | 4.51 | – |
Scenario 5 | 1 | 0 | 0.02 | 0.14 | ✔ | 7 | 0 | 2.16 | 1.22 | ✔ | 13 | 1 | 5.01 | 2.46 | – |
Scenario 6 | 1 | 0 | 0.01 | 0.10 | ✔ | 6 | 0 | 1.32 | 1.23 | ✔ | 8 | 0 | 3.11 | 1.95 | – |
