Table 2.
141-dimensional feature name and serial number.
Number | Feature | Feature Content |
---|---|---|
1–30 | Mean | Average of the angle of the hip, knee, and ankle; (6 dimensions) Average of the three-axis acceleration of the hip, knee, and ankle; (18 dimensions) Average of pressure on the left and right feet. (6 dimensions) |
31–60 | Variance | The variance of the hip, knee and ankle angles of the two legs; (6 dimensions) The variance of the triaxial acceleration of hips, knees and ankles of two legs; (18 dimensions) Variance of three pressure points on both feet. (6 dimensions) |
61–120 | Maximum value | Maximum and range of angles for hips, knees, and ankles; (12 dimensions) Maximum and range values of triaxial acceleration of hip, knee and ankle; (36 dimensions) Maximum and range values of the three pressure points of left and right feet. (12 dimensions) |
121–128 | Correlation coefficient | Hip and knee angle correlation coefficient of the left leg and right leg; (2 dimensions) Knee and ankle angle correlation coefficient of the left leg and right leg; (2 dimensions) Acceleration coefficient of left foot and right foot in x-z plane; (1 dimension) Angle correlation coefficient between left hip and right hip; (1 dimension) Angle correlation coefficient between left knee and right knee; (1 dimension) Angle correlation coefficient between left ankle and right ankle joint. (1 dimension) |
129–138 | Fourier series | Fifth-order Fourier series of hip and knee angles of left leg. (10 dimensions) |
139–140 | SMA | The amplitude of the left and right foot acceleration signals. (2 dimensions) |
141 | Wavelet energy entropy | Wave energy entropy of left hip joint angle. (1 dimension) |