Table 3 The classification accuracy of the EMG PR system averaged across five able-bodied subjects (AB1-AB5)
From: A real-time, practical sensor fault-tolerant module for robust EMG pattern recognition
CA | LC | BN | BN | BN | |
|---|---|---|---|---|---|
s = 5 | s = 10 | s = 20 | |||
No disturbance (w/o SFTM) | 98.88 ± 0.73 | 98.84 ± 0.51 | 98.85 ± 0.53 | 98.90 ± 0.59 | 98.88 ± 0.57 |
No disturbance (w/ SFTM) | 98.88 ± 073 | 98.84 ± 0.51 | 98.82 ± 0.53 | 98.90 ± 0.36 | 98.85 ± 0.57 |
1 channel disturbed (w/o SFTM) | 44.50* ±10.50 | 66.22* ± 10.24 | 90.10* ± 2.94 | 82.93* ± 3.07 | 74.60* ± 2.38 |
1 channel disturbed (w/ SFTM) | 96.00* ± 3.00 | 97.44* ± 2.23 | 96.70* ± 2.94 | 96.71* ± 1.31 | 96.58* ± 0.60 |
2 channels disturbed (w/o SFTM) | 16.85* ± 12.74 | 43.05* ± 11.90 | 77.95* ± 8.30 | 68.36* ± 13.50 | 54.42* ± 12.56 |
2 channels disturbance (w/ SFTM) | 92.81* ± 4.64 | 94.18* ± 5.22 | 90.80* ± 8.30 | 93.38* ± 2.63 | 91.31* ± 4.33 |
3 channels disturbed (w/o SFTM) | 5.88* ± 5.50 | 35.06* ± 3.62 | 72.08* ± 5.17 | 54.02* ± 7.70 | 39.72* ±14.10 |
3 channels disturbed (w/ SFTM) | 84.47* ± 6.17 | 84.20* ± 3.91 | 87.50* ± 5.17 | 87.19* ± 8.17 | 84.37* ± 7.34 |