Skip to main content
. 2024 Apr 28;9(5):270. doi: 10.3390/biomimetics9050270

Table 3.

The optimal fitness of each algorithm (Dim = 30).

Function Item WOA ACO ALO GWO GJO SCGJO SCMGJO
F1 min 2.17 × 10−86 4.06 × 103 2.17 × 10−4 1.34 × 10−33 4.32 × 10−63 7.17 × 10−111 0.00 × 100
mean −9.99 × 10−46 4.67 × 10−1 1.47 × 10−5 1.94 × 10−18 2.07 × 10−33 −8.80 × 10−57 −2.44 × 10−164
std 2.73 × 10−44 1.18 × 101 2.74 × 10−3 6.52 × 10−18 1.20 × 10−32 1.29 × 10−56 0.00 × 100
F2 min 1.75 × 10−57 7.58 × 103 6.77 × 102 8.64 × 10−19 4.15 × 10−36 1.22 × 10−55 0.00 × 100
mean 2.66 × 10−59 6.74 × 100 1.76 × 101 6.33 × 10−21 −8.66 × 10−39 5.25 × 10−58 0.00 × 100
std 1.10 × 10−58 1.03 × 102 3.28 × 101 2.89 × 10−20 1.45 × 10−37 5.16 × 10−57 0.00 × 100
F3 min 1.98 × 104 1.38 × 105 2.08 × 103 2.56 × 10−10 3.37 × 10−24 1.52 × 10−78 0.00 × 100
mean 5.77 × 10−1 1.89 × 100 −1.90 × 10−1 −6.53 × 10−8 −1.17 × 10−14 −7.13 × 10−43 −1.95 × 10−164
std 2.93 × 101 7.82 × 101 1.48 × 101 4.99 × 10−6 5.26 × 10−13 3.35 × 10−40 0.00 × 100
F4 min 1.56 × 101 8.56 × 101 1.46 × 101 5.45 × 10−9 1.04 × 10−18 2.65 × 10−46 0.00 × 100
mean −1.15 × 100 −7.37 × 100 −7.28 × 10−2 1.37 × 10−9 −8.97 × 10−20 6.19 × 10−48 0.00 × 100
std 9.63 × 100 5.23 × 101 1.23 × 101 5.20 × 10−9 9.39 × 10−19 1.67 × 10−46 0.00 × 100
F5 min 2.78 × 101 2.01 × 103 3.85 × 103 2.79 × 101 2.62 × 101 2.81 × 101 2.89 × 101
mean 3.24 × 10−2 −3.09 × 101 6.08 × 10−1 2.70 × 10−2 7.39 × 10−2 2.20 × 10−2 3.06 × 10−3
std 8.34 × 10−2 1.82 × 102 1.29 × 100 8.62 × 10−2 2.08 × 10−1 8.96 × 10−2 4.68 × 10−3
F6 min 6.84 × 10−2 4.62 × 103 2.46 × 10−4 3.76 × 10−5 2.26 × 100 5.02 × 100 4.74 × 100
mean −4.95 × 10−1 −1.85 × 100 −5.00 × 10−1 −5.00 × 10−1 −3.50 × 10−1 −1.77 × 10−1 −2.00 × 10−1
std 4.83 × 10−2 1.25 × 101 2.91 × 10−3 1.13 × 10−3 2.33 × 10−1 2.54 × 10−1 2.50 × 10−1
F7 min 6.73 × 10−4 4.68 × 10−1 1.31 × 10−1 5.65 × 10−4 1.78 × 10−4 3.19 × 10−5 2.03 × 10−5
mean 1.27 × 10−3 7.05 × 10−1 −1.07 × 10−2 −9.84 × 10−4 −3.86 × 10−5 −7.60 × 10−5 −1.13 × 10−4
std 3.07 × 10−2 2.72 × 10−1 1.48 × 10−1 2.21 × 10−2 1.73 × 10−2 1.22 × 10−3 2.85 × 10−4
F8 min −1.87 × 103 −1.83 × 103 −1.63 × 103 −1.17 × 103 −9.83 × 102 −8.19 × 102 −1.53 × 103
mean 6.25 × 101 −6.16 × 101 −1.00 × 102 1.12 × 101 5.44 × 100 −9.29 × 100 5.09 × 101
std 1.67 × 101 3.38 × 101 0.00 × 100 5.73 × 101 5.45 × 101 5.90 × 101 3.68 × 101
F9 min 0.00 × 100 3.25 × 101 9.65 × 101 5.68 × 10−14 0.00 × 100 0.00 × 100 0.00 × 100
mean −2.33 × 10−9 −2.18 × 100 −3.32 × 10−2 1.26 × 10−9 −2.52 × 10−10 5.14 × 10−10 9.02 × 10−11
std 2.47 × 10−9 9.82 × 100 1.82 × 100 5.89 × 10−9 3.62 × 10−9 3.14 × 10−9 2.65 × 10−10
F10 min 4.44 × 10−16 2.10 × 101 2.81 × 100 2.09 × 101 2.08 × 101 4.00 × 10−15 4.44 × 10−16
mean −5.81 × 10−17 6.10 × 101 1.28 × 10−1 9.32 × 100 6.12 × 100 −3.01 × 10−16 4.98 × 10−18
std 1.21 × 10−16 8.24 × 101 7.42 × 10−1 5.79 × 101 6.46 × 101 1.25 × 10−15 1.31 × 10−16
F11 min 0.00 × 100 1.89 × 100 1.07 × 10−2 1.14 × 10−2 0.00 × 100 0.00 × 100 0.00 × 100
mean −2.25 × 10−9 −1.88 × 100 2.84 × 10−1 −2.87 × 10−1 −1.14 × 10−9 1.27 × 10−9 8.92 × 10−10
std 1.49 × 10−8 1.09 × 101 1.13 × 100 1.13 × 100 1.61 × 10−8 7.64 × 10−9 3.39 × 10−9
F12 min 2.78 × 10−2 1.20 × 10−2 1.17 × 101 6.89 × 10−6 3.00 × 10−1 7.42 × 10−1 6.32 × 10−1
mean −8.51 × 10−1 1.45 × 100 −8.05 × 10−1 −1.00 × 100 −4.93 × 10−1 −2.47 × 10−1 −3.62 × 10−1
std 3.22 × 10−1 2.74 × 101 7.28 × 100 5.91 × 10−3 5.07 × 10−1 4.47 × 10−1 4.81 × 10−1
F13 min 2.28 × 10−1 3.49 × 10−1 7.75 × 100 6.30 × 10−1 1.64 × 100 2.57 × 100 2.90 × 100
mean 9.44 × 10−1 7.66 × 100 1.06 × 100 7.76 × 10−1 4.50 × 10−1 1.87 × 10−1 5.72 × 10−2
std 2.55 × 10−1 2.86 × 101 1.62 × 100 4.07 × 10−1 4.97 × 10−1 4.29 × 10−1 2.16 × 10−1