Research Article
A New Optimization Algorithm Based on Search and Rescue Operations
Table 7
Success percentage and mean number of function evaluations for ABC, DE, GSA, TLBO, and SAR.
| Function | ABC | DE | GSA | TLBO | SAR | Success % | Mean eval. | Success % | Mean eval. | Success % | Mean eval. | Success % | Mean eval. | Success % | Mean eval. |
| f1 | 100 | 1265 | 100 | 744 | 0 | 1e4 | 100 | 453 | 100 | 1762 | f2 | 100 | 62338 | 100 | 28474 | 100 | 270315 | 100 | 51351 | 100 | 30252 | f3 | 100 | 20459 | 84 | 105482 | 100 | 50556 | 0 | 6e5 | 100 | 16334 | f4 | 100 | 65100 | 100 | 28689 | 100 | 327167 | 100 | 63975 | 100 | 30777 | f5 | 100 | 24281 | 94 | 43030 | 100 | 118365 | 100 | 21029 | 100 | 7706 | f6 | 0 | 4e4 | 100 | 1649 | 100 | 22650 | 100 | 2302 | 100 | 3279 | f7 | 0 | 4e4 | 100 | 1408 | 100 | 14054 | 100 | 1119 | 100 | 1948 | f8 | 0 | 8e4 | 94 | 13116 | 0 | 8e4 | 100 | 30940 | 100 | 16711 | f9 | 0 | 2e5 | 100 | 15023 | 100 | 109991 | 100 | 12527 | 100 | 20680 | f10 | 0 | 4.8e5 | 24 | 464170 | 0 | 4.8e5 | 0 | 4.8e5 | 100 | 107834 | f11 | 100 | 121765 | 100 | 52864 | 4 | 599957 | 100 | 103706 | 100 | 51684 | f12 | 0 | 2e5 | 100 | 18450 | 100 | 108097 | 100 | 23064 | 100 | 25306 | f13 | 0 | 7.5e5 | 2 | 7.38e5 | 0 | 7.5e5 | 0 | 7.5e5 | 100 | 156253 | f14 | 100 | 8998 | 100 | 2488 | 100 | 16660 | 100 | 1759 | 100 | 3458 | f15 | 100 | 4170 | 100 | 2213 | 100 | 18721 | 100 | 1367 | 100 | 2156 | f16 | 100 | 2747 | 100 | 1637 | 100 | 18902 | 100 | 1020 | 100 | 1498 | f17 | 100 | 15600 | 73 | 33279 | 14 | 94383 | 20 | 83000 | 100 | 8634 | f18 | 100 | 92589 | 0 | 5e5 | 0 | 5e5 | 0 | 5e5 | 100 | 86189 | f19 | 100 | 173076 | 0 | 5e5 | 0 | 5e5 | 0 | 5e5 | 100 | 98887 | f20 | 100 | 5922 | 100 | 2221 | 100 | 18651 | 100 | 1526 | 100 | 2449 | f21 | 98 | 11425 | 100 | 1817 | 100 | 21524 | 100 | 1325 | 100 | 2566 | f22 | 100 | 13495 | 100 | 9219 | 0 | 4e4 | 100 | 8136 | 100 | 7428 | f23 | 100 | 4373 | 100 | 2217 | 100 | 17268 | 100 | 1336 | 100 | 2134 | f24 | 100 | 123414 | 98 | 53792 | 100 | 472456 | 0 | 5e5 | 100 | 48492 | f25 | 98 | 91770 | 78 | 131265 | 80 | 284346 | 0 | 5e5 | 100 | 38684 | f26 | 100 | 69014 | 96 | 64814 | 98 | 261425 | 8 | 561692 | 100 | 35346 | f27 | 100 | 76217 | 96 | 70921 | 100 | 293661 | 4 | 582169 | 100 | 38992 |
| U fun. avg. | 46.2 | | 84.6 | | 61.8 | | 76.9 | | 100 | | M fun. avg. | 99.7 | | 81.5 | | 70.9 | | 52.2 | | 100 | | S fun. avg. | 100 | | 77.4 | | 64.9 | | 65.4 | | 100 | | N fun. avg. | 56.0 | | 86.9 | | 67.6 | | 63.2 | | 100 | |
| Total average | 73.9 | | 83.0 | | 66.5 | | 64.1 | | 100 | |
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