Vs | Criteria | Algorithm | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
Traditional algorithms | DE variants | PSO variants | Hybrid variants | Proposed algorithms | |||||||
EO | HHO | JADE | SHADE | HEPSO | RPSOLF | PSOSCALF | FAPSO | aPSO | haDEPSO | ||
aDE | Better | 21 | 15 | 20 | 13 | 21 | 21 | 18 | 14 | 15 | 0 |
 | Equal | 2 | 8 | 3 | 9 | 2 | 2 | 5 | 9 | 8 | 16 |
 | Worst | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 7 |
 | R+ | 313 | 416 | 345 | 355 | 329 | 465 | 323 | 377 | 342 | 315 |
 | R− | 152 | 49 | 120 | 130 | 136 | 79 | 142 | 88 | 123 | 150 |
 | p value | 5.2e−10 | 5.6e−10 | 8.2e−10 | 5.8e−10 | 6.2e−10 | 6.9e−07 | 4.3e−09 | 6.2e−11 | 5.1e−10 | 6.9e−07 |
 | t test | a | a | a | a+ | a | a | a | a+ | a+ | a+ |
 | Decision | + | + | + | ≈ | + | ≈ | + | ≈ | + | + |
Vs | Â | EO | HHO | JADE | SHADE | HEPSO | RPSOLF | PSOSCALF | FAPSO | aDE | haDEPSO |
---|---|---|---|---|---|---|---|---|---|---|---|
aPSO | Better | 21 | 11 | 20 | 13 | 20 | 19 | 19 | 15 | 0 | 0 |
 | Equal | 2 | 4 | 2 | 9 | 2 | 2 | 3 | 4 | 7 | 8 |
 | Worst | 0 | 8 | 1 | 1 | 1 | 2 | 1 | 4 | 16 | 15 |
 | R+ | 387 | 293 | 335 | 305 | 312 | 323 | 382 | 300 | 350 | 400 |
 | R− | 78 | 172 | 130 | 160 | 153 | 142 | 83 | 165 | 115 | 65 |
 | p value | 5.3e−10 | 5.1e−09 | 6.2e−10 | 4.6e−08 | 5.7e−10 | 5.1e−09 | 5.6e−10 | 5.8e−10 | 6.2e−09 | 5.3e−10 |
 | t test | a | a | a | a+ | a | a+ | a+ | a+ | a | a+ |
 | Decision | ≈ | ≈ | + | + | ≈ | + | + | + | + | + |
Vs | Â | EO | HHO | JADE | SHADE | HEPSO | RPSOLF | PSOSCALF | FAPSO | aDE | aPSO |
---|---|---|---|---|---|---|---|---|---|---|---|
haDEPSO | Better | 0 | 14 | 20 | 13 | 20 | 20 | 15 | 14 | 8 | 15 |
 | Equal | 6 | 7 | 3 | 10 | 3 | 3 | 8 | 9 | 15 | 8 |
 | Worst | 17 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
 | R+ | 294 | 321 | 329 | 367 | 330 | 313 | 377 | 293 | 323 | 304 |
 | R− | 171 | 144 | 136 | 98 | 135 | 152 | 88 | 172 | 142 | 161 |
 | p value | 5.1e−10 | 6.2e−10 | 4.6e−08 | 5.7e−10 | 5.1e−07 | 5.1e−10 | 5.3e−08 | 6.2e−09 | 4.6e−10 | 5.7e−07 |
 | t test | a | a | a | a+ | a | a+ | a+ | a | a+ | a |
 | Decision | + | + | ≈ | + | + | ≈ | + | ≈ | + | + |