Research Article
Locomotion Mode Recognition with Inertial Signals for Hip Joint Exoskeleton
Table 5
Recognition accuracy of 1 : 1 intrasubject crossvalidation.
| | Subject 1 | Subject 2 | Subject 3 | Number of error steps | Number of total steps | Accuracy rate | Number of error steps | Number of total steps | Accuracy rate | Number of error steps | Number of total steps | Accuracy rate |
| Subject 1 | Task 1 | 1 | 79 | 98.73% | 1 | 37 | 97.30% | 0 | 54 | 100.00% | Task 2 | 15 | 83 | 81.93% | 5 | 32 | 84.38% | 6 | 56 | 89.29% | Task 3 | 18 | 78 | 76.92% | 0 | 28 | 100.00% | 3 | 47 | 93.62% | Task 4 | 3 | 68 | 95.59% | 0 | 33 | 100.00% | 1 | 49 | 97.96% |
| Subject 2 | Task 1 | 9 | 79 | 88.61% | 1 | 37 | 97.30% | 0 | 54 | 100.00% | Task 2 | 12 | 83 | 85.54% | 4 | 32 | 87.50% | 5 | 56 | 91.07% | Task 3 | 10 | 78 | 87.18% | 1 | 28 | 96.43% | 2 | 47 | 95.74% | Task 4 | 7 | 68 | 89.71% | 0 | 33 | 100.00% | 0 | 49 | 100.00% |
| Subject 3 | Task 1 | 10 | 79 | 87.34% | 1 | 37 | 97.30% | 0 | 54 | 100.00% | Task 2 | 10 | 83 | 87.95% | 7 | 32 | 78.13% | 4 | 56 | 92.86% | Task 3 | 7 | 78 | 91.03% | 2 | 28 | 92.86% | 2 | 47 | 95.74% | Task 4 | 13 | 68 | 80.88% | 0 | 33 | 100.00% | 5 | 49 | 89.80% |
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