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Official Journal of the Japan Wood Research Society

Table 2 The statistical results of mean, Max, Min, and SD of the training set and test set

From: Multi-objective optimization of particle gluing operating parameters in particleboard production based on improved machine learning algorithms

Parameters

Operating parameters of particle gluing

Mechanical properties of PB

 

fcore

(kg/min)

fsurface

(kg/min)

vcore

(L/min)

vsurface

(L/min)

pcore

(bar)

psurface

(bar)

MOE

(MPa)

MOR

(MPa)

IB

(MPa)

Min

Train

174

98

24.9

15.8

1.20

1.30

1895

11.37

0.33

Test

172

106

25.8

18.6

1.40

1.40

1963

12.04

0.41

Total

172

98

24.9

15.8

1.20

1.30

1895

11.37

0.33

Max

Train

357

215

42.2

37.6

2.31

3.10

2603

15.95

0.59

Test

354

211

43.5

35.7

2.31

2.52

2467

16.18

0.56

Total

357

215

43.5

37.6

2.31

3.10

2603

15.95

0.59

Mean

Train

294

146

34.6

26

1.78

1.77

2188

13.34

0.47

Test

296

148

35.2

26.3

1.80

1.79

2211

13.42

0.48

Total

294

147

34.8

26.1

1.79

1.78

2192

13.35

0.47

SD

Train

30

19

3.4

3.4

0.21

0.21

110

0.72

0.03

Test

35

22

3.2

3.7

0.21

0.23

98

0.78

0.03

Total

31

20

3.4

3.5

0.21

0.21

108

0.73

0.03