Table 5 Prediction speed, training time, and accuracy from Fine Gaussian SVM for 53 wavelet functions at one value of fault resistance, fault location, and fault inception angle.

From: A comprehensive guide to selecting suitable wavelet decomposition level and functions in discrete wavelet transform for fault detection in distribution networks

Wavelet function

Phase - G

Prediction speed (obs/sec)

Training time (sec)

Accuracy (%)

Haar family

 Haar

600

3.3741

100

Daubechies wavelet family

 db1

600

3.3741

100

 db2

440

2.3954

100

 db3

550

3.2833

100

 db4

740

0.61119

91.7

 db5

700

0.63421

100

 db6

580

0.67559

100

 db7

580

0.73023

91.7

 db8

590

0.66996

91.7

 db9

690

0.69557

100

 db10

940

1.6074

91.7

Symlets wavelet family

 sym2

580

1.2705

100

 sym3

700

0.67957

100

 sym4

640

0.6515

91.7

 sym5

600

1.6276

100

 sym6

610

2.3446

91.7

 sym7

660

2.2513

91.7

 sym8

440

2.67

91.7

Coiflets wavelet family

 coif1

680

2.5993

91.7

 coif2

660

2.4117

91.7

 coif3

510

3.5726

100

 coif4

550

2.3771

100

 coif5

320

5.0333

100

Bior splines wavelet family

 bior1.1

520

3.667

100

 bior1.3

540

2.5186

100

 bior1.5

560

2.6072

100

 bior2.2

670

2.6757

91.7

 bior2.4

580

2.7752

91.7

 bior2.6

350

3.925

91.7

 bior2.8

590

2.7764

91.7

 bior3.1

580

4.2407

91.7

 bior3.3

660

2.7482

91.7

 bior3.5

510

3.7175

83.3

 bior3.7

450

4.6526

91.7

 bior3.9

690

4.0694

91.7

 bior4.4

440

4.0722

91.7

 bior5.5

610

4.0082

100

 bior6.8

660

3.5318

91.7

Reverse bior splines wavelet family

 rbio1.1

630

2.2263

100

 rbio1.3

180

5.0493

100

 rbio1.5

160

5.1161

100

 rbio2.2

620

4.4052

91.7

 rbio2.4

160

4.9882

91.7

 rbio2.6

680

4.9001

91.7

 rbio2.8

90

4.1408

91.7

 rbio3.1

580

2.6892

91.7

 rbio3.3

420

5.4213

91.7

 rbio3.5

700

5.1709

91.7

 rbio3.7

670

4.4109

91.7

 rbio3.9

530

4.8647

91.7

 rbio4.4

370

4.5904

91.7

 rbio5.5

680

5.2904

100

 rbio6.8

200

5.2157

100

Meyer wavelet family

 dmey

510

6.2002

100