Research Article
Prediction of Responses in a Sustainable Dry Turning Operation: A Comparative Analysis
Table 6
Performance indices for different prediction tools.
| Statistical measure | Prediction tool | ANFIS | Fuzzy logic | ANN | Regression | Ra | Fc | MRR | Ra | Fc | MRR | Ra | Fc | MRR | Ra | Fc | MRR |
| RMSPE | 3.4183 | 5.6912 | 3.8983 | 5.8422 | 16.7945 | 30.3183 | 9.7302 | 12.4016 | 13.1359 | 7.5517 | 6.8271 | 5.9817 | MAPE | 2.7109 | 4.6772 | 3.6486 | 4.2796 | 13.2355 | 25.5936 | 8.4765 | 10.5356 | 12.2847 | 4.9769 | 5.8978 | 4.8882 | RMSLE | 0.0716 | 0.1557 | 0.1309 | 0.0932 | 0.2573 | 0.3329 | 0.1252 | 0.2354 | 0.2353 | 0.1120 | 0.1702 | 0.1581 | R | 0.8451 | 0.9736 | 0.9888 | 0.5813 | 0.8795 | 0.7491 | 0.3008 | 0.7678 | 0.9022 | 0.4776 | 0.9693 | 0.9950 | RRSE | 0.4015 | 0.1926 | 0.1134 | 0.6830 | 0.5289 | 0.6062 | 1.2365 | 0.5067 | 0.3347 | 0.9867 | 0.2434 | 0.1015 |
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