Research Article
Fractional-Order Boosted Jellyfish Search Optimizer with Gaussian Mutation for Income Forecast of Rural Resident
Table 4
The number of function evaluations and execution times on cec2017 test functions.
| Function | JS | GSA | CSO | MVO | WOA | GOA | LSO | HHO | ASO | AOA | AO | FOGJS |
| CEC01 | 2.7065 | 12.3922 | 6.0170 | 6.0348 | 2.2613 | 35.1929 | 1.9855 | 11.3714 | 20.9821 | 4.5290 | 11.6457 | 15.1768 | CEC03 | 3.5131 | 12.2369 | 7.8752 | 5.3787 | 2.7771 | 35.5317 | 2.3484 | 10.1844 | 23.2933 | 4.9004 | 24.9698 | 16.0245 | CEC04 | 2.6789 | 11.6298 | 5.9341 | 5.5321 | 2.0978 | 34.7803 | 1.6983 | 9.6181 | 22.0126 | 4.0862 | 10.4534 | 15.4520 | CEC05 | 2.7505 | 11.7143 | 6.2998 | 5.7581 | 2.2609 | 35.0219 | 1.8799 | 11.9700 | 20.3889 | 4.8477 | 12.0491 | 14.5897 | CEC06 | 5.0495 | 13.8682 | 12.9905 | 7.9945 | 4.5030 | 37.2236 | 4.1648 | 17.9729 | 26.0110 | 6.8288 | 17.8733 | 19.3789 | CEC07 | 2.9198 | 11.9703 | 6.8966 | 5.9520 | 2.4580 | 35.2540 | 2.0748 | 12.3911 | 19.7669 | 4.9447 | 14.2293 | 14.9892 | CEC08 | 2.8103 | 11.7521 | 6.5594 | 5.7971 | 2.3564 | 35.1671 | 1.9380 | 12.2690 | 20.5061 | 4.8929 | 12.2444 | 14.7867 | CEC09 | 4.3631 | 13.1465 | 10.7201 | 7.3054 | 3.8079 | 38.6865 | 3.3674 | 14.1672 | 20.5218 | 4.8905 | 12.3131 | 18.0388 | CEC10 | 5.0373 | 12.7053 | 9.6647 | 6.9376 | 3.4602 | 36.3130 | 3.2438 | 15.5772 | 29.0926 | 5.2186 | 13.1325 | 18.3623 | CEC11 | 2.9487 | 11.8532 | 6.7883 | 5.1665 | 2.4030 | 35.3573 | 2.7793 | 10.4996 | 26.0504 | 4.4148 | 11.2691 | 15.3322 | CEC12 | 3.6138 | 12.1908 | 7.9926 | 6.2011 | 2.7580 | 35.4513 | 2.6014 | 11.2374 | 26.3553 | 5.1620 | 11.8367 | 16.3858 | CEC13 | 3.1011 | 11.8712 | 6.9422 | 5.8020 | 2.4297 | 35.2583 | 2.1285 | 10.7652 | 25.2373 | 4.4944 | 10.9107 | 15.3066 | CEC14 | 4.2574 | 12.2911 | 8.1456 | 5.9011 | 2.8667 | 35.6623 | 2.5319 | 12.8246 | 26.5752 | 5.3377 | 12.6115 | 17.4529 | CEC15 | 2.9989 | 11.7677 | 6.6305 | 5.6208 | 2.3407 | 35.2033 | 2.0122 | 10.3497 | 25.4023 | 4.3027 | 10.7015 | 15.3175 | CEC16 | 3.6415 | 12.4632 | 7.8490 | 6.2351 | 2.7876 | 35.6124 | 2.3901 | 11.1907 | 26.7440 | 4.6606 | 11.5330 | 18.2657 | CEC17 | 5.6991 | 14.3658 | 14.4855 | 8.4687 | 5.0384 | 37.9059 | 4.8134 | 16.2210 | 30.2044 | 6.7846 | 15.0185 | 22.2148 | CEC18 | 3.3428 | 11.9307 | 7.0916 | 5.6584 | 2.4941 | 35.2894 | 2.0984 | 11.2186 | 25.6128 | 4.6969 | 11.3155 | 16.2910 | CEC19 | 9.0490 | 17.8390 | 24.8333 | 11.8436 | 8.4414 | 41.2716 | 8.2289 | 39.8321 | 34.6625 | 15.8344 | 34.1780 | 28.8875 | CEC20 | 6.7150 | 14.7896 | 15.6685 | 8.9579 | 5.4461 | 38.0852 | 5.2075 | 16.8818 | 30.0451 | 6.8492 | 15.5655 | 23.0113 | CEC21 | 6.2876 | 15.0089 | 16.4831 | 9.1370 | 5.6521 | 38.3453 | 5.3954 | 19.7756 | 33.9069 | 8.1039 | 17.9104 | 22.4235 | CEC22 | 7.4123 | 16.0146 | 19.7128 | 10.4190 | 6.8338 | 39.5789 | 6.6221 | 22.1463 | 31.5021 | 8.9067 | 20.0652 | 24.8958 | CEC23 | 8.3140 | 16.7610 | 22.0370 | 11.2247 | 7.6950 | 40.2366 | 10.7281 | 23.7808 | 34.3246 | 9.9222 | 22.1497 | 27.9339 | CEC24 | 8.0441 | 16.6313 | 21.4595 | 10.8171 | 7.3408 | 40.0270 | 8.5336 | 33.3528 | 35.4490 | 10.5150 | 23.8269 | 29.6309 | CEC25 | 7.8619 | 16.7512 | 21.3756 | 10.8456 | 7.3697 | 39.9249 | 11.0523 | 29.1524 | 33.6303 | 9.3849 | 22.1971 | 25.8589 | CEC26 | 9.8584 | 18.4609 | 26.9625 | 12.9988 | 9.4126 | 41.8311 | 12.4126 | 35.0726 | 35.9213 | 11.4311 | 26.3548 | 30.0543 | CEC27 | 11.3057 | 19.5524 | 30.5458 | 14.0669 | 11.3285 | 42.9386 | 11.8015 | 38.1281 | 38.6731 | 12.6044 | 29.0552 | 46.5453 | CEC28 | 9.8053 | 18.3297 | 26.6680 | 12.6377 | 10.6993 | 41.8145 | 11.3436 | 33.5285 | 35.7967 | 11.1153 | 25.8306 | 32.0283 | CEC29 | 9.2615 | 17.8411 | 24.7765 | 11.9704 | 8.8397 | 41.0065 | 10.5643 | 29.9246 | 35.2396 | 9.2298 | 21.0481 | 29.3321 | CEC30 | 12.7780 | 21.1413 | 35.0944 | 15.4022 | 12.1838 | 44.4547 | 14.7088 | 58.1867 | 40.5053 | 18.4674 | 39.2704 | 36.0754 | NFFEs | 30030 | 30000 | 90030 | 30000 | 30000 | 60000 | 31030 | 98461 | 30000 | 30030 | 60000 | 60030 |
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