Research Article
Application of Improved Manta Ray Foraging Optimization Algorithm in Coverage Optimization of Wireless Sensor Networks
Table 4
Comparison of some CEC2017 test suite Functions.
| Function | Algorithm | Best | Worst | Average | Std. Deviation |
| CF2 | BOA | 61865.0516 | 94673.9128 | 83610.9 | 7252.6901 | | WOA | 181153.9155 | 432212.7775 | 276488.167 | 55312.8565 | | SCA | 47819.1154 | 168455.467 | 86410.2938 | 22263.7286 | | SSA | 62613.8174 | 88822.6913 | 76844.6378 | 5701.0961 | | MRFO | 9829.1363 | 31305.175 | 19475.5722 | 5541.5783 | | LGMRFO | 3696.8277 | 25977.9711 | 12196.0016 | 5512.4282 |
| CF4 | BOA | 877.3537 | 967.557 | 910.4024 | 22.3843 | | WOA | 729.3879 | 1020.0647 | 864.4385 | 73.0595 | | SCA | 786.6671 | 876.3863 | 835.3316 | 26.4226 | | SSA | 670.135 | 847.6568 | 777.11 | 42.704 | | MRFO | 598.501 | 749.7332 | 657.6086 | 38.2902 | | LGMRFO | 596.5108 | 742.7687 | 656.0086 | 32.1436 |
| CF7 | BOA | 1105.4266 | 1162.1825 | 1132.1944 | 15.1434 | | WOA | 1009.6932 | 1229.7966 | 1074.2146 | 51.6852 | | SCA | 1065.2217 | 1126.971 | 1096.4516 | 17.2106 | | SSA | 891.4775 | 1049.7886 | 992.9483 | 34.9974 | | MRFO | 873.6269 | 1002.9701 | 952.1615 | 34.1025 | | LGMRFO | 881.5865 | 982.2495 | 934.2627 | 22.9263 |
| CF8 | BOA | 8895.1653 | 12920.2913 | 11075.1726 | 1016.128 | | WOA | 6526.484 | 24593.4414 | 11953.6288 | 4545.5098 | | SCA | 5801.305 | 12951.4022 | 9435.4069 | 2185.7205 | | SSA | 5377.5911 | 6872.3515 | 5815.5711 | 314.8259 | | MRFO | 2164.7351 | 7093.8441 | 4205.0785 | 1036.6014 | | LGMRFO | 2152.914 | 5618.2209 | 3717.7776 | 748.5012 |
| CF10 | BOA | 6547.2791 | 13835.6547 | 9002.8469 | 2183.7801 | | WOA | 3775.3694 | 17919.2339 | 10044.4225 | 3734.4153 | | SCA | 2566.8743 | 5716.6906 | 3883.7186 | 870.4679 | | SSA | 1492.0962 | 4381.4378 | 2434.9342 | 820.455 | | MRFO | 1165.9774 | 1315.8124 | 1240.9612 | 47.1172 | | LGMRFO | 1164.0194 | 1259.8653 | 1201.5794 | 37.8005 |
| CF15 | BOA | 4532.5588 | 12202.6872 | 7530.0974 | 1860.0716 | | WOA | 3091.6252 | 6343.4343 | 4183.5431 | 668.3028 | | SCA | 3391.0211 | 4496.9845 | 4182.2468 | 265.6575 | | SSA | 2430.5504 | 4058.9642 | 3139.6938 | 393.3999 | | MRFO | 2095.1895 | 3166.5832 | 2712.2462 | 317.7892 | | LGMRFO | 2229.9637 | 3421.9934 | 2809.234 | 277.3386 |
| CF17 | BOA | 4956069.9615 | 195429416.0647 | 58482274.1537 | 48599692.6692 | | WOA | 466476.5171 | 41365723.3653 | 9301704.5173 | 10116889.255 | | SCA | 2977781.3915 | 38837593.3164 | 15400703.9766 | 9893645.6625 | | SSA | 81791.5292 | 12803104.8522 | 2438302.354 | 2728490.4502 | | MRFO | 41716.4756 | 962707.3555 | 254339.6966 | 203873.0355 | | LGMRFO | 28304.0738 | 430158.1843 | 122081.5603 | 102567.4144 |
| CF20 | BOA | 2612.4543 | 2931.4312 | 2729.5077 | 205.2435 | | WOA | 2412.3452 | 2734.6753 | 2582.6538 | 66.6743 | | SCA | 2400.7732 | 2714.5564 | 2609.7752 | 76.453 | | SSA | 2423.4533 | 2612.1334 | 2543.1367 | 23.8764 | | MRFO | 2201.1145 | 2511.1134 | 2422.0052 | 16.0254 | | LGMRFO | 2301.7768 | 2501.657 | 2404.667 | 13.1909 |
| CF24 | BOA | 4867.6438 | 7550.4929 | 6012.4665 | 605.8525 | | WOA | 3111.795 | 3356.4394 | 3222.9168 | 72.9402 | | SCA | 3305.9347 | 4349.4399 | 3601.44 | 268.54 | | SSA | 2937.7087 | 3081.5462 | 3001.3027 | 38.5158 | | MRFO | 2885.7049 | 2942.7045 | 2900.6972 | 17.214 | | LGMRFO | 2891.818 | 2979.9971 | 2932.3753 | 24.3826 |
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