Table 2.
Different performance parameters for MIT-BIH noisy electrocardiogram data
ECG data | SNR (dB) | IVMD | Traditional VMD | ||||
---|---|---|---|---|---|---|---|
MSE (×104) | PRD | CC | MSE (×104) | PRD | CC | ||
100 | 0 | 0.764 | 127.69 | 0.404 | 0.979 | 139.1 | 0.109 |
6 | 0.425 | 95.23 | 0.633 | 0.461 | 99.21 | 0.413 | |
12 | 0.358 | 87.41 | 0.826 | 0.416 | 94.28 | 0.647 | |
18 | 0.342 | 85.45 | 0.923 | 0.408 | 93.38 | 0.713 | |
24 | 0.339 | 85.09 | 0.946 | 0.407 | 93.21 | 0.726 | |
101 | 0 | 0.929 | 128.89 | 0.417 | 0.915 | 127.9 | 0.217 |
6 | 0.485 | 93.16 | 0.658 | 0.509 | 95.43 | 0.528 | |
12 | 0.375 | 81.99 | 0.812 | 0.456 | 90.30 | 0.671 | |
18 | 0.332 | 77.08 | 0.888 | 0.443 | 89.03 | 0.725 | |
24 | 0.322 | 75.89 | 0.923 | 0.440 | 88.71 | 0.741 | |
102 | 0 | 0.406 | 111.63 | 0.476 | 0.475 | 120.8 | 0.381 |
6 | 0.246 | 86.97 | 0.714 | 0.260 | 89.38 | 0.714 | |
12 | 0.208 | 80.00 | 0.846 | 0.236 | 85.13 | 0.807 | |
18 | 0.195 | 77.50 | 0.911 | 0.230 | 84.11 | 0.842 | |
24 | 0.191 | 76.62 | 0.933 | 0.229 | 83.87 | 0.852 | |
118 | 0 | 4.641 | 111.67 | 0.415 | 5.264 | 118.9 | 0.127 |
6 | 3.287 | 93.98 | 0.624 | 3.527 | 97.35 | 0.553 | |
12 | 2.960 | 89.18 | 0.793 | 3.393 | 95.48 | 0.684 | |
18 | 3.043 | 90.42 | 0.875 | 3.362 | 95.04 | 0.724 | |
24 | 3.068 | 90.79 | 0.886 | 3.354 | 94.93 | 0.734 | |
119 | 0 | 3.355 | 96.42 | 0.566 | 3.987 | 105.1 | 0.433 |
6 | 2.273 | 79.36 | 0.787 | 2.979 | 90.85 | 0.665 | |
12 | 2.026 | 74.92 | 0.899 | 2.873 | 89.22 | 0.734 | |
18 | 1.852 | 71.63 | 0.942 | 2.849 | 88.84 | 0.754 | |
24 | 1.869 | 71.96 | 0.952 | 2.844 | 88.77 | 0.758 |
ECG – Electrocardiogram; SNR – Signal to noise ratio; VMD – Variational mode decomposition; MSE – Mean square error; PRD – Percentage root mean square difference; CC – Correlation coefficient; IVMD- Improved VMD