Title :
Automatic gait characterization for a mobility assistance system
Author :
Zong, Cong ; Chetouani, Mohamed ; Tapus, Adriana
Author_Institution :
Inst. des Syst. Intelligents et de Robot., Univ. Pierre et Marie Curie, Paris, France
Abstract :
This paper addresses gait analysis for a mobility assistance robot designed for the elderly people. Six patients and ten healthy peoples were invited to be part of our first pilot experiment. We designed two experiments so as to firstly detect gait parameters and secondly to identify a change of speed. For the first trial, we compared the temporal-distance parameters of the healthy people and of individuals suffering of mobility problems. The percentages of the gait cycle for duration of stance are higher for people with mobility impairment than for healthy people. In the second experiment, we detected the change in walking speed from the ten healthy peoples. Two different metrics derived from the Kullback-Leibler (KL) divergence and from the Generalized Likelihood Ratio (GLR) were employed for walking change detection. The Receiver Operating Characteristic (ROC) curves show a better performance for the signal obtained with the accelerometer sensor than that obtained with the infrared distance sensor. Nevertheless, the results of our experiments demonstrated that both methodologies (KL and GLR) can be used to detect the change points during walking at high or slow speed.
Keywords :
gait analysis; geriatrics; medical control systems; mobile robots; Kullback-Leibler divergence; accelerometer sensor; automatic gait characterization; elderly people; gait analysis; generalized likelihood ratio; infrared distance sensor; mobility assistance robot system; receiver operating characteristic curves; walking change detection; Accelerometers; Foot; Legged locomotion; Robot sensing systems; Senior citizens; Gait analysis; Mobility assistance; Speed change; Stance time; Swing time;
Conference_Titel :
Control Automation Robotics & Vision (ICARCV), 2010 11th International Conference on
Conference_Location :
Singapore
Print_ISBN :
978-1-4244-7814-9
DOI :
10.1109/ICARCV.2010.5707864