Research Article
A Cloud-Based Machine Learning Approach to Reduce Noise in ECG Arrhythmias for Smart Healthcare Services
Table 2
NMSE estimation values of scenario I for estimators.
| No. of iterations (k) | Time delay estimation | Doppler shift estimation | KLMS-modified NC | EKF | UKF | OIUKF | KLMS-modified NC | EKF | UKF | OIUKF |
| 1000 | 1.28 | 0.095 | 0.044 | 0.0091 | 0.97 | 0.095 | 0.044 | 0.0082 | 2000 | 1.12 | 0.082 | 0.036 | 0.0067 | 0.68 | 0.072 | 0.026 | 0.0064 | 3000 | 0.98 | 0.055 | 0.022 | 0.0054 | 0.51 | 0.064 | 0.022 | 0.0042 | 4000 | 0.67 | 0.045 | 0.015 | 0.0046 | 0.43 | 0.051 | 0.015 | 0.0026 | 5000 | 0.42 | 0.029 | 0.012 | 0.0032 | 0.36 | 0.045 | 0.0092 | 0.00094 |
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