For the only acceleration signal, a number of literatures proposed the detection algorithms based on thresholding the magnitude of acceleration or velocity. For example, J. T. Perry and el. [2] developed a falling detection algorithm based on the vectors sum of the 3D accelerometer and 2D gyroscope which were calculated as follows: