Research Article
A Master-Slave Salp Swarm Algorithm Optimizer for Hybrid Energy Storage System Control Strategy in Electric Vehicles
Table 2
MSSSA Wilcoxon rank sum test results.
| | SSA | WOA | GA | MFO | PSO | DA |
| | F1 | | | | | | | | | 0.273 | 0.0002 | 0.0001 | 0.0002 | 0.0002 | 0.0002 | | | 0 | 1 | 1 | 1 | 1 | 1 | | zval | 1.0961 | 3.7418 | -3.7979 | -3.7433 | -3.7418 | -3.7418 | | Rank sum | 120 | 155 | 55 | 55 | 55 | 55 | | F2 | | | | | | | | | 0.3847 | 0.0002 | 0.0002 | 0.0002 | 0.0002 | 0.0002 | | | 1 | 1 | 1 | 1 | 1 | 1 | | zval | -2.0693 | 3.7418 | -3.7503 | 3.7418 | -3.7418 | -3.7418 | | Rank sum | 82 | 155 | 55 | 155 | 55 | 55 | | F3 | | | | | | | | | 0.6232 | 1.83-04 | 1.61-04 | 1.61-04 | 0.0058 | 1.83-04 | | | 0 | 1 | 1 | 1 | 1 | 1 | | zval | -0.4914 | -3.7418 | -3.7732 | -3.7732 | 2.7591 | -3.7418 | | Rank sum | 98 | 55 | 55 | 55 | 142 | 55 | | F4 | | | | | | | | | 0.241 | 0.0256 | 1.73-04 | 0.0028 | 1.77-04 | 1.82-04 | | | 0 | 1 | 1 | 1 | 1 | 1 | | zval | 1.1726 | -2.2317 | -3.756 | 2.987 | -3.7503 | -3.7433 | | Rank sum | 121 | 75 | 55 | 145 | 55 | 55 | | F5 | | | | | | | | | 0.4274 | 0.0538 | NA | 0.8501 | 0.0101 | 6.39-05 | | | 0 | 0 | NA | 0 | 1 | 1 | | zval | 0.7937 | 1.9283 | NA | -0.1891 | -2.5711 | 3.9981 | | Rank sum | 116 | 131 | NA | 102 | 70 | 155 | | F6 | | | | | | | | | 9.70-01 | 1.83-04 | 1.74-04 | 1.82-04 | 1.81-04 | 1.03-04 | | | 0 | 1 | 1 | 1 | 1 | 1 | | zval | 3.78-02 | -3.74+00 | -3.75+00 | 3.74+00 | -3.74+00 | -1.48+00 | | Rank sum | 106 | 55 | 55 | 155 | 55 | 55 | | F7 | | | | | | | | | 1 | 0.0011 | 1.82-04 | 0.014 | 1.83-04 | 1 | | | 0 | 1 | 1 | 1 | 1 | 0 | | zval | 0 | 3.2542 | -3.7433 | 2.4568 | -3.7418 | 0 | | Rank sum | 105 | 148.5 | 55 | 138 | 55 | 105 | | F8 | | | | | | | | | 4.09-02 | 2.57-02 | 1.75-04 | 1.30-03 | 1.82-04 | 1.82-04 | | | 1 | 1 | 1 | 1 | 1 | 1 | | zval | 2.04+00 | 2.23+00 | -3.75+00 | 3.22+00 | 3.74+00 | -3.74+00 | | Rank sum | 132.5 | 135 | 55 | 148 | 155 | 55 | | F9 | | | | | | | | | 8.80-01 | NA | 6.29-05 | 4.03-01 | 1.81-04 | 2.56-02 | | | 0 | NA | 1 | 0 | 1 | 1 | | zval | -1.52-01 | NA | -4.00+00 | -8.36-01 | -3.74+00 | -2.23+00 | | Rank sum | 102.5 | NA | 55 | 93 | 55 | 75 | | F10 | | | | | | | | | 5.96-01 | 1.40-04 | NA | 6.34-05 | 1.82-04 | 2.80-03 | | | 0 | 1 | NA | 1 | 1 | 1 | | zval | -5.30-01 | 3.81+00 | NA | 4.00+00 | -3.74+00 | -2.99+00 | | Rank sum | 97.5 | 155 | NA | 155 | 55 | 65 | | F11 | | | | | | | | | 4.73-01 | 2.40-01 | 6.39-05 | 2.57-02 | 1.83-04 | 2.11-02 | | | 0 | 0 | 1 | 1 | 1 | 1 | | zval | -7.18-01 | 2.95+00 | -4.00+00 | 2.23+00 | 3.74+00 | -2.31+00 | | Rank sum | 95 | 84 | 55 | 135 | 155 | 74 | | F12 | | | | | | | | | 3.08-01 | 2.80-03 | 6.39-05 | 2.54-02 | 2.03 | 1.00-03 | | | 1 | 1 | 1 | 1 | 1 | 1 | | zval | -1.06+00 | -2.99+00 | -4.00+00 | 2.24+00 | -2.99+00 | -3.29+00 | | Rank sum | 87 | 65 | 55 | 135 | 65 | 61 | | F13 | | | | | | | | | 3.93-01 | 7.40-01 | 4.88-05 | 1.29-01 | 8.15-05 | 1.24-04 | | | 0 | 0 | 1 | 0 | 1 | 1 | | zval | -8.54-01 | 3.32-01 | -4.06+00 | 1.52+00 | -3.94+00 | -3.84+00 | | Rank sum | 113 | 132 | 66 | 143 | 66 | 66 | | F14 | | | | | | | | | NA | 3.68E-01 | NA | 3.68-01 | 9.33-02 | 1.47-02 | | | 0 | 0 | NA | 0 | 0 | 1 | | zval | NA | -9.00-01 | NA | -9.00-01 | -1.68+00 | -2.44+00 | | Rank sum | 105 | 100 | NA | 100 | 95 | 80 | | F15 | | | | | | | | | 9.30-03 | 2.62-02 | 1.22-04 | 4.34-02 | 4.59-01 | 1.00-03 | | | 1 | 1 | 1 | 1 | 0 | 1 | | zval | -2.60+00 | 2.22+00 | -3.84+00 | -2.02+00 | -7.40-01 | -3.29+00 | | Rank sum | 86.5 | 153 | 66 | 92 | 110 | 74 | | F16 | | | | | | | | | NA | NA | 5.59-05 | NA | NA | NA | | | 0 | 0 | 1 | 0 | 1 | 2 | | zval | NA | NA | -4.03+00 | NA | NA | NA | | Rank sum | 105 | 105 | 55 | 105 | 106 | 107 | | F17 | | | | | | | | | NA | NA | NA | NA | NA | NA | | | NA | NA | NA | NA | NA | NA | | zval | NA | NA | NA | NA | NA | NA | | Rank sum | NA | NA | NA | NA | NA | NA | | F18 | | | | | | | | | 1.49-02 | 1.49-02 | 1.52-04 | 1.49-02 | 1.49-02 | 1.49-02 | | | 1 | 1 | 1 | 1 | 1 | 1 | | zval | 2.43+00 | 2.43+00 | -3.79+00 | 2.43+00 | 2.43+00 | 2.43+00 | | Rank sum | 130 | 130 | 55 | 130 | 130 | 130 | | F19 | | | | | | | | | 7.47-04 | 7.47-04 | NA | 7.47-04 | 7.47-04 | 7.47-04 | | | 1 | 1 | NA | 1 | 1 | 1 | | zval | 3.37+00 | 3.37+00 | NA | 3.37+00 | 3.37+00 | 3.37+00 | | Rank sum | 145 | 145 | NA | 145 | 145 | 145 | | F20 | | | | | | | | | 7.89-01 | 1.33-01 | NA | 7.65-01 | 9.21-02 | 9.38-01 | | | 0 | 0 | NA | 0 | 0 | 0 | | zval | 2.68-01 | 1.50+00 | NA | -2.99-01 | 1.68+00 | -7.72-02 | | Rank sum | 108.5 | 124 | NA | 101 | 126 | 103.5 | | F21 | | | | | | | | | 0.6701 | 0.1675 | NA | 0.0435 | 0.3222 | 0.3662 | | | 0 | 0 | NA | 1 | 0 | 0 | | zval | 0.426 | 1.3803 | NA | -2.0186 | -0.9899 | -0.9036 | | Rank sum | 109 | 115 | NA | 81 | 94 | 95 | | F22 | | | | | | | | | 1 | 0.5828 | NA | 0.5842 | 1 | 0.6264 | | | 0 | 0 | NA | 0 | 0 | 0 | | zval | 0 | -0.5493 | NA | -0.5472 | 0 | -0.4869 | | Rank sum | 105.5 | 100 | NA | 100 | 105 | 100.5 | | F23 | | | | | | | | | NA | NA | NA | 0.0348 | 0.3681 | 1.59E-05 | | | 0 | 1 | NA | 1 | 0 | 1 | | zval | NA | NA | NA | -2.1102 | -0.9 | 4.3153 | | Rank sum | 105 | 106 | NA | 85 | 100 | 155 |
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