TABLE II. Comparison Between Different Types of Stretchable and Electrically Conductive Sensors.
Reference | Type of sensor | Hysteresis | Detection of only bending | Sensor position | Evaluation metrics(Static test) | Evaluation metrics (Dynamic test) |
---|---|---|---|---|---|---|
Mengüç et al. [17] | Resistive | Hip, knee, and ankle | Electrical hysteresis percentages (and linearity ratios) of 7.8% (0.77 linearity), 3.9% (0.91), and 4.3% (0.92) for the hip, knee, and ankle (mechanical loading and unloading) | RMSE < 5° (Walking at 0.89 m/s for 60 s) RMSE < 15° (Running at 2.7 m/s for 60 s) |
||
Oubre et al. [30] | Resistive (potentiometer) |
Knee | RMSE = 5.0 ± 1.0° MAE = 3.9 ±0.8° (Walking at three different self-selected speeds) |
|||
Wood et al. [28] | Resistive | Knee | The average RMSE = 7.6° (Knee flexion-extension movements and walking) | |||
Tognetti et al. [13] | Resistive (Double-layer) | ✓ | Knee | Maximum standard deviation = 5100 Ω, corresponding to an angular error of 5.3° (quasi-static flexion test in the 0–90° range) | Maximum error = 5.0° (Knee flexion-extension movements) | |
Nakamoto et al. [26] | Capacitive | ✓ | Knee and ankle |
R2 = 0.9993 (stretching test in the 30–70 mm range) | Mean error = 4.4 ± 3.6° (knee flexion-extension movements) |
|
Li et al. [27] | Capacitive | ✓ | Ankle | R2 = 0.9991 (bending test in the 0–90° range) | RMSE < 3.0° (Horizontal and descending walking for 90 s) RMSE < 5.0° (Ascending walking for 90 s) |
|
Totaro et al. [24] | Capacitive (Shielding) | ✓ | Knee and ankle | Linear behavior in the entire range (tensile test) | RMSE < 4.0° (Ten knee flexion/extension in the 0–90° range) | |
This work | Capacitive (Double-layer and shielding) | ✓ | ✓ | Knee | RMSE = 3.1° (bending test in the 0–130° range) RMSE = 2.9 ± 0.2° (robotic arm bending test in the 20–120° range at 16 rpm) RMSE = 3.0 ± 0.1° (robotic arm bending test in the 20–120° range at 32 rpm) RMSE = 3.5 ± 0.2° (robotic arm bending test in the 20–120° range at 48 rpm) |
RMSE < 7.0° (Cycling experiment for 10 min) |