Table 3 The weight and Bias of hidden and output layers for 32 neurons.

From: Prediction of thermodynamic properties of aqueous carbohydrates solution using the PHSC and ANN models

 

Hidden layer

 

Output layer

 

Weights

 

Bias

Weight

Bias

Neurons

Tc

Vc

Tm

∆Hm

Molality

T

 

 \(\phi\)

\(\gamma\)

\({a}_{w}\)

 

1

-1.6033

1.9248

-0.3285

0.9153

0.7867

1.5442

2.8000

0.8348

-0.4619

0.5310

-0.2064

2

0.8398

-2.3537

-0.0946

0.7289

1.0268

0.0859

-2.6194

-0.6227

-0.4250

-0.8178

0.6170

3

0.0669

0.8562

-1.3657

-1.6789

-1.5551

-1.4916

-2.4387

0.1524

0.3667

0.0932

0.5102

4

1.8173

-0.8871

0.3439

-1.6567

-0.9421

-0.7423

-2.2581

-0.1485

0.2889

0.2952

 

5

0.9064

-0.4694

-1.6658

-1.0975

-1.6789

-1.0616

-2.0774

0.3580

0.2716

0.8903

 

6

2.2894

0.3649

-0.8795

0.2353

1.2794

2.3505

-1.8968

-0.5821

0.4186

-0.5275

 

7

-0.2195

2.1029

0.3942

0.7336

1.6358

-0.6156

1.7161

-0.7612

0.2146

-0.0997

 

8

-0.5824

-0.7085

-2.1379

-0.7958

-1.3398

0.7481

1.5355

-0.0825

0.3239

0.5406

 

9

1.2127

1.8007

-0.7812

1.1928

1.0457

-0.1924

-1.3548

-0.2996

0.3240

-0.1677

 

10

-2.1116

-1.0065

0.5936

1.1070

0.8889

0.8886

1.1742

0.6839

0.6658

-0.4871

 

11

-1.2338

0.6764

-0.7894

1.5762

-1.6591

-0.7648

0.9935

0.2269

0.1645

0.0815

 

12

-1.8254

0.9297

1.8129

0.1751

0.5710

-1.4023

0.8129

0.7399

-0.4704

-0.3639

 

13

-0.5673

0.2035

2.5105

-0.9095

-0.5889

-1.4224

0.6323

-0.7616

0.8797

0.2911

 

14

1.2737

0.7615

0.8850

-1.5159

1.5990

0.4882

-0.4516

-0.0411

0.2786

0.0894

 

15

1.3342

0.7324

-0.6867

0.4880

-2.1940

-0.1774

-0.2710

0.2946

0.0878

0.4421

 

16

-1.9886

-1.4563

0.3804

1.2614

-0.1699

-0.1961

0.0903

0.0450

0.9874

-0.5626

 

17

-0.5034

-1.8589

-1.9601

-0.3825

-0.3780

1.4193

-0.0903

-0.7884

-0.7806

-0.8728

 

18

0.0985

1.8289

1.4889

-1.4994

-0.1432

0.2916

0.2710

-0.1908

-0.1033

-0.2684

 

19

-0.3746

-1.4808

1.7094

-1.0514

1.2164

0.1978

-0.4516

0.5270

0.2558

0.5440

 

20

0.6239

-1.8592

1.2640

-1.3777

-0.7062

1.5877

0.6323

0.8657

0.9455

-0.6159

 

21

0.7887

0.3772

-1.4746

-1.3497

1.7549

-0.8045

0.8129

-0.7223

0.3925

-0.8124

 

22

-1.2946

2.3766

0.5872

-0.3729

-0.1783

0.6966

-0.9935

0.0508

0.0607

0.7223

 

23

-0.2769

0.6855

-1.9347

0.1100

-1.8810

0.8351

-1.1742

-0.0303

-0.2131

0.3429

 

24

-2.0382

-1.3022

-0.3144

-0.1791

-1.3635

-0.2437

-1.3548

0.4825

0.0401

-0.3046

 

25

1.9632

-0.5316

-0.7595

1.5224

0.8994

0.2157

1.5355

-0.7000

0.1722

-0.4757

 

26

-1.9520

-0.2303

-1.9853

0.1059

-0.1555

-1.1658

-1.7161

-0.9111

0.5099

-0.5144

 

27

-1.2269

1.5006

-1.0009

1.3822

-1.0820

-1.1480

-1.8968

-0.1152

0.3756

-0.2815

 

28

-0.8317

-2.2399

-0.5027

0.8977

-1.0357

0.1049

-2.0774

0.4727

-0.2106

0.3668

 

29

-1.0883

1.2817

-1.4629

1.6501

0.3872

0.7223

-2.2581

0.4081

-0.1154

-0.9608

 

30

-0.0657

0.9226

0.6279

-1.6525

-1.9645

2.5855

-2.4387

-0.3383

-0.1514

-0.4595

 

31

-1.2475

-0.9616

-0.2260

1.3689

1.8531

-0.6669

-2.6194

-0.6059

0.6434

-0.1402

 

32

1.8882

-1.2922

0.8192

-0.8819

-1.0751

0.1873

2.8000

0.7755

-0.2176

0.5382