Research Article
Prediction of Responses in a Sustainable Dry Turning Operation: A Comparative Analysis
Table 7
Performance indices of ANFIS model for different membership functions.
| Statistical measure | Membership function | Generalized bell | Gaussian | Trapezoidal | Triangular | Ra | Fc | MRR | Ra | Fc | MRR | Ra | Fc | MRR | Ra | Fc | MRR |
| RMSPE | 3.4183 | 5.6912 | 3.8983 | 3.7161 | 6.3457 | 3.8466 | 3.9546 | 7.0451 | 5.4161 | 4.1897 | 9.4350 | 6.8082 | MAPE | 2.7109 | 4.6772 | 3.6486 | 3.3200 | 5.2817 | 3.4994 | 3.2481 | 6.6107 | 5.2262 | 3.7050 | 8.8452 | 6.6416 | RMSLE | 0.0716 | 0.1557 | 0.1309 | 0.0757 | 0.1628 | 0.1294 | 0.0774 | 0.1744 | 0.1531 | 0.0801 | 0.2037 | 0.1721 | R | 0.8451 | 0.9736 | 0.9888 | 0.8349 | 0.9670 | 0.9885 | 0.8094 | 0.9526 | 0.9776 | 0.8062 | 0.8523 | 0.9708 | RRSE | 0.4015 | 0.1926 | 0.1134 | 0.4547 | 0.2145 | 0.1155 | 0.4734 | 0.2685 | 0.1547 | 0.5120 | 0.3920 | 0.1861 |
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