Research Article

Wavelet-Based Feature Extraction in Fault Diagnosis for Biquad High-Pass Filter Circuit

Table 4

Diagnosis rate of fault feature by Morelet wavelet at eight different decomposition scales.

Fault classesA (5)B (11)C (15)D (20)E (30)F (40)G (50)H (100)

Norm40%60%90%95%95%95%95%95%
1↑70%100%100%100%100%100%100%100%
1↓15%35%40%40%50%50%50%65%
4↑25%25%25%50%90%85%95%95%
4↓40%30%40%40%40%40%40%40%
2↑70%55%65%75%80%85%85%85%
2↓40%70%70%70%70%70%70%70%
3↑65%100%100%100%100%100%100%100%
3↓70%85%95%95%100%100%100%100%
2↑85%95%100%100%100%100%100%100%
2↓90%85%100%100%100%100%100%100%
1↑95%90%90%100%100%100%100%100%
1↓25%25%55%70%95%100%100%100%

Average56.2%65.8%74.6%79.6%86.2%86.5%87.3%88.5%

Increment/9.6%8.8%5%6.6%0.3%0.8%1.2%