Research Article
Multiobjective Optimization of Milling Parameters for Ultrahigh-Strength Steel AF1410 Based on the NSGA-II Method
Table 4
Experimental scheme and results.
| Number of tests | Process parameter | Milling force Ft (N) | Surface roughness Ra (μm) | Material removal rate MRR (mm3/min) | (m/min) | fz (mm/z) | ap (mm) | ae (mm) |
| 1 | 12.56 | 0.06 | 5.00 | 2.00 | 488.09 | 0.682 | 960 | 2 | 12.56 | 0.06 | 1.00 | 0.50 | 96.05 | 0.392 | 48 | 3 | 12.56 | 0.04 | 3.00 | 1.25 | 292.28 | 0.466 | 240 | 4 | 12.56 | 0.02 | 5.00 | 2.00 | 329.77 | 0.423 | 320 | 5 | 12.56 | 0.02 | 1.00 | 0.50 | 61.52 | 0.276 | 16 | 6 | 12.56 | 0.02 | 5.00 | 0.50 | 136.80 | 0.231 | 80 | 7 | 12.56 | 0.06 | 1.00 | 2.00 | 227.60 | 0.512 | 192 | 8 | 12.56 | 0.02 | 1.00 | 2.00 | 141.34 | 0.385 | 64 | 9 | 12.56 | 0.06 | 5.00 | 0.50 | 196.68 | 0.342 | 240 | 10 | 18.84 | 0.06 | 3.00 | 1.25 | 347.30 | 0.408 | 540 | 11 | 18.84 | 0.04 | 3.00 | 2.00 | 349.55 | 0.367 | 576 | 12 | 18.84 | 0.04 | 1.00 | 1.25 | 140.82 | 0.352 | 120 | 13 | 18.84 | 0.02 | 3.00 | 1.25 | 235.01 | 0.313 | 180 | 14 | 18.84 | 0.04 | 3.00 | 1.25 | 285.40 | 0.339 | 360 | 15 | 18.84 | 0.04 | 3.00 | 1.25 | 291.26 | 0.361 | 360 | 16 | 18.84 | 0.04 | 3.00 | 1.25 | 284.86 | 0.356 | 360 | 17 | 18.84 | 0.04 | 3.00 | 0.50 | 153.49 | 0.237 | 144 | 18 | 18.84 | 0.04 | 3.00 | 1.25 | 287.74 | 0.326 | 360 | 19 | 18.84 | 0.04 | 3.00 | 1.25 | 289.11 | 0.336 | 360 | 20 | 18.84 | 0.04 | 3.00 | 1.25 | 290.99 | 0.324 | 360 | 21 | 18.84 | 0.04 | 5.00 | 1.25 | 279.93 | 0.344 | 600 | 22 | 25.12 | 0.02 | 1.00 | 2.00 | 133.71 | 0.246 | 128 | 23 | 25.12 | 0.02 | 1.00 | 0.50 | 62.35 | 0.223 | 32 | 24 | 25.12 | 0.06 | 5.00 | 2.00 | 457.93 | 0.348 | 1920 | 25 | 25.12 | 0.02 | 5.00 | 0.50 | 135.08 | 0.165 | 160 | 26 | 25.12 | 0.06 | 5.00 | 0.50 | 180.02 | 0.189 | 480 | 27 | 25.12 | 0.06 | 1.00 | 2.00 | 212.50 | 0.281 | 384 | 28 | 25.12 | 0.04 | 3.00 | 1.25 | 269.52 | 0.255 | 480 | 29 | 25.12 | 0.06 | 1.00 | 0.50 | 97.93 | 0.292 | 96 | 30 | 25.12 | 0.02 | 5.00 | 2.00 | 316.30 | 0.261 | 640 |
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