Research Article
Prediction Model of Cutting Parameters for Turning High Strength Steel Grade-H: Comparative Study of Regression Model versus ANFIS
Table 7
Full listing of experimental samples.
| Sample ID | Group | Cutting speed | Depth of cut | Feed rate | Surface | Material removal rate (MRR) | (m/min) | (mm) | (mm/rev) | (μm) | mm3/min |
| 1 | 1 | 75 | 0.15 | 0.020 | 0.100 | 225 | 2 | 75 | 0.15 | 0.040 | 0.212 | 450 | 3 | 75 | 0.15 | 0.080 | 0.650 | 900 | 4 | 75 | 0.15 | 0.160 | 1.415 | 1800 | 5 | 75 | 0.15 | 0.320 | 3.121 | 3600 |
| 6 | 2 | 75 | 0.30 | 0.020 | 0.152 | 450 | 7 | 75 | 0.30 | 0.040 | 0.368 | 900 | 8 | 75 | 0.30 | 0.080 | 0.738 | 1800 | 9 | 75 | 0.30 | 0.160 | 1.645 | 3600 | 10 | 75 | 0.30 | 0.320 | 3.312 | 7200 |
| 11 | 3 | 75 | 0.45 | 0.020 | 0.182 | 675 | 12 | 75 | 0.45 | 0.040 | 0.389 | 1350 | 13 | 75 | 0.45 | 0.080 | 0.798 | 2700 | 14 | 75 | 0.45 | 0.160 | 1.699 | 5400 | 15 | 75 | 0.45 | 0.320 | 3.386 | 10800 |
| 16 | 4 | 75 | 0.60 | 0.020 | 0.261 | 900 | 17 | 75 | 0.60 | 0.040 | 0.499 | 1800 | 18 | 75 | 0.60 | 0.080 | 0.898 | 3600 | 19 | 75 | 0.60 | 0.160 | 1.811 | 7200 | 20 | 75 | 0.60 | 0.320 | 3.599 | 14400 |
| 21 | 5 | 75 | 0.75 | 0.020 | 0.394 | 1125 | 22 | 75 | 0.75 | 0.040 | 0.599 | 2250 | 23 | 75 | 0.75 | 0.080 | 0.999 | 4500 | 24 | 75 | 0.75 | 0.160 | 1.811 | 9000 | 25 | 75 | 0.75 | 0.320 | 3.678 | 18000 |
| 26 | 6 | 100 | 0.15 | 0.020 | 0.106 | 300 | 27 | 100 | 0.15 | 0.040 | 0.225 | 600 | 28 | 100 | 0.15 | 0.080 | 0.688 | 1200 | 29 | 100 | 0.15 | 0.160 | 1.497 | 2400 | 30 | 100 | 0.15 | 0.320 | 3.311 | 4800 |
| 31 | 7 | 100 | 0.30 | 0.020 | 0.162 | 600 | 32 | 100 | 0.30 | 0.040 | 0.389 | 1200 | 33 | 100 | 0.30 | 0.080 | 0.782 | 2400 | 34 | 100 | 0.30 | 0.160 | 1.743 | 4800 | 35 | 100 | 0.30 | 0.320 | 3.504 | 9600 |
| 36 | 8 | 100 | 0.45 | 0.020 | 0.193 | 900 | 37 | 100 | 0.45 | 0.040 | 0.412 | 1800 | 38 | 100 | 0.45 | 0.080 | 0.845 | 3600 | 39 | 100 | 0.45 | 0.160 | 1.798 | 7200 | 40 | 100 | 0.45 | 0.320 | 3.585 | 14400 |
| 41 | 9 | 100 | 0.60 | 0.020 | 0.276 | 1200 | 42 | 100 | 0.60 | 0.040 | 0.527 | 2400 | 43 | 100 | 0.60 | 0.080 | 0.950 | 4800 | 44 | 100 | 0.60 | 0.160 | 1.916 | 9600 | 45 | 100 | 0.60 | 0.320 | 3.807 | 19200 |
| 46 | 10 | 100 | 0.75 | 0.020 | 0.416 | 1500 | 47 | 100 | 0.75 | 0.040 | 0.633 | 3000 | 48 | 100 | 0.75 | 0.080 | 1.057 | 6000 | 49 | 100 | 0.75 | 0.160 | 1.916 | 12000 | 50 | 100 | 0.75 | 0.320 | 3.891 | 24000 |
| 51 | 11 | 125 | 0.15 | 0.020 | 0.112 | 375 | 52 | 125 | 0.15 | 0.040 | 0.237 | 750 | 53 | 125 | 0.15 | 0.080 | 0.728 | 1500 | 54 | 125 | 0.15 | 0.160 | 1.585 | 3000 | 55 | 125 | 0.15 | 0.320 | 3.495 | 6000 |
| 56 | 12 | 125 | 0.30 | 0.020 | 0.170 | 750 | 57 | 125 | 0.30 | 0.040 | 0.412 | 1500 | 58 | 125 | 0.30 | 0.080 | 0.826 | 3000 | 59 | 125 | 0.30 | 0.160 | 1.843 | 6000 | 60 | 125 | 0.30 | 0.320 | 3.709 | 12000 |
| 61 | 13 | 125 | 0.45 | 0.020 | 0.203 | 1125 | 62 | 125 | 0.45 | 0.040 | 0.435 | 2250 | 63 | 125 | 0.45 | 0.080 | 0.893 | 4500 | 64 | 125 | 0.45 | 0.160 | 1.902 | 9000 | 65 | 125 | 0.45 | 0.320 | 3.792 | 18000 |
| 66 | 14 | 125 | 0.60 | 0.020 | 0.292 | 1500 | 67 | 125 | 0.60 | 0.040 | 0.558 | 3000 | 68 | 125 | 0.60 | 0.080 | 1.005 | 6000 | 69 | 125 | 0.60 | 0.160 | 2.028 | 12000 | 70 | 125 | 0.60 | 0.320 | 4.030 | 24000 |
| 71 | 15 | 125 | 0.75 | 0.020 | 0.441 | 1875 | 72 | 125 | 0.75 | 0.040 | 0.670 | 3750 | 73 | 125 | 0.75 | 0.080 | 1.118 | 7500 | 74 | 125 | 0.75 | 0.160 | 2.028 | 15000 | 75 | 125 | 0.75 | 0.320 | 4.119 | 30000 |
| 76 | 16 | 150 | 0.15 | 0.020 | 0.123 | 450 | 77 | 150 | 0.15 | 0.040 | 0.254 | 900 | 78 | 150 | 0.15 | 0.080 | 0.783 | 1800 | 79 | 150 | 0.15 | 0.160 | 1.698 | 3600 | 80 | 150 | 0.15 | 0.320 | 3.745 | 7200 |
| 81 | 17 | 150 | 0.30 | 0.020 | 0.184 | 900 | 82 | 150 | 0.30 | 0.040 | 0.442 | 1800 | 83 | 150 | 0.30 | 0.080 | 0.885 | 3600 | 84 | 150 | 0.30 | 0.160 | 1.974 | 7200 | 85 | 150 | 0.30 | 0.320 | 3.974 | 14400 |
| 86 | 18 | 150 | 0.45 | 0.020 | 0.218 | 1350 | 87 | 150 | 0.45 | 0.040 | 0.467 | 2700 | 88 | 150 | 0.45 | 0.080 | 0.957 | 5400 | 89 | 150 | 0.45 | 0.160 | 2.038 | 10800 | 90 | 150 | 0.45 | 0.320 | 4.063 | 21600 |
| 91 | 19 | 150 | 0.60 | 0.020 | 0.313 | 1800 | 92 | 150 | 0.60 | 0.040 | 0.598 | 3600 | 93 | 150 | 0.60 | 0.080 | 1.077 | 7200 | 94 | 150 | 0.60 | 0.160 | 2.173 | 14400 | 95 | 150 | 0.60 | 0.320 | 4.318 | 28800 |
| 96 | 20 | 150 | 0.75 | 0.020 | 0.472 | 2250 | 97 | 150 | 0.75 | 0.040 | 0.718 | 4500 | 98 | 150 | 0.75 | 0.080 | 1.198 | 9000 | 99 | 150 | 0.75 | 0.160 | 2.173 | 18000 | 100 | 150 | 0.75 | 0.320 | 4.413 | 36000 |
| 101 | 21 | 175 | 0.15 | 0.020 | 0.128 | 525 | 102 | 175 | 0.15 | 0.040 | 0.272 | 1050 | 103 | 175 | 0.15 | 0.080 | 0.832 | 2100 | 104 | 175 | 0.15 | 0.160 | 1.812 | 4200 | 105 | 175 | 0.15 | 0.320 | 3.994 | 8400 |
| 106 | 22 | 175 | 0.30 | 0.020 | 0.195 | 1050 | 107 | 175 | 0.30 | 0.040 | 0.471 | 2100 | 108 | 175 | 0.30 | 0.080 | 0.945 | 4200 | 109 | 175 | 0.30 | 0.160 | 2.106 | 8400 | 110 | 175 | 0.30 | 0.320 | 4.239 | 16800 |
| 111 | 23 | 175 | 0.45 | 0.020 | 0.232 | 1575 | 112 | 175 | 0.45 | 0.040 | 0.497 | 3150 | 113 | 175 | 0.45 | 0.080 | 1.021 | 6300 | 114 | 175 | 0.45 | 0.160 | 2.174 | 12600 | 115 | 175 | 0.45 | 0.320 | 4.334 | 25200 |
| 116 | 24 | 175 | 0.60 | 0.020 | 0.334 | 2100 | 117 | 175 | 0.60 | 0.040 | 0.638 | 4200 | 118 | 175 | 0.60 | 0.080 | 1.149 | 8400 | 119 | 175 | 0.60 | 0.160 | 2.318 | 16800 | 120 | 175 | 0.60 | 0.320 | 4.606 | 33600 |
| 121 | 25 | 175 | 0.75 | 0.020 | 0.504 | 2625 | 122 | 175 | 0.75 | 0.040 | 0.767 | 5250 | 123 | 175 | 0.75 | 0.080 | 1.278 | 10500 | 124 | 175 | 0.75 | 0.160 | 2.318 | 21000 | 125 | 175 | 0.75 | 0.320 | 4.707 | 42000 |
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