Research Article
MABC: Power-Based Location Planning with a Modified ABC Algorithm for 5G Networks
Table 6
Comparison of results obtained for their fitness value by MABC, ABC, MRGA, RCGA, and DE with 50 test numbers getting in 200th-generation time.
| Fitness value | Iteration | MABC | ABC | MABC | MRGA | MABC | RCGA | MABC | DE |
| 1 | 336.569 | 220.5592 | 336.569 | 288.199 | 336.569 | 38.4158 | 336.569 | 122.4345 | 2 | 326.7795 | 232.8575 | 326.7795 | 256.7098 | 326.7795 | 38.138 | 326.7795 | 122.4345 | 3 | 136.3359 | 178.0451 | 136.3359 | 184.0869 | 136.3359 | 38.9982 | 136.3359 | 147.3075 | 4 | 478.0451 | 263.1525 | 478.0451 | 263.0525 | 478.0451 | 37.4129 | 478.0451 | 147.3413 | 5 | 363.8525 | 206.3958 | 363.8525 | 243.324 | 363.8525 | 38.8615 | 363.8525 | 157.4405 | 6 | 399.3313 | 229.994 | 399.3313 | 266.0057 | 399.3313 | 38.9466 | 399.3313 | 168.3165 | 7 | 497.6723 | 343.9293 | 497.6723 | 343.9293 | 497.6723 | 38.2377 | 497.6723 | 182.6838 | 8 | 343.9293 | 279.6975 | 343.9293 | 217.4483 | 343.9293 | 39.747 | 343.9293 | 138.1339 | 9 | 413.9853 | 217.6088 | 413.9853 | 257.755 | 413.9853 | 38.792 | 413.9853 | 137.7067 | 10 | 221.5153 | 243.5444 | 221.5153 | 270.0002 | 221.5153 | 41.7116 | 221.5153 | 133.2046 | 11 | 320.0002 | 217.1254 | 320.0002 | 240.9877 | 320.0002 | 40.4955 | 320.0002 | 133.0904 | 12 | 317.9254 | 223.4749 | 317.9254 | 282.6575 | 317.9254 | 42.9836 | 317.9254 | 144.4086 | 13 | 382.6575 | 223.1256 | 382.6575 | 282.9843 | 382.6575 | 45.9056 | 382.6575 | 150.9968 | 14 | 223.1256 | 216.3692 | 223.1256 | 306.8127 | 223.1256 | 44.3962 | 223.1256 | 139.5661 | 15 | 270.1614 | 245.5956 | 270.1614 | 313.6375 | 270.1614 | 38.0587 | 270.1614 | 137.1016 | 16 | 254.719 | 185.7675 | 254.719 | 204.5175 | 254.719 | 39.0704 | 254.719 | 176.6061 | 17 | 287.0222 | 205.4735 | 287.0222 | 240.775 | 287.0222 | 41.1525 | 287.0222 | 150.9161 | 18 | 321.2165 | 178.1283 | 321.2165 | 185.5978 | 321.2165 | 41.6386 | 321.2165 | 131.9684 | 19 | 378.1283 | 247.4768 | 378.1283 | 265.8708 | 378.1283 | 36.8584 | 378.1283 | 132.8054 | 20 | 247.9118 | 267.8852 | 247.9118 | 310.4483 | 247.9118 | 44.0629 | 247.9118 | 162.799 | 21 | 297.8852 | 215.574 | 297.8852 | 261.19 | 297.8852 | 35.4141 | 297.8852 | 172.6942 | 22 | 220.0042 | 210.3367 | 220.0042 | 309.0168 | 220.0042 | 40.118 | 220.0042 | 125.2206 | 23 | 210.9367 | 190.0167 | 210.9367 | 235.3166 | 210.9367 | 43.9276 | 210.9367 | 142.237 | 24 | 227.8001 | 197.3563 | 227.8001 | 204.8888 | 227.8001 | 37.6756 | 227.8001 | 160.4762 | 25 | 197.3063 | 229.4653 | 197.3063 | 280.4655 | 197.3063 | 37.1763 | 197.3063 | 129.5167 | 26 | 233.043 | 274.8593 | 233.043 | 301.5113 | 233.043 | 36.6548 | 233.043 | 132.8081 | 27 | 301.5113 | 198.5159 | 301.5113 | 224.5502 | 301.5113 | 37.8516 | 301.5113 | 181.9633 | 28 | 291.0059 | 187.1543 | 291.0059 | 237.3015 | 291.0059 | 37.8559 | 291.0059 | 128.0427 | 29 | 321.4146 | 226.2556 | 321.4146 | 331.5433 | 321.4146 | 41.3885 | 321.4146 | 161.0378 | 30 | 257.9592 | 265.8664 | 257.9592 | 265.8664 | 257.9592 | 40.9125 | 257.9592 | 135.5947 | 31 | 365.8994 | 276.1566 | 365.8994 | 330.5423 | 365.8994 | 39.8699 | 365.8994 | 132.1572 | 32 | 308.9495 | 242.4229 | 308.9495 | 289.2582 | 308.9495 | 39.6183 | 308.9495 | 143.372 | 33 | 342.9229 | 229.6357 | 342.9229 | 287.8494 | 342.9229 | 42.3116 | 342.9229 | 158.5198 | 34 | 262.8943 | 288.9151 | 262.8943 | 345.6238 | 262.8943 | 40.8357 | 262.8943 | 147.5854 | 35 | 292.465 | 125.2196 | 292.465 | 197.748 | 292.465 | 38.8482 | 292.465 | 147.7685 | 36 | 397.748 | 402.1246 | 397.748 | 452.8917 | 397.748 | 36.3569 | 397.748 | 136.2769 | 37 | 402.1916 | 303.3515 | 402.1916 | 312.0491 | 402.1916 | 43.8927 | 402.1916 | 129.7897 | 38 | 271.1631 | 283.7516 | 271.1631 | 313.1315 | 271.1631 | 37.1562 | 271.1631 | 149.7464 | 39 | 213.1315 | 202.5987 | 213.1315 | 259.6116 | 213.1315 | 39.0499 | 213.1315 | 164.2077 | 40 | 202.5987 | 262.1589 | 202.5987 | 291.0349 | 202.5987 | 40.5539 | 202.5987 | 134.8221 | 41 | 230.1549 | 315.8854 | 230.1549 | 386.4251 | 230.1549 | 41.4009 | 230.1549 | 137.6344 | 42 | 316.4251 | 163.4352 | 316.4251 | 191.4861 | 316.4251 | 39.7959 | 316.4251 | 145.1443 | 43 | 323.0682 | 158.5565 | 323.0682 | 258.3565 | 323.0682 | 40.3688 | 323.0682 | 178.4081 | 44 | 458.3565 | 270.9059 | 458.3565 | 343.0924 | 458.3565 | 39.3066 | 458.3565 | 133.0197 | 45 | 289.0719 | 197.5141 | 289.0719 | 206.7901 | 289.0719 | 44.3265 | 289.0719 | 143.9841 | 46 | 397.5341 | 256.4257 | 397.5341 | 389.7103 | 397.5341 | 39.494 | 397.5341 | 125.5549 | 47 | 356.4256 | 169.1989 | 356.4256 | 228.2749 | 356.4256 | 39.791 | 356.4256 | 153.9786 | 48 | 214.6505 | 233.8152 | 214.6505 | 248.5624 | 214.6505 | 38.7579 | 214.6505 | 156.4837 | 49 | 333.8152 | 281.1153 | 333.8152 | 374.9021 | 333.8152 | 37.5592 | 333.8152 | 131.4135 | 50 | 374.9021 | 251.4721 | 374.9021 | 279.7401 | 374.9021 | 36.0738 | 374.9021 | 146.0198 | ā | -test | 0.03 | -test | | -test | | -test | | ā | -test | 0.029 | -test | | -test | | -test | 0.00188 |
|
|