Table 7 Model performance evaluation for different circuit faults (mean ± std).
Circuit | 1DCNN | CWT-CNN | LSTM | SVM | ISSA-SVM | ELM based method | Ours |
|---|---|---|---|---|---|---|---|
Sallen–Key bandpass filter | 0.9919 ± 0.0028 | 0.9835 ± 0.0022 | 0.9764 ± 0.0078 | 0.9752 ± 0.0064 | 0.9828 ± 0.0030 | 0.9796 ± 0.0055 | 1.0000 ± 0.0000 |
Four-op-amp biquad high-pass filter | 0.9920 ± 0.0025 | 0.9834 ± 0.0048 | 0.9342 ± 0.0092 | 0.9259 ± 0.0113 | 0.9437 ± 0.0025 | 0.9381 ± 0.0038 | 0.9966 ± 0.0016 |
Tow-Thomas filter circuit | 0.9504 ± 0.0058 | 0.9623 ± 0.0076 | 0.9102 ± 0.0040 | 0.9210 ± 0.0085 | 0.9629 ± 0.0055 | 0.9557 ± 0.0082 | 0.9771 ± 0.0023 |
