Research Article

Prediction of Slipper Pressure Distribution and Leakage Behaviour in Axial Piston Pumps Using ANN and MGGP

Table 2

Parameters of proposed ANN.

ParametersValues

Training data set4799

Validation data set1028

Testing data set1028

Number of hidden layers2

Number of neurons in hidden layers1-20

Activation functionsTagsig-Logsig-Pureline

Number of epochs10000

Learning rate0.7

Architecture selectionTrial-Error

Target goal mean square error10-7

Minimum performance gradient10-7