Research Article
Adaptive Cat Swarm Optimization Algorithm and Its Applications in Vehicle Routing Problems
Table 6
The statistical results of the algorithms.
| Function | PSO | APSO | CSO | ACSO | Average | Standard deviation | Average | Standard deviation | Average | Standard deviation | Average | Standard deviation |
| F1 | 4.66 × 104 | 3.94 × 103 | 1.46 × 101 | 7.28 × 100 | 2.43 × 10−33 | 3.80 × 10−33 | 1.62 × 10−48 | 2.76 × 10−48 | F2 | 3.74 × 1033 | 6.42 × 1033 | 4.55 × 101 | 1.60 × 101 | 1.50 × 10−19 | 2.59 × 10−19 | 4.40 × 10−24 | 6.61 × 10−24 | F3 | 7.92 × 104 | 2.85 × 104 | 5.29 × 103 | 3.68 × 102 | 6.36 × 10−27 | 1.10 × 10−26 | 45.04 × 10−46 | 8.73 × 10−46 | F4 | 6.91 × 101 | 6.46 × 100 | 3.74 × 100 | 4.14 × 10−1 | 2.92 × 10−16 | 5.06 × 10−16 | 1.33 × 10−25 | 2.31 × 10−25 | F5 | 1.83 × 1010 | 3.53 × 109 | 7.23 × 103 | 2.91 × 103 | 2.88 × 101 | 3.86 × 10−2 | 2.84 × 101 | 1.70 × 10−5 | F6 | 3.89 × 104 | 1.03 × 104 | 2.59 × 101 | 1.52 × 101 | 2.51 × 100 | 1.14 × 10−1 | 3.65 × 100 | 2.08 × 10−1 | F7 | 2.16 × 109 | 5.53 × 108 | 1.09 × 103 | 4.58 × 102 | 8.37 × 10−6 | 6.77 × 10−6 | 1.58 × 10−6 | 1.71 × 10−6 | F8 | −5.69 × 102 | 4.06 × 101 | −1.17 × 103 | 8.78 × 101 | 1.22 × 1039 | 2.12 × 1039 | −6.88 × 102 | 5.27 × 102 | F9 | 4.91 × 104 | 2.63 × 103 | 3.19 × 102 | 4.51 × 101 | 0 | 0 | 0 | 0 | F10 | 2.12 × 101 | 6.89 × 10−2 | 1.77 × 101 | 4.12 × 100 | 8.88 × 10−16 | 0 | 8.88 × 10−16 | 0 | F11 | 1.09 × 101 | 1.31 × 100 | 4.87 × 10−1 | 1.09 × 10−1 | 0 | 0 | 0 | 0 | F12 | 5.97 × 109 | 2.74 × 109 | 5.88 × 100 | 3.74 × 100 | 2.04 × 10−1 | 1.67 × 10−1 | 4.24 × 10−1 | 5.79 × 10−2 | F13 | 1.13 × 1010 | 3.68 × 109 | 2.33 × 101 | 1.45 × 101 | 1.30 × 100 | 5.53 × 10−1 | 2.68 × 10−4 | 1.74 × 10−6 | F14 | 1.26 × 101 | 4.37 × 100 | 1.33 × 100 | 5.74 × 10−1 | 4.33 × 100 | 2.33 × 100 | 1.12 × 100 | 1.38 × 10−1 | F15 | 1.79 × 10−2 | 1.64 × 10−2 | 1.01 × 10−3 | 4.60 × 10−5 | 8.14 × 10−4 | 3.56 × 10−4 | 3.51 × 10−4 | 2.22 × 10−6 | F16 | 1.53 × 104 | 2.61 × 104 | −1.03 × 100 | 0 | −1.03 × 101 | 7.17 × 10−4 | −1.02 × 100 | 9.85 × 10−3 | F17 | 1.83 × 100 | 2.34 × 100 | 3.98 × 10−1 | 0 | 4.02 × 10−1 | 7.39 × 10−3 | 3.98 × 10−1 | 2.97 × 10−5 | F18 | 1.27 × 108 | 2.06 × 108 | 3.00 | 5.44 × 10−16 | 3.00 × 100 | 8.84 × 10−4 | 3.43 × 100 | 5.22 × 10−1 | F19 | −2.07 × 10−33 | 3.58 × 10−33 | −3.86 × 100 | 3.14 × 10−16 | −3.72 × 100 | 1.07 × 10−1 | −2.99 × 100 | 5.14 × 10−1 | F20 | 0 | 0 | −6.59 × 10−1 | 5.79 × 10−1 | −1.85 × 100 | 7.13 × 10−1 | −1.33 × 100 | 1.54 × 10−1 | F21 | −3.59 × 10−2 | 2.85 × 10−2 | −3.47 × 100 | 1.41 × 100 | −2.14 × 100 | 8.35 × 10−1 | −1.02 × 101 | 6.80 × 10−9 | F22 | −1.91 × 10−2 | 1.40 × 10−2 | −1.04 × 101 | 1.78 × 10−15 | −3.66 × 100 | 1.04 × 100 | −1.04 × 101 | 3.90 × 10−7 | F23 | −1.10 × 10−2 | 1.89 × 10−3 | −7.83 × 100 | 4.69 × 100 | −3.00 × 100 | 7.05 × 10−1 | −1.05 × 101 | 1.38 × 10−7 |
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