Research Article

Preimpact Fall Detection for Elderly Based on Fractional Domain

Table 14

The optimal classification effect between every two motions and the transformation order and the feature group used.

MotionWalkingJoggingFaintingTrippingSlipping

Walking0.94-0.980.865-0.8251-0.980.98-1
0.3-(5, 18)0.5-(5, 11, 18)0.5-(5, 6)0.1-(5, 7)

Jogging0.941-0.980.865-0.9020.9-0.8840.902-0.96
0.5-(5, 14)0.1-(15, 7, 11)0.7-(15, 7, 17)0.5-(15, 13, 9)

Fainting0.865-0.8640.865-0.9020718-0.7910.81-0.845
0.5-(5, 7, 20)0.2-(15, 7, 10)0.1-(10, 11, 18)0.9-(10, 7, 14)

Tripping1-10.9-0.920.739-0.7680.846-0.81
0.4-(5, 8)0.1-(15, 11, 20)0.4-(10, 11, 19)0.9-(5, 11, 19)

Slipping1-0.980.921-0.980.826-0.8430.846-0.810
0.2-(5, 6)0.5-(15, 8)0.9-(10, 7, 15)0.9-(5, 11, 19)