Research Article
Quantum-Inspired Evolutionary Algorithm for Continuous Space Optimization Based on Multiple Chains Encoding Method of Quantum Bits
Table 5
Comparison results for GA, PSO, ABC, and FCQIEA.
| Fun. | Dim. | | GA | PSO | ABC | FCQIEA | Suc. (%d) | Mean | Time (s) | Suc. (%d) | Mean | Time (s) | Suc. (%d) | Mean | Time (s) | Suc. (%d) | Mean | Time (s) |
| F1 | 5 | 100 | 15 | 0.5 | 0.01 | 24 | 0.09 | 0.04 | 69 | 0.05 | 0.05 | 98 | 0.001 | 0.3 | 500 | 80 | 0.01 | 0.02 | 96 | 0.001 | 0.12 | 99 | 0.003 | 0.15 | 100 | 0 | 0.4 | 30 | 500 | 0 | 40.13 | — | 0 | 2.63 | — | 0 | 2.25 | — | 95 | 0.003 | 6.22 | 1000 | 0 | 30.46 | — | 0 | 2.58 | — | 0 | 2.25 | — | 100 | 0 | 6.25 |
| F2 | 20 | 20 | 96 | 0.0234 | 0.35 | 97 | 0.030565 | 0.32 | 99 | 0.00087 | 0.4 | 100 | 0 | 0.26 | 30 | 100 | 81 | 1.2342 | 0.45 | 98 | 0.011151 | 0.52 | 99 | | 0.7 | 100 | 0 | 2.16 |
| F3 | 5 | 500 | 10 | 1.3212 | 0.04 | 45 | 0.93 | 0.05 | 100 | 0 | 0.6 | 100 | 0 | 0.26 | 1000 | 10 | 0.7213 | 0.05 | 45 | 0.45 | 0.06 | 100 | 0 | 0.8 | 100 | 0 | 0.39 | 50 | 500 | 0 | 49 | — | 0 | 41.73 | — | 0 | 46 | — | 100 | 0 | 9.58 | 10000 | 0 | 40 | — | 0 | 31.43 | — | 0 | 25 | — | 100 | 0 | 9.82 |
| F4 | 5 | 1000 | 70 | 0.6 | 0.4 | 87 | 0.02 | 0.18 | 87 | 0.03 | 0.31 | 100 | 0 | 0.04 | 2000 | 53 | 0.34 | 0.5 | 78 | 0.011 | 0.19 | 91 | 0.02 | 0.41 | 100 | 0 | 0.06 | 50 | 10000 | 0 | 10.45 | — | 0 | 3.21 | — | 0 | 3.16 | — | 100 | 0 | 11.80 | 20000 | 0 | 49.67 | — | 0 | 4.83 | — | 0 | 4.98 | — | 100 | 0 | 17.46 |
| F5 | 20 | 1000 | 0 | 24.78 | — | 0 | 12.26 | — | 8 | 0.01 | 2.12 | 100 | 0 | 1.95 | 2000 | 0 | 28.42 | — | 0 | 11.14 | | 10 | 0.01 | 3.28 | 100 | 0 | 2.48 | 40 | 10000 | 0 | 51.21 | — | 0 | 45.32 | — | 0 | 44.21 | — | 71 | 0.02 | 342 | 20000 | 0 | 49.38 | — | 0 | 42.17 | — | 0 | 43.71 | — | 79 | 0.02 | 425 |
|
|