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.
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 |