Research Article
A Novel Performance Prediction Model for the Machining Process Based on the Interval Type-2 Fuzzy Neural Network
Table 3
Obtained results from different schemes.
| NO. | Experimental results | Prediction result of ANN [26] | Prediction result of ANFIS-GA [27] | Prediction result of ANFIS-MGA [27] | Prediction result of IT2FNN | MRR | Ra | MRR | Ra | MRR | Ra | MRR | Ra | MRR | Ra |
| 28 | 2.80 | 4.281 | 2.46 | 3.734 | 2.48 | 3.78 | 2.644 | 3.894 | 2.7797 | 4.2299 | 29 | 1.44 | 2.744 | 1.32 | 2.599 | 1.36 | 2.874 | 1.549 | 2.979 | 1.4631 | 2.8612 | 30 | 0.98 | 2.149 | 0.92 | 2.552 | 1.03 | 1.791 | 0.925 | 2.138 | 0.9451 | 2.2544 | RMSE | ā | ā | 0.2110 | 0.4011 | 0.1926 | 0.3633 | 0.1144 | 0.2615 | 0.0269 | 0.0950 |
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