DocumentCode :
2920980
Title :
Towards unobtrusive in vivo monitoring of patients prone to falling
Author :
Karel, Joël M H ; Senden, Rachel ; Janssen, Joep E M ; Savelberg, H.H.C.M. ; Grimm, B. ; Heyligers, I.C. ; Peeters, Ralf ; Meijer, Kenneth
Author_Institution :
Dept. of Knowledge Eng., Maastricht Univ., Maastricht, Netherlands
fYear :
2010
fDate :
Aug. 31 2010-Sept. 4 2010
Firstpage :
5018
Lastpage :
5021
Abstract :
Falling is a serious health problem for many elderly. To investigate whether the higher fall incidence in elderly is due to a higher probability of experiencing near falls in daily life, it is necessary to evaluate the stumble incidence of elderly in daily life. Accelerometers are already frequently used for in vivo activity monitoring. The current study investigates whether an ambulant and unobtrusive accelerometer can identify stumbles from treadmill walking using a wavelet based detection approach. Seventy nine healthy subjects walked on a treadmill with a triaxial accelerometer attached at the level of the sacrum. Stumbles were induced using a specially designed braking system (The TRiP). The TRiP evoked 30 stumbles at different phases of the swing phase. A wavelet-based detection algorithm is used to isolate the stumbles from treadmill walking, with a specificity of 99.9% and a sensitivity of 98.4%.
Keywords :
gait analysis; mechanoception; medical signal detection; medical signal processing; patient monitoring; wavelet transforms; braking system; falling; patient monitoring; sacrum; stumbles; treadmill walking; triaxial accelerometer; unobtrusive accelerometer; wavelet based detection; wavelet filtering; wavelet transform; wavelet-based detection algorithm; Accelerometers; Leg; Legged locomotion; Prototypes; Senior citizens; Wavelet domain; Wavelet transforms; Acceleration; Accidental Falls; Adult; Aged; False Negative Reactions; False Positive Reactions; Humans; Middle Aged; Monitoring, Ambulatory; Signal Processing, Computer-Assisted; Time Factors; Walking; Young Adult;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2010 Annual International Conference of the IEEE
Conference_Location :
Buenos Aires
ISSN :
1557-170X
Print_ISBN :
978-1-4244-4123-5
Type :
conf
DOI :
10.1109/IEMBS.2010.5626232
Filename :
5626232
Link To Document :
بازگشت