Table 2. Denoising models comparison.
Data | Noise measurement | Original | CNN | Improvement CNN | GRU | Improvement GRU | WT | Impro-vement WT | WT +GRU | Improvement WT+GRU |
---|---|---|---|---|---|---|---|---|---|---|
Position | Noise level | 0.038 | 0.014 | 64.3% | 0.013 | 65.3% | 0.015 | 60.5% | 0.010 | 74.5% |
Fluctuation level | 36.32 | 4.924 | 86.4% | 3.25 | 91.1% | 6.758 | 81.4% | 1.094 | 97.0% | |
Velocity | Noise level | 36.322 | 0.79 | 97.8% | 0.79 | 97.8% | 5.904 | 83.7% | 0.570 | 98.4% |
Fluctuation level | 152.50 | 1.096 | 99.3% | 1.001 | 99.3% | 16.273 | 89.4% | 1.043 | 99.3% | |
Orientation | Noise level | 0.056 | 0.024 | 57.3% | 0.043 | 22.4% | 0.028 | 50.4% | 0.025 | 54.7% |
Fluctuation level | 4.37 | 0.70 | 83.9% | 1.54 | 64.7% | 1.514 | 65.3% | 0.443 | 89.8% |