函数 | 维数 | 算法 | 最优值 | 最差值 | 平均值 | 均方差 |
F1 | 100 | ALO | 0.137 39 | 3.8784 | 0.927 | 2.4624 |
WALO | 1.09 × 10−12 | 1.31 × 10−9 | 2.63 × 10−10 | 6.28 × 10−20 | ||
HALO | 3.71 × 10−7 | 1.32 × 10−6 | 8.59 × 10−7 | 4.17 × 10−14 | ||
ICA | 0.00183 | 1.0422 | 7.92 × 10−2 | 3.68 × 10−2 | ||
ICALO | 6.58 × 10−15 | 1.29 × 10−10 | 7.26 × 10−11 | 2.29 × 10−25 | ||
F2 | 100 | ALO | 64.456 | 4.54 × 10+29 | 1.51 × 10+28 | 6.88 × 10+57 |
WALO | 1.60 × 10−6 | 3.03 × 10−5 | 9.01 × 10−2 | 4.18 × 10−11 | ||
HALO | 0.000 19 | 0.000 74 | 2.90 × 10−4 | 1.03 × 10−8 | ||
ICA | 24.125 | 44.733 | 36.62 | 63.615 | ||
ICALO | 4.09 × 10−8 | 6.84 × 10−5 | 5.96 × 10−7 | 6.84 × 10−15 | ||
F3 | 100 | ALO | 252.13 | 525.33 | 348.0637 | 4.64 × 10+3 |
WALO | 1.99 × 10−11 | 1.57 × 10−9 | 3.49 × 10−10 | 1.92 × 10−19 | ||
HALO | 1.20 × 10−6 | 369.05 | 1.55 × 10+2 | 2.17 × 10+4 | ||
ICA | 131.47 | 264.94 | 187.9973 | 1.35 × 10+3 | ||
ICALO | 0.00 × 10+00 | 3.51 × 10−13 | 1.89 × 10−15 | 4.18 × 10−19 | ||
F4 | 100 | ALO | 10.035 | 16.018 | 1.27 × 10+1 | 23.0 |
WALO | 8.33 × 10−7 | 5.63 × 10−4 | 2.79 × 10−5 | 1.67 × 10−12 | ||
HALO | 8.88 × 10−6 | 0.00031 | 2.30 × 10−4 | 5.01 × 10−9 | ||
ICA | 6.6864 | 10.179 | 8.59 | 23.15 | ||
ICALO | 6.94 × 10−9 | 6.32 × 10−7 | 9.72 × 10−7 | 6.58 × 10−16 | ||
F5 | 100 | ALO | 5.245 5 | 31.378 | 17.733 93 | 52.62 |
WALO | 7.82 × 10−12 | 1.49 × 10−9 | 3.32 × 10−10 | 1.54 × 10−19 | ||
HALO | 1.69 × 10−6 | 0.275 6 | 1.79 × 10−2 | 4.63 × 10−3 | ||
ICA | 4.314 4 | 12.694 | 7.713 64 | 20.061 | ||
ICALO | 9.84 × 10−14 | 6.18 × 10−10 | 4.94 × 10−13 | 9.58 × 10−24 | ||
F6 | 100 | ALO | 307.5 | 1 128.2 | 701.763 | 4.04 × 10+4 |
WALO | 2.22 × 10−13 | 4.03 × 10−10 | 1.23 × 10−10 | 1.51 × 10−20 | ||
HALO | 4.48 × 10−7 | 1.27 × 10−6 | 8.25 × 10−7 | 4.49 × 10−14 | ||
ICA | 51.612 | 492.81 | 158.068 8 | 1.85 × 10+4 | ||
ICALO | 3.04 × 10−15 | 5.18 × 10−11 | 9.48 × 10−12 | 9.14 × 10−24 | ||
F7 | 100 | ALO | 24.856 | 94.647 | 47.35 | 3.02 × 10+2 |
WALO | 7.92 × 10−9 | 1.24 × 10−6 | 3.40 × 10−8 | 1.26 × 10−21 | ||
HALO | 5.22 × 10−8 | 1.24 × 10−7 | 8.33 × 10−8 | 3.92 × 10−16 | ||
ICA | 35.394 | 103.38 | 64.35 | 1.89 × 10+3 | ||
ICALO | 6.95 × 10−15 | 6.94 × 10−12 | 9.59 × 10−13 | 5.21 × 10−28 | ||
F8 | 100 | ALO | 3.99 × 10+6 | 6.87 × 10+7 | 2.25 × 10+7 | 2.72 × 10+14 |
WALO | 5.96 × 10−9 | 4.72 × 10−7 | 1.18 × 10−7 | 1.51 × 10−14 | ||
HALO | 105.95 | 123.91 | 1.13 × 10+2 | 153.9 | ||
ICA | 1.75 × 10+6 | 2.27 × 10+7 | 7.36 × 10+6 | 2.07 × 10+13 | ||
ICALO | 9.58 × 10−13 | 5.45 × 10−10 | 4.43 × 10−10 | 9.84 × 10−21 | ||
F9 | 100 | ALO | 3.35 × 10+7 | 1.15 × 10+8 | 7.50 × 10+7 | 5.17 × 10+14 |
WALO | 9.59 × 10−7 | 9.79 × 10−5 | 3.31 × 10−5 | 8.78 × 10−10 | ||
HALO | 5.47 × 10−2 | 1.54 × 10−1 | 9.79 × 10−2 | 6.77 × 10−4 | ||
ICA | 4.28 × 10−2 | 1.34 × 10−1 | 8.95 × 10−2 | 4.80 × 10−4 | ||
ICALO | 3.48 × 10−9 | 5.78 × 10−8 | 1.64 × 10−8 | 9.45 × 10−16 | ||
F10 | 100 | ALO | 31.65 | 46.62 | 41.645 | 59.462 |
WALO | 1.65 × 10−11 | 4.30 × 10−9 | 9.21 × 10−10 | 1.12 × 10−18 | ||
HALO | 6.80 × 10−4 | 40.651 | 25.352 | 130.926 | ||
ICA | 27.611 | 37.62 | 32.641 | 47.561 | ||
ICALO | 4.29 × 10−14 | 9.59 × 10−11 | 2.29 × 10−12 | 3.23 × 10−24 |