Research Article
[Retracted] Surface Feature Prediction Modeling and Parameter Optimization for Turning TC17 Titanium Alloy
Table 9
Comparison of the measured and predicted value.
| No. | Surface roughness (Ra) | Surface microhardness (HV) | Ra (μm) exp | RSM pred | ANN pred | Error (%) (RSM) | Error (%) (ANN) | HV (%) exp | RSM pred | ANN pred | Error (%) (RSM) | Error (%) (ANN) |
| 1 | 1.36 | 1.4483 | 1.3414 | 6.49 | 1.37 | 455 | 480.1878 | 455.8414 | 5.54 | 0.18 | 2 | 0.79 | 0.7693 | 0.7919 | 2.62 | 0.24 | 435 | 443.4931 | 434.5498 | 1.95 | 0.10 | 3 | 1.28 | 1.4483 | 1.3414 | 13.15 | 4.80 | 460 | 480.1878 | 455.8414 | 4.39 | 0.90 | 4 | 0.7 | 0.8362 | 0.7289 | 19.45 | 4.12 | 438 | 503.8056 | 437.634 | 15.02 | 0.08 | 5 | 0.68 | 0.8842 | 0.6828 | 30.02 | 0.41 | 440 | 445.1016 | 439.8475 | 1.16 | 0.03 | 6 | 2.51 | 2.4843 | 2.6508 | 1.02 | 5.61 | 449 | 514.1188 | 447.0804 | 14.50 | 0.43 | 7 | 2.17 | 2.2372 | 1.9451 | 3.10 | 10.37 | 450 | 487.6745 | 461.8817 | 8.37 | 2.64 | 8 | 0.74 | 0.7629 | 0.7444 | 3.10 | 0.60 | 456 | 482.2466 | 455.3319 | 5.76 | 0.15 | 9 | 1.81 | 2.1177 | 1.8151 | 17.00 | 0.28 | 412 | 473.7475 | 410.6579 | 14.99 | 0.33 | 10 | 1.35 | 1.4221 | 1.3597 | 5.34 | 0.72 | 440 | 476.2698 | 454.162 | 8.24 | 3.22 | 11 | 1.32 | 1.4483 | 1.3414 | 9.72 | 1.62 | 458 | 480.1878 | 455.8414 | 4.84 | 0.47 | 12 | 1.2 | 1.4483 | 1.3414 | 20.69 | 11.78 | 449 | 480.1878 | 455.8414 | 6.95 | 1.52 | 13 | 0.83 | 0.9613 | 0.8347 | 15.82 | 0.57 | 421 | 487.6771 | 418.8745 | 15.84 | 0.50 | 14 | 1.58 | 1.5113 | 1.5847 | 4.35 | 0.30 | 426 | 440.0838 | 434.1304 | 3.31 | 1.91 | 15 | 1.37 | 1.5113 | 1.3815 | 10.31 | 0.84 | 420 | 484.2918 | 418.2745 | 15.31 | 0.41 | 16 | 2.32 | 2.4363 | 2.3226 | 5.01 | 0.11 | 480 | 484.4068 | 479.3656 | 0.92 | 0.13 | 17 | 1.45 | 1.4483 | 1.3414 | 0.12 | 7.49 | 452 | 480.1878 | 455.8414 | 6.24 | 0.85 | 18 | 1.53 | 1.5480 | 1.4374 | 1.17 | 6.05 | 468 | 495.6513 | 462.1011 | 5.91 | 1.26 | 19 | 1.21 | 1.4483 | 1.3414 | 19.69 | 10.86 | 448 | 480.1878 | 455.8414 | 7.18 | 1.75 | 20 | 2.27 | 2.3097 | 2.3047 | 1.75 | 1.53 | 426 | 429.5155 | 425.728 | 0.83 | 0.06 | Average | | | | 9.50 | 3.48 | | | | 7.36 | 0.85 |
|
|