Research Article

PTFE in Wet and Dry Drilling: Two-Tier Modeling and Optimization through ANFIS

Table 7

Predicted results and validation results.

ModelDrilling conditionsPredicted drilling conditionResponseError
Spindle speed (N)Feed rate (f)Point angle (Ɵ)Surface roughness (Ra)
GA predictedValidation result
rpmmm/min(o)μmμm%

RSM models based on experimental data- and Dry condition11380.051000.800.844.76
Wet condition12040.051000.770.814.94

ANFIS updated RSM models: and Dry condition15330.051000.750.772.60
Wet condition16560.051000.680.702.86