DocumentCode
1767108
Title
Development of an intelligent real-time heuristic-based algorithm to identify human gait events
Author
Azhar, Mohammed A. ; Gouwanda, Darwin ; Gopalai, Alpha A.
Author_Institution
Sch. of Eng., Monash Univ. Malaysia, Bandar Sunway, Malaysia
fYear
2014
fDate
1-4 June 2014
Firstpage
573
Lastpage
576
Abstract
Human gait events are crucial in gait analysis. Proper identification of gait events enables derivation of various spatio-temporal parameters and segmentation of the data captured by motion capture systems. Rapid growth of miniature motion sensors, such as gyroscope, has allowed human motion to be captured continuously in real-time and in natural environment. This paper utilizes gyroscopes to monitor human gait and heuristic-based algorithm to define initial contact (IC) and end contact (EC) of the foot on the ground during walking. Experimental study was conducted to examine the overall performance of the proposed method. To simulate abnormal gait, knee brace and ankle brace were used to restrict knee and ankle movements during walking. This study showed that the heuristic-based algorithm can continuously define IC and EC accurately in normal and abnormal gaits.
Keywords
biomedical measurement; body sensor networks; gait analysis; gyroscopes; heuristic programming; medical signal processing; patient monitoring; spatiotemporal phenomena; EC; IC; abnormal gaits; ankle brace; ankle movements; data segmentation; end contact; foot; gait analysis; ground walking; gyroscopes; human gait event identification; human gait monitoring; human motion; initial contact; intelligent real-time heuristic-based algorithm; knee brace; knee movements; miniature motion sensor; motion capture systems; natural environment; spatio-temporal parameter; Foot; Gyroscopes; Heuristic algorithms; Integrated circuits; Knee; Legged locomotion; Real-time systems;
fLanguage
English
Publisher
ieee
Conference_Titel
Biomedical and Health Informatics (BHI), 2014 IEEE-EMBS International Conference on
Conference_Location
Valencia
Type
conf
DOI
10.1109/BHI.2014.6864429
Filename
6864429
Link To Document