Table 6 FVSI based on MLs for 53 bus system.

From: Machine learning algorithms for voltage stability assessment in electrical distribution systems

Bus index

FVSI calculated by FBLFA

FVSI predicted by LR

FVSI predicted by RF

FVSI predicted by GB

FVSI predicted by SVM

1

0.000

0.013132

0.006199

0.00013

0.0193

2

0.00217

0.00008

0.002328

0.002227

0.0388

3

0.001577

0.001484

0.001733

0.001409

0.0589

4

0.001426

0.000092

0.002479

0.001336

0.0388

5

0.001326

0.001865

0.001585

0.001214

0.0388

6

0.012267

0.009528

0.013761

0.012814

0.0387

7

0.00466

0.003302

0.005896

0.004827

0.0193

8

0.003791

0.006927

0.004987

0.004179

0.0392

9

0.011928

0.013451

0.012534

0.011947

0.0385

10

0.019453

0.013553

0.019439

0.019583

0.0386

11

0.007418

0.007342

0.008284

0.007404

0.0582

12

0.005026

0.003402

0.005267

0.004909

0.0583

13

0.005504

0.004972

0.005732

0.005842

0.0387

14

0.019898

0.014539

0.017522

0.019862

0.0384

15

0.006815

0.01027

0.00823

0.006857

0.0385

16

0.01071

0.014319

0.011943

0.011043

0.0193

17

0.002434

0.00037

0.003032

0.002573

0.0567

18

0.005137

0.003612

0.004711

0.005048

0.0375

19

0.004844

0.005411

0.005943

0.004569

0.0386

20

0.037614

0.035091

0.03056

0.037635

0.0390

21

0.050494

0.040068

0.043338

0.050245

0.0196

22

0.008715

0.019973

0.007713

0.008805

0.0573

23

0.04891

0.039893

0.040917

0.048722

0.0386

24

0.005633

0.017663

0.005213

0.005787

0.0386

25

0.001097

0.000746

0.001454

0.001125

0.0192

26

0.007503

0.008255

0.008239

0.007511

0.0777

27

0.004939

0.006539

0.005799

0.004857

0.0387

28

0.010858

0.028192

0.021405

0.010942

0.0195

29

0.008929

0.0104

0.008866

0.008722

0.0584

30

0.012647

0.01242

0.013008

0.012249

0.0386

31

0.045357

0.048429

0.046846

0.045849

0.0386

32

0.072367

0.077368

0.060099

0.072151

0.0385

33

0.042991

0.047269

0.042891

0.042783

0.0192

34

0.038868

0.052623

0.02794

0.038648

0.0383

35

0.018505

0.023055

0.01547

0.018045

0.0382

36

0.081845

0.05112

0.069269

0.081766

0.0387

37

0.000635

0.002428

0.001141

0.000594

0.0386

38

0.002871

0.004159

0.003043

0.00304

0.0192

39

0.0431

0.028919

0.04448

0.043091

0.0392

40

0.018902

0.020673

0.021741

0.018915

0.0386

41

0.002436

0.000597

0.002787

0.002682

0.0385

42

0.00698

0.006543

0.007739

0.006988

0.0385

43

0.009014

0.01026

0.009024

0.008981

0.0385

44

0.0226

0.02447

0.024299

0.022585

0.0576

45

0.011152

0.01178

0.010973

0.010585

0.0382

46

0.00832

0.009715

0.008425

0.00852

0.0385

47

0.027612

0.024188

0.030669

0.028161

0.0194

48

0.011704

0.016303

0.013088

0.01158

0.0385

49

0.017866

0.024058

0.020868

0.017699

0.0193

50

0.009266

0.011708

0.009429

0.009106

0.0388

51

0.004776

0.006024

0.005587

0.004895

0.0387

52

0.014096

0.00685

0.014571

0.013753

0.0387

53

0.012895

0.005655

0.015417

0.013088

0.0193

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