Research Article
A Segmental Approach with SWT Technique for Denoising the EOG Signal
Table 1
RMSE values obtained between reference EOG signal and denoised EOG signals by increasing segments approach using SWT technique.
| S. number | Segment of the signal (samples) | EOG5 dB SNR = 39.04 dB | EOG10 dB SNR = 33.92 dB | EOG15 dB SNR = 29.02 dB | EOG20 dB SNR = 24.12 dB | EOG25 dB SNR = 19.01 dB | RMSE (µV) | RMSE (µV) | RMSE (µV) | RMSE (µV) | RMSE (µV) |
| 1 | 1:512 | 8.38 | 8.39 | 8.81 | 9.78 | 10.92 | 2 | 1:1024 | 5.94 | 6.05 | 6.63 | 7.52 | 9.35 | 3 | 1:1536 | 4.88 | 5.02 | 5.61 | 6.71 | 9.06 | 4 | 1:2048 | 4.25 | 4.41 | 5.05 | 6.25 | 8.91 | 5 | 1:2560 | 0.91 | 1.56 | 2.79 | 4.61 | 7.81 | 6 | 1:3072 | 0.94 | 1.57 | 2.78 | 4.60 | 7.89 | 7 | 1:3584 | 3.48 | 3.69 | 4.36 | 5.77 | 8.60 | 8 | 1:4096 | 3.27 | 3.49 | 4.20 | 5.60 | 8.49 | 9 | 1:4608 | 0.92 | 1.55 | 2.75 | 4.59 | 7.96 | 10 | 1:5120 | 1.46 | 1.93 | 2.97 | 4.73 | 8.04 | 11 | 1:5632 | 1.34 | 1.84 | 2.88 | 4.68 | 8.05 | 12 | 1:6144 | 1.38 | 1.87 | 2.91 | 4.70 | 8.07 | 13 | 1:6656 | 1.39 | 1.87 | 2.89 | 4.68 | 8.12 | 14 | 1:7168 | 2.03 | 2.37 | 3.23 | 4.95 | 8.25 | 15 | 1:7680 | 1.97 | 2.33 | 3.20 | 4.91 | 8.29 | 16 | 1:8192 | 1.53 | 1.99 | 2.94 | 4.79 | 8.22 |
| Maximum value | 8.38 | 8.39 | 8.81 | 9.78 | 10.92 |
| Minimum value | 0.91 | 1.55 | 2.75 | 4.59 | 7.81 |
| Mean (µV) | 2.75 | 3.12 | 4.00 | 5.55 | 8.50 |
| Standard deviation (µV) | 2.15 | 1.97 | 1.74 | 1.43 | 0.78 |
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