Research Article
Heuristic-Based Firefly Algorithm for Bound Constrained Nonlinear Binary Optimization
Table 4
Comparison between Lévy and Uniform distributions in the randomization term, based on
, nfe, and nit (with St.D. in parentheses).
| Prob. | mCS based on (14) + L | mCS based on (14) + U | mCS based on (15) + L | mCS based on (15) + U | | nfe | nit | | nfe | nit | | nfe | nit | | nfe | nit |
| Ackley | | 80 | 1 | | 1096 | 26.4 | | 80 | 1 | 1.41e00 | 20040 | 500 | | | | |
| Foxholes | | 5.7 | 0.4 | | 8 | 1 | | 6.1 | 0.5 | | 6.8 | 0.7 | | | | |
| Griewank | | 80 | 1 | | 2436 | 59.9 | | 80 | 1 | | 20040 | 500 | | | | |
| Quartic | | 81.3 | 1.03 | | 14692 | 366.2 | | 80 | 1 | | 10581 | 263.5 | | | | |
| Rastrigin | | 80 | 1 | | 1157 | 27.9 | | 80 | 1 | | 18104 | 451.6 | | | | |
| Rosenbrock2 | | 6.4 | 0.6 | | 36.8 | 8.2 | | 6.3 | 0.6 | | 5.9 | 0.5 | | | | |
| Rosenbrock | | 80 | 1 | | 14136 | 352.4 | | 80 | 1 | | 17698 | 441.2 | | | | |
| Schaffer | | 6.8 | 0.7 | | 18.5 | 3.6 | | 5.1 | 0.3 | | 5.6 | 0.4 | | | | |
| Spherical | | 9.9 | 0.2 | | 13.3 | 0.7 | | 10.1 | 0.3 | | 14.7 | 0.8 | | | | |
| Step | | 45.9 | 0.4 | | 46.9 | 0.5 | | 40.5 | 0.3 | | 52.3 | 0.6 | | | | |
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