• 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