Table 2.
Features extracted for each body location. Features were extracted from acceleration and angular velocities of eight body segments (top) and from the angles of six joints (bottom). Additionally, shock attenuations were computed between the left tibia and pelvis, and between the right tibia and pelvis.
Body Segments | |||||||||||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Left Foot | Right Foot | Left Tibia | Right Tibia | Left Hip | Right Hip | Pelvis | Sternum | ||||||||||||||||
Biomechanical features | |||||||||||||||||||||||
Peak acceleration | Peak acceleration | Peak acceleration | Peak acceleration | Peak acceleration | Peak acceleration | Peak acceleration | Peak acceleration | ||||||||||||||||
Peak ang. Vel 1 | Peak ang. vel | Peak ang. vel | Peak ang. vel | Peak ang. vel | Peak ang. vel | Peak ang. vel | Peak ang. vel | ||||||||||||||||
Shock attenuation (with pelvis) | Shock attenuation (with pelvis) | ||||||||||||||||||||||
Statistical features | |||||||||||||||||||||||
Mean acceleration | Mean acceleration | Mean acceleration | Mean acceleration | Mean acceleration | Mean acceleration | Mean acceleration | Mean acceleration | ||||||||||||||||
STD acceleration | STD acceleration | STD acceleration | STD acceleration | STD acceleration | STD acceleration | STD acceleration | STD acceleration | ||||||||||||||||
IQR acceleration | IQR acceleration | IQR acceleration | IQR acceleration | IQR acceleration | IQR acceleration | IQR acceleration | IQR acceleration | ||||||||||||||||
Skew. acceleration | Skew. acceleration | Skew. acceleration | Skew. acceleration | Skew. acceleration | Skew. acceleration | Skew. acceleration | Skew. acceleration | ||||||||||||||||
Kurt. acceleration | Kurt. acceleration | Kurt. acceleration | Kurt. acceleration | Kurt. acceleration | Kurt. acceleration | Kurt. acceleration | Kurt. acceleration | ||||||||||||||||
Mean ang. vel. | Mean ang. vel. | Mean ang. vel. | Mean ang. vel. | Mean ang. vel. | Mean ang. vel. | Mean ang. vel. | Mean ang. vel. | ||||||||||||||||
STD ang. vel. | STD ang. vel. | STD ang. vel. | STD ang. vel. | STD ang. vel. | STD ang. vel. | STD ang. vel. | STD ang. vel. | ||||||||||||||||
IQR ang. vel. | IQR ang. vel. | IQR ang. vel. | IQR ang. vel. | IQR ang. vel. | IQR ang. vel. | IQR ang. vel. | IQR ang. vel. | ||||||||||||||||
Skew. ang. vel. | Skew. ang. vel. | Skew. ang. vel. | Skew. ang. vel. | Skew. ang. vel. | Skew. ang. vel. | Skew. ang. vel. | Skew. ang. vel. | ||||||||||||||||
Kurt. ang. vel. | Kurt. ang. vel. | Kurt. ang. vel. | Kurt. ang. vel. | Kurt. ang. vel. | Kurt. ang. vel. | Kurt. ang. vel. | Kurt. ang. vel. | ||||||||||||||||
Joint angles | |||||||||||||||||||||||
Left ankle | Right ankle | Left knee | Right knee | Left hip | Right hip | ||||||||||||||||||
Biomechanical features | |||||||||||||||||||||||
IC 1 (peak) | IC (peak) | IC (peak) | IC (peak) | IC (peak) | IC (peak) | ||||||||||||||||||
Mid Stance (peak) | Mid Stance (peak) | Mid Stance (peak) | Mid Stance (peak) | Toe off (peak) | Toe off (peak) | ||||||||||||||||||
Toe off (peak) | Toe off (peak) | Toe off (peak) | Toe off (peak) | Mid Swing (peak) | Mid Swing (peak) | ||||||||||||||||||
Left-right difference | Mid Swing (peak) | Mid Swing (peak) | Left-right difference | ||||||||||||||||||||
End Swing (peak) | End Swing (peak) | ||||||||||||||||||||||
Left-right difference | |||||||||||||||||||||||
Statistical features | |||||||||||||||||||||||
Mean | Mean | Mean | Mean | Mean | Mean | ||||||||||||||||||
STD | STD | STD | STD | STD | STD | ||||||||||||||||||
IQR | IQR | IQR | IQR | IQR | IQR | ||||||||||||||||||
Skewness | Skewness | Skewness | Skewness | Skewness | Skewness | ||||||||||||||||||
Kurtosis | Kurtosis | Kurtosis | Kurtosis | Kurtosis | Kurtosis |
1 ang. vel. = pitch angular velocity; IQR = inter-quartile range; STD = standard deviation; Skew = skewness; Kurt = kurtosis; IC = initial contact.