Research Article

Milling Tool Wear State Recognition by Vibration Signal Using a Stacked Generalization Ensemble Model

Table 7

The optimal value of model parameters.

Initial parametersValue or rangeOptimal value

Penalty parameter (C)[0.01, 0.05, 0.1, 0.2, 0.5, 2, 5, 10, 20, 50, 100]2

Kernel function parameter ()[0.01, 0.05, 0.1, 0.2, 0.5, 1, 5]10

MaxDepth (De)[3, 4, 5, 6, 7, 8, 9, 10]5

Min samples split (Ss)22

Min samples leaf (Sl)11