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Table 4 Some descriptive statistics for RMSE values

From: Prediction of Leakage from an Axial Piston Pump Slipper with Circular Dimples Using Deep Neural Networks

 

Leakage

Oil film thickness

Pocket pressure

Mean

Max

Min

Std

Mean

Max

Min

Std

Mean

Max

Min

Std

LR

0.0085

0.0088

0.0082

0.0001

0.2753

0.2895

0.2596

0.0080

1.0135

1.1097

0.9289

0.0413

DT

0.0033

0.0051

0.0019

0.0008

0.3328

0.4352

0.1855

0.0642

0.8593

0.9454

0.7490

0.0472

SVM

0.0043

0.0050

0.0036

0.0004

0.2411

0.3261

0.1772

0.0383

0.8543

1.0101

0.7345

0.0727

NN

0.0034

0.0046

0.0024

0.0006

0.0217

0.0987

0.0016

0.0269

0.8346

0.9712

0.7183

0.0605

DNN

0.0028

0.0032

0.0021

0.0003

0.0037

0.0097

0.0015

0.0026

0.7696

0.7945

0.7130

0.0226

  1. Bold values indicate the best score of the columns