Title :
An intelligent shoe system: Evaluation of weight load approaches by gait analysis
Author :
Yanbo Tao ; Xinyu Wu ; Yong Yang ; Huihuan Qian ; Chi Zhang ; Yangsheng Xu
Author_Institution :
Chinese Univ. of Hong Kong, Shatin, China
Abstract :
People usually need carrying load in the daily life, especially teenagers, who need carrying school bag everyday. In this research, we target to find which approach to carry load is the best. Based on this target, we design an intelligent shoe system with sensors in high pressure area on the insole, 3-axis acceleration and 3-axis angular acceleration in the front of shoe. We proposed a new method to process the data, which is using the re-sampling to partition data cycle by cycle. Using Support Vector Machine (SVM), we build the model by normal walking gait and abnormal gaits without load. We tested six approach to carry load and found that the carrying to balanced load carrying approach is better than unbalanced.
Keywords :
biomedical measurement; data handling; footwear; gait analysis; medical computing; sensors; support vector machines; 3-axis acceleration; 3-axis angular acceleration; SVM; abnormal gaits; data partitioning; gait analysis; insole; intelligent shoe system; load carrying approach; normal walking gait; sensors; support vector machine; weight load approach evaluation; Acceleration; Foot; Footwear; Gravity; Legged locomotion; Support vector machines;
Conference_Titel :
Computerized Healthcare (ICCH), 2012 International Conference on
Conference_Location :
Hong Kong
Print_ISBN :
978-1-4673-5127-0
DOI :
10.1109/ICCH.2012.6724486