Research Article
A Modified Artificial Bee Colony Algorithm with Firefly Algorithm Strategy for Continuous Optimization Problems
Table 4
Performance comparison of ABC and MABC algorithms using NS, NF, and %SD values and
.
| Functions | D | | ABC | | | MABC | | Significant | | | NS | NF | %SD | NS | NF | %SD | |
| | 2 | | 4051 | 7.60 | | 1878 | 5.38 | + | | 5 | | 12010 | 3.83 | | 6079 | 3.54 | + | | 10 | | 26356 | 4.15 | | 13608 | 2.49 | + | | 30 | | 87678 | 2.65 | | 43695 | 2.75 | + | | 60 | | 188597 | 1.98 | | 124882 | 1.66 | + | | 2 | | 3427 | 4.64 | | 1588 | 0.06 | + | | 5 | | 10611 | 4.79 | | 5203 | 11.02 | + | | 10 | | 23874 | 3.22 | | 12340 | 6.26 | + | | 30 | | 83755 | 6.78 | | 40377 | 4.89 | + | | 60 | | 180206 | 5.94 | | 125596 | 17.04 | + | | 2 | | - | - | | 31723 | 7.22 | ++ | | 5 | | - | - | | 31487 | 46.42 | ++ | | 10 | | - | - | | 65308 | 51.11 | ++ | | 30 | | - | - | | 310197 | 50.90 | ++ | | 60 | | - | - | | 1897652 | 21.86 | ++ | | 2 | | 6938 | 0.02 | | 3197 | 0.05 | + | | 5 | | 19854 | 9.64 | | 9716 | 5.47 | + | | 10 | | 43100 | 4.23 | | 22187 | 4.12 | + | | 30 | | 140991 | 4.52 | | 69473 | 3.92 | + | | 60 | | 293036 | 1.41 | | 188176 | 4.09 | + | | 2 | | 5962 | 9.46 | | 2234 | 8.10 | + | | 5 | | 18047 | 4.26 | | 7310 | 5.95 | + | | 10 | | 40131 | 4.73 | | 17175 | 7.47 | + | | 30 | | 140089 | 4.68 | | 59496 | 19.55 | + | | 60 | | 323945 | 6.17 | | 177682 | 20.57 | + | | 2 | | 6173 | 9.65 | | 2129 | 6.58 | + | | 5 | | 17836 | 6.30 | | 6969 | 3.66 | + | | 10 | | 40015 | 4.54 | | 15611 | 2.63 | + | | 30 | | 132011 | 3.91 | | 49996 | 3.05 | + | | 60 | | 290327 | 5.64 | | 139990 | 4.85 | + | | 2 | | 8292 | 4.99 | | 3551 | 2.56 | + | | 5 | | 22948 | 2.99 | | 10611 | 2.70 | + | | 10 | | 48612 | 1.86 | | 23381 | 1.89 | + | | 30 | | 154908 | 1.35 | | 72955 | 2.47 | + | | 60 | | 318003 | 1.34 | | 217442 | 4.05 | + | | 2 | | 8033 | 11.14 | | 5985 | 37.89 | + | | 5 | | 47947 | 52.66 | | 41999 | 73.14 | 0 | | 10 | | 95032 | 67.34 | | 63610 | 39.31 | + | | 30 | | 111795 | 14.40 | | 76601 | 20.79 | + | | 60 | | 207006 | 4.27 | | 201120 | 15.46 | 0 |
|
|