Table 4 Statistical overview of rate of success of the real-time ANN system for sEMG pattern discrimination system
From: Real-time intelligent pattern recognition algorithm for surface EMG signals
Movements | |||||||
|---|---|---|---|---|---|---|---|
Participated subjects | Opening | Closing | Wrist flexion | Wrist extension | Pinch | Thumb flexion | Average Results for 6 movements |
Subject_1 | 92% | 98% | 90% | 92% | 88% | 82% | 90.33% |
Subject_2 | 86% | 90% | 84% | 86% | 82% | 84% | 85.33% |
Subject_3 | 90% | 94% | 88% | 86% | 80% | 78% | 86% |
Subject_4 | 94% | 94% | 86% | 88% | 82% | 80% | 87.33% |
Average results | 90.5% | 94.5% | 87% | 88% | 83% | 81% | 87.33% |
Standard deviation (STD) for each movements | 2.96% | 2.83% | 2.24% | 2.45% | 3.00% | 2.24% | 2.62% |