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Table 3 Output results of the trained neural network model

From: Optimal selection of operating parameters in end milling of Al-6061 work materials using multi-objective approach

Case

Inputs

Outputs

 

f in mm/min

N in rpm

b in mm

Amplitude of vibration(A) in mv

Surface roughness (Ra) in μm

    

Initial Value

RBF Value

% error

Initial Value

RBF Value

% error

1

20

1800

0.5

0.064

0.06479

0.005

0.8

0.824

0.0002

2

20

3000

0.5

0.1128

0.1228

0.001

2.2

1.45

0.07

3

40

1800

0.2

0.1462

0.1189

0.002

0.2

0.49

0.002

4

40

3000

0.8

0.0896

0.0912

0.0001

1.73

1.56

0.0017

5

40

2400

0.5

0.0752

0.074

0.0001

1.2

0.95

0.002