Feature category | Definition | Statistical descriptor | Number of features | IMUs |
---|---|---|---|---|
Angular velocity (rad/s) | Angular velocities in x-, y-, and z-axes | Maximum, Minimum, Mean,RMS, Range | 15 | All 13 IMUs |
Acceleration (m/s\(^2\)) | Acceleration in x-, y-, and z-axes | Maximum, Minimum, Mean, RMS, Range | 15 | All 13 IMUs |
Total angular velocity (rad/s) | Square-root of the sum of squared angular velocities in x-, y- and z-axes | Maximum, Minimum, Mean, RMS, Range | 5 | All 13 IMUs |
Total acceleration (m/s\(^2\)) | Square-root of the sum of squared accelerations in x-, y- and z-axes | Maximum, Minimum, Mean, RMS, Range | 5 | All 13 IMUs |
Pitch (rad) | Angular displacement around the frontal axis perpendicular to the direction of walking (y-axis) | Mean, Range | 2 | All 13 IMUs |
Roll (rad) | Angular displacement around the sagittal axis in the direction of walking (x-axis) | Mean, Range | 2 | All 13 IMUs |
Area of Sway Velocity (rad\(^2\)/s\(^2\)) | Angular velocity in both pitch and roll directions | 95% CI Ellipse Area (EA) | 1 | Head, Upper Back, Lower Back |
Area of Sway (rad\(^2\)) | Angular displacement in both pitch and roll directions | 95% CI Ellipse Area (EA) | 1 | Head, Upper Back, Lower Back |
Stride Length (m) | Distance traveled between two footfalls of the same foot | Mean, Variance | 2 | Left Foot, Right Foot |
Stride Time (s) | Time elapsed between two footfalls of the same foot | Mean, Variance | 2 | Left Foot, Right Foot |
Stride Frequency (Hz) | Number of strides per second | Mean | 1 | Left Foot, Right Foot |
Foot Speed (m/s) | Distance traveled per second | Mean | 1 | Left Foot, Right Foot |