Table 4.
Test functions results.
| Function | Algorithm | Average Value | Standard Deviation |
|---|---|---|---|
| f1 | Improved GWO | 0 | 0 |
| PSO | 3.125 × 10−2 | 2.716 × 10−2 | |
| SSA | 1.891 × 10−257 | 0 | |
| MA | 1.711 × 10−43 | 4.254 × 10−43 | |
| f2 | Improved GWO | 0 | 0 |
| PSO | 1.416 × 10−1 | 3.581−1 | |
| SSA | 1.435 × 10−93 | 8.487 × 10−93 | |
| MA | 2.255 × 102 | 8.183 × 102 | |
| f3 | Improved GWO | 0 | 0 |
| PSO | 7.225 × 10−2 | 5.331 × 10−1 | |
| SSA | 2.821 × 10−180 | 0 | |
| MA | 7.318 × 10−5 | 5149 × 10−4 | |
| f4 | Improved GWO | 0 | 0 |
| PSO | 9.225 × 10−2 | 1.153 × 10−1 | |
| SSA | 1.354 × 10−93 | 6.81 × 10−93 | |
| MA | 8.154 × 10−7 | 6.518 × 10−5 | |
| f5 | Improved GWO | 2.867 × 101 | 2.611 × 10−2 |
| PSO | 1.314 × 102 | 1.795 × 102 | |
| SSA | 2.327 × 10−3 | 2.189 × 10−3 | |
| MA | 4.501 × 10−1 | 5.587 × 10−1 | |
| f6 | Improved GWO | 6.533 | 2.801 × 10−1 |
| PSO | 8.792 × 105 | 9.782 × 105 | |
| SSA | 1.047 × 101 | 4.772 | |
| MA | 3.128 × 101 | 8.791 × 102 | |
| f7 | Improved GWO | 2.961 × 10−7 | 2.373 × 10−7 |
| PSO | 2.561 × 10−1 | 7.844 × 10−1 | |
| SSA | 1.144 × 10−4 | 3.581 × 10−3 | |
| MA | 3.254 × 10−2 | 4.358 × 10−1 | |
| f8 | Improved GWO | 0 | 0 |
| PSO | 3.015 | 2.641 | |
| SSA | 8.161 × 10−185 | 1.254 × 10−186 | |
| MA | 2.271 × 10−45 | 5.174 × 10−44 | |
| f9 | Improved GWO | 8.881 × 10−16 | 1.604 × 10−16 |
| PSO | 3.712 × 10−2 | 2.816 × 10−1 | |
| SSA | 8.881 × 10−16 | 0 | |
| MA | 4.213 × 10−10 | 1.576 × 10−9 | |
| f10 | Improved GWO | 0 | 0 |
| PSO | 5.001 × 10−3 | 2.655 × 10−1 | |
| SSA | 4.114 × 10−210 | 3.241 × 10−211 | |
| MA | 5.260 × 10−140 | 0 | |
| f11 | Improved GWO | 2.1331 × 10−3 | 6.8945 × 10−3 |
| PSO | 1.8741 | 4.4411 | |
| SSA | 1.496 × 10−2 | 2.106 × 10−2 | |
| MA | 2.714 × 10−1 | 1.954 × 10−17 | |
| f12 | Improved GWO | 1.292 × 10−2 | 7.6012 × 10−2 |
| PSO | 8.4152 | 8.3372 | |
| SSA | 7.346 × 10−1 | 1.355 × 10−2 | |
| MA | 8.214 | 1.245 × 10−2 | |
| f13 | Improved GWO | 2.4457 × 10−6 | 6.3641 × 10−6 |
| PSO | 1.052 × 102 | 1.2362 | |
| SSA | 1.232 × 10−3 | 1.571 × 10−4 | |
| MA | 3.247 × 10−3 | 5.014 × 10−3 | |
| f14 | Improved GWO | 3.1337 × 10−3 | 1.1184 × 10−3 |
| PSO | 3.958 × 10−1 | 1.541 × 10−2 | |
| SSA | 9.001 × 10−2 | 0 | |
| MA | 3.971 × 10−1 | 6.051 × 10−1 | |
| f15 | Improved GWO | 2.4467 × 10−13 | 1.0871 × 10−14 |
| PSO | 7.1522 | 9.142 × 101 | |
| SSA | 4.701 × 10−7 | 3.147 × 10−8 | |
| MA | 5.445 × 10−2 | 4.401 × 10−2 |