Table 1.
NRMSE between the estimated joint torque of different models and the measurements (“true” values) of all subjects (mean ± std).
2 m/s | 3 m/s | 4 m/s | 5 m/s | ||
---|---|---|---|---|---|
Speed-dependent | GP | 0.1788 ± 0.0756 | 0.1802 ± 0.0475 | 0.1604 ± 0.0483 | 0.1718 ± 0.0356 |
NARX-GP | 0.0046 ± 0.0016 | 0.0039 ± 0.0023 | 0.0031 ± 0.0023 | 0.0041 ± 0.0021 | |
Multi-speed | GP | 0.1850 ± 0.0735 | 0.1745 ± 0.0489 | 0.1712 ± 0.0457 | 0.1874 ± 0.0510 |
NARX-GP | 0.0052 ± 0.0028 | 0.0033 ± 0.0010 | 0.0030 ± 0.0011 | 0.0035 ± 0.0011 | |
Speed-independent | GP | 0.2075 ± 0.0697 | 0.1852 ± 0.0560 | 0.1910 ± 0.0563 | 0.2174 ± 0.0746 |
NARX-GP | 0.0086 ± 0.0086 | 0.0039 ± 0.0014 | 0.0046 ± 0.0030 | 0.0066 ± 0.0072 |