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. Author manuscript; available in PMC: 2016 Apr 4.
Published in final edited form as: IEEE Access. 2015 Aug 26;3:1350–1366. doi: 10.1109/ACCESS.2015.2468213

TABLE V.

Features computed from wearable inertial sensor data

Category Feature Units Description Reference
CAP Duration s Total time to complete the ambulatory circuit or an individual task of the ambulatory circuit.
Floor surface speed ratio Measures the effect of walking speed on two different floor surfaces.
Walking speed m/s Walking speed as determined by distance divided by time (normalized by leg length).
WBM COM peak angular velocity Maximum rotational velocity of the COM around the Z-axis.
Root mean square (RMS) m/s2/s Square root of the mean of the squares of each COM acceleration signal (normalized by time). Represents acceleration magnitude. Synonymous with movement intensity (MI). [28]
Smoothness index (harmonic ratio) Ratio of even to odd harmonics of the vertical Y-axis COM acceleration signal. A higher harmonic ratio represents a smoother walking pattern. [29]
Smoothness of RMS m/s3/s Square root of the mean of the squares of each COM acceleration signal derivative (normalized by time). Synonymous with RMS of jerk and smoothness of MI. [28]
GF Cadence steps/min The average number of steps taken per minute.
Double support percent % Percentage of the gait cycle that both feet are on the ground. Computed as the sum of the initial double support time and the terminal double support time. [30]
Gait cycle time s Duration to complete one stride (time between two consecutive initial contacts of the same foot). [30]
Number of gait cycles Total number of complete gait cycles (strides) that occurred.
Shank peak angular velocity °/s Maximum rotational velocity of the shank around the Z-axis during the gait cycle. This occurs during the swing phase.
Shank range of motion (ROM) ° Range of integrated Z-axis angular velocity for each gait cycle. Provides an estimate of the degrees of shank movement. [30]
Step length m Distance between initial contacts of opposite feet (normalized by leg length). [31]
Step regularity % Regularity of the acceleration of sequential steps. Computed using the autocorrelation of the vertical Y-axis of the COM acceleration. [23]
Stride regularity % Regularity of the acceleration of sequential strides (see step regularity). [23]
Step symmetry % Ratio of step regularity to stride regularity. [23]

CAP = clinical assessments of progress, COM = center of mass, GF = gait features, m = meters, MI = movement intensity, min = minute, RMS = root mean square, ROM = range of motion, s = seconds, WBM = whole body movement, ° = degrees.