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. 2024 Apr 28;9(5):270. doi: 10.3390/biomimetics9050270

Table 5.

The optimal fitness of each algorithm (Dim = 100).

Function Item WOA ACO ALO GWO GJO SCGJO SCMGJO
F1 min 4.80 × 10−87 7.33 × 102 8.38 × 102 1.19 × 10−15 9.01 × 10−32 3.81 × 10−76 0.00 × 100
mean −3.35 × 10−46 −6.82 × 10−4 −1.04 × 10−2 −4.28 × 10−10 −2.60 × 10−18 7.97 × 10−41 −2.05 × 10−164
std 6.95 × 10−45 2.72 × 100 2.91 × 100 3.44 × 10−9 3.00 × 10−17 1.96 × 10−39 0.00 × 100
F2 min 7.70 × 10−54 4.13 × 10−3 2.13 × 10−106 1.64 × 10−8 8.38 × 10−19 1.32 × 10−40 0.00 × 100
mean 6.14 × 10−56 −7.10 × 100 1.41 × 100 2.80 × 10−12 −1.25 × 10−22 −1.60 × 10−43 0.00 × 100
std 2.31 × 10−55 5.05 × 101 4.14 × 101 1.69 × 10−10 9.15 × 10−21 1.74 × 10−42 0.00 × 100
F3 min 9.97 × 105 3.11 × 104 6.21 × 104 6.70 × 100 5.93 × 10−6 6.86 × 10−60 0.00 × 100
mean 1.22 × 100 −2.60 × 10−1 −4.93 × 10−1 −6.05 × 10−4 −1.24 × 10−6 −5.35 × 10−33 −5.41 × 10−165
std 4.97 × 101 2.31 × 101 2.89 × 101 3.12 × 10−1 3.19 × 10−4 2.20 × 10−31 0.00 × 100
F4 min 9.06 × 101 2.87 × 101 2.79 × 101 1.01 × 10−1 1.75 × 10−3 1.84 × 10−22 0.00 × 100
mean −1.24 × 100 −3.46 × 100 3.52 × 10−1 9.72 × 10−3 7.33 × 10−5 1.39 × 10−23 0.00 × 100
std 5.26 × 101 1.81 × 101 1.96 × 101 7.73 × 10−2 1.21 × 10−3 7.75 × 10−23 0.00 × 100
F5 min 9.73 × 101 7.47 × 103 1.11 × 103 9.76 × 101 9.86 × 101 9.81 × 101 9.81 × 101
mean 1.54 × 10−2 6.62 × 10−1 3.64 × 10−1 1.07 × 10−2 3.87 × 10−3 6.38 × 10−3 1.99 × 10−3
std 5.11 × 10−2 6.18 × 100 5.55 × 100 4.80 × 10−2 4.89 × 10−3 4.84 × 10−2 4.01 × 10−3
F6 min 2.93 × 100 7.63 × 102 2.20 × 103 8.42 × 100 1.66 × 101 2.18 × 101 1.94 × 101
mean −4.41 × 10−1 −4.94 × 10−1 −5.21 × 10−1 −3.31 × 10−1 −1.66 × 10−1 −6.83 × 10−2 −9.60 × 10−2
std 1.62 × 10−1 2.78 × 100 4.72 × 100 2.37 × 10−1 2.34 × 10−1 1.78 × 10−1 1.99 × 10−1
F7 min 7.38 × 10−4 2.06 × 106 4.33 × 106 6.02 × 10−3 1.19 × 10−3 4.02 × 10−5 7.92 × 10−5
mean −4.88 × 10−3 −8.64 × 10−2 3.31 × 10−1 5.03 × 10−4 1.02 × 10−3 −5.53 × 10−5 1.22 × 10−6
std 1.65 × 10−2 5.27 × 100 6.25 × 100 2.79 × 10−2 1.27 × 10−2 6.10 × 10−4 1.90 × 10−5
F8 min −6.36 × 103 −5.44 × 103 −5.44 × 103 −2.89 × 103 −2.26 × 103 −1.17 × 103 −3.56 × 103
mean 6.55 × 101 −1.00 × 102 −1.00 × 102 4.11 × 100 6.50 × 10−2 −2.25 × 100 3.72 × 101
std 4.19 × 10−1 0.00 × 100 0.00 × 100 4.78 × 101 4.76 × 101 7.16 × 101 5.39 × 101
F9 min 0.00 × 100 4.30 × 103 2.92 × 103 4.29 × 100 0.00 × 100 0.00 × 100 0.00 × 100
mean −9.59 × 10−10 −2.09 × 10−1 −3.60 × 10−1 9.63 × 10−3 −1.38 × 10−11 2.99 × 10−11 −1.43 × 10−10
std 1.77 × 10−9 6.52 × 100 5.32 × 100 1.73 × 10−1 3.25 × 10−9 2.53 × 10−9 7.83 × 10−10
F10 min 4.44 × 10−16 7.11 × 100 4.44 × 10−16 2.13 × 101 2.12 × 101 4.00 × 10−15 4.44 × 10−16
mean 5.08 × 10−17 3.53 × 10−1 0.00 × 100 5.04 × 10−2 8.10 × 100 −6.96 × 10−17 9.77 × 10−19
std 8.73 × 10−17 2.05 × 100 0.00 × 100 5.49 × 101 5.49 × 101 1.37 × 10−15 1.20 × 10−17
F11 min 0.00 × 100 1.24 × 100 1.16 × 100 6.66 × 10−16 0.00 × 100 0.00 × 100 0.00 × 100
mean −8.22 × 10−10 2.44 × 10−2 −1.76 × 10−3 −3.44 × 10−9 −2.70 × 10−10 −2.22 × 10−9 5.50 × 10−10
std 1.04 × 10−8 3.09 × 100 2.56 × 100 5.09 × 10−8 2.49 × 10−8 1.50 × 10−8 5.65 × 10−9
F12 min 2.78 × 10−2 6.55 × 103 1.63 × 105 1.93 × 10−1 6.21 × 10−1 1.03 × 100 7.75 × 10−1
mean −9.17 × 10−1 1.85 × 10−2 −7.93 × 10−1 −5.65 × 10−1 −3.74 × 10−1 −1.55 × 10−1 −1.22 × 10−1
std 3.19 × 10−1 9.44 × 100 1.04 × 101 4.92 × 10−1 4.73 × 10−1 3.77 × 10−1 3.29 × 10−1
F13 min 1.56 × 100 2.78 × 105 3.59 × 105 6.05 × 100 8.06 × 100 9.70 × 100 9.70 × 100
mean 8.66 × 10−1 −1.11 × 10−1 −1.56 × 10−1 3.72 × 10−1 1.91 × 10−1 3.00 × 10−2 2.98 × 10−2
std 3.39 × 10−1 6.58 × 100 6.77 × 100 4.47 × 10−1 3.72 × 10−1 1.71 × 10−1 1.70 × 10−1