Table 4.
Performance comparison among IAMDA, AMDA, BDA, and BPSO on unimodal benchmark functions and multimodal benchmark functions.
f | Metric | IAMDA | AMDA | BDA | BPSO |
---|---|---|---|---|---|
f 1 | Mean | 0.2244 | 1.2797 | 1.8412 | 1.5942 |
SD | 0.1599 | 0.9732 | 1.6625 | 1.3609 | |
Med | 0.1510 | 0.6655 | 1.6669 | 1.3278 | |
Rank | 1 | 2 | 4 | 3 | |
f 2 | Mean | 0.0676 | 0.1751 | 0.1883 | 0.2137 |
SD | 0.0216 | 0.0913 | 0.1004 | 0.0882 | |
Med | 0.0585 | 0.1423 | 0.2765 | 0.2702 | |
Rank | 1 | 2 | 3 | 4 | |
f 3 | Mean | 3.4279 | 15.1108 | 19.8865 | 21.8408 |
SD | 1.9467 | 14.1566 | 22.7839 | 11.6904 | |
Med | 2.4599 | 18.7306 | 19.1034 | 23.0999 | |
Rank | 1 | 2 | 3 | 4 | |
f 4 | Mean | 0.3383 | 0.6840 | 0.8205 | 0.8701 |
SD | 0.0988 | 0.4461 | 0.3266 | 0.3559 | |
Med | 0.3446 | 0.6906 | 0.9330 | 0.9568 | |
Rank | 1 | 2 | 3 | 4 | |
f 5 | Mean | 22.6485 | 36.2572 | 82.5599 | 133.7547 |
SD | 3.0791 | 10.9330 | 11.4133 | 9.5546 | |
Med | 20.4659 | 30.0536 | 71.9376 | 124.0569 | |
Rank | 1 | 2 | 3 | 4 | |
f 6 | Mean | 1.0166 | 2.2309 | 3.0771 | 8.9318 |
SD | 0.5524 | 11.0604 | 9.7121 | 13.7554 | |
Med | 1.7111 | 3.6660 | 3.1051 | 11.9169 | |
Rank | 1 | 2 | 3 | 4 | |
f 7 | Mean | 0.0179 | 0.0186 | 0.0387 | 0.0309 |
SD | 0.0119 | 0.0156 | 0.0235 | 0.0216 | |
Med | 0.0163 | 0.0182 | 0.0327 | 0.0335 | |
Rank | 1 | 2 | 4 | 3 | |
f 8 | Mean | −2.0236e+03 | −1.9898e+03 | −1.7002e+03 | −1.8200e+03 |
SD | 53.4828 | 170.8601 | 147.8324 | 101.7015 | |
Med | −2.0207e+03 | −1.8977e+03 | −1.6972e+03 | −1.8307e+03 | |
Rank | 1 | 2 | 4 | 3 | |
f 9 | Mean | 0.6359 | 1.2144 | 3.0472 | 2.1303 |
SD | 1.7575 | 5.5272 | 3.7159 | 5.0115 | |
Med | 0.7802 | 0.8932 | 3.5783 | 2.3890 | |
Rank | 1 | 2 | 4 | 3 | |
f 10 | Mean | 1.6269 | 2.0406 | 7.0218 | 7.0607 |
SD | 0.7271 | 2.4153 | 2.5491 | 2.4290 | |
Med | 1.4469 | 2.3801 | 6.7427 | 7.4276 | |
Rank | 1 | 2 | 3 | 4 | |
f 11 | Mean | 0.2291 | 0.3381 | 0.8498 | 0.5594 |
SD | 0.2448 | 1.2435 | 1.6054 | 1.1212 | |
Med | 0.2821 | 0.4894 | 0.7234 | 0.4527 | |
Rank | 1 | 2 | 4 | 3 | |
f 12 | Mean | 0.3092 | 0.5014 | 0.8959 | 0.7153 |
SD | 0.1880 | 0.3313 | 0.5359 | 0.4502 | |
Med | 0.3947 | 0.4381 | 0.8416 | 0.7652 | |
Rank | 1 | 2 | 4 | 3 | |
f 13 | Mean | 0.1547 | 0.2057 | 0.5492 | 0.2908 |
SD | 0.0675 | 0.7528 | 2.2227 | 1.2097 | |
Med | 0.1654 | 0.2089 | 0.5847 | 0.1755 | |
Rank | 1 | 2 | 4 | 3 |