Table 3 The parameters in Eq. (15) for cohesion estimation.

From: Estimation of rocks’ failure parameters from drilling data by using artificial neural network

i

W11

W12

W13

W14

W15

W2

b1

b2

1

− 0.4626

3.9477

0.3820

− 3.7261

− 2.7384

4.5612

− 3.0487

0.7534

2

− 1.7512

0.3995

− 0.9573

− 1.8493

− 3.4812

3.6093

− 2.9639

 

3

3.4467

− 2.6912

− 2.0344

1.3955

− 2.3160

− 4.0910

1.3472

 

4

− 3.3115

1.7078

4.7183

5.1277

2.3778

− 2.3839

6.4843

 

5

− 0.6096

3.5467

2.1475

− 1.8022

− 3.9018

3.0889

− 5.0166

 

6

0.8459

0.1030

− 3.4423

− 4.0818

− 0.7629

3.1857

− 1.7508

 

7

0.5604

− 3.5778

1.7044

− 2.2264

− 2.1836

− 3.4758

− 2.8909

 

8

− 0.1979

− 1.4184

2.8321

0.3343

4.5631

3.7736

− 1.2807

 

9

− 3.4217

3.5302

− 3.4351

4.5828

− 6.1035

− 2.6635

− 0.2858

 

10

− 4.2223

2.7503

4.2267

− 0.8829

3.5359

− 2.7252

− 1.6227

 

11

3.9493

3.0739

0.3628

− 3.9052

− 2.3685

− 3.9817

− 2.5630

 

12

− 4.2528

1.6032

− 3.4292

3.6714

− 1.5528

− 2.6967

1.2954

 

13

2.1650

− 1.1716

3.8909

0.7559

− 2.0511

5.9139

4.6457

 

14

4.7619

3.4076

0.9669

− 0.3775

− 1.4343

− 5.3146

− 2.5483

 

15

0.9869

6.1320

0.7224

− 2.9455

− 1.6232

− 5.5960

1.1852

 

16

5.2747

2.0909

− 5.1466

5.5499

4.9855

− 1.9117

1.4404

 

17

3.7714

6.0683

− 1.5366

2.6079

1.2224

2.7830

− 3.3447

 

18

− 0.9427

− 0.0848

3.2698

2.5618

8.5606

1.8185

2.7887

 

19

− 4.6161

3.7344

− 0.3284

− 0.1666

1.2752

− 5.2042

− 0.3783

 

20

0.2343

− 0.2793

− 2.8602

− 3.2140

− 2.4216

3.9275

2.1866

 

21

1.3340

− 0.3624

− 1.1518

− 2.5195

− 5.1351

− 5.3687

− 4.8506

 

22

5.5159

2.9003

− 0.5477

3.7368

1.3668

5.8258

− 5.0941

 

23

− 1.3679

4.0048

6.0178

0.1877

− 3.3167

1.6285

0.7768

 

24

− 2.9959

3.2193

− 0.6533

3.8584

− 1.9523

3.3315

3.4024

 

25

− 1.3169

− 0.3113

4.0184

4.7077

− 2.3668

− 3.3486

5.8567

 

26

− 7.8940

− 4.3963

0.4776

− 0.4482

− 0.0418

5.0919

5.7940

 

27

− 4.0545

0.3185

2.4356

− 4.3961

− 4.1931

− 3.6754

− 1.9184

 

28

− 1.5350

− 2.0027

− 1.1113

3.5188

− 0.7597

− 3.3823

− 1.4046

 

29

− 1.2392

1.4004

− 1.9070

2.6803

− 3.0978

7.9737

0.2013

 

30

− 6.1130

− 1.5863

− 2.5822

− 1.6123

1.0860

− 3.5113

0.7738