• DocumentCode
    564907
  • Title

    VAMPIR- an automatic fall detection system using a vertical PIR sensor array

  • Author

    Popescu, Mihail ; Hotrabhavananda, Benjapon ; Moore, Michael ; Skubic, Marjorie

  • Author_Institution
    Center for Eldercare & Rehabilitation Technol., Univ. of Missouri, Columbia, MO, USA
  • fYear
    2012
  • fDate
    21-24 May 2012
  • Firstpage
    163
  • Lastpage
    166
  • Abstract
    Falling is a common health problem for elderly. It is reported that about 12 million adults 65 and older fall each year in the United States. To address this problem, at the Center for Eldercare and Rehabilitation Technologies in the University of Missouri we are investigating multiple fall detection systems. In this paper, we present an automatic fall detection system called VAMPIR based on a vertical array of multiple passive infrared (PIR) sensors. PIR sensors provide an inexpensive way to recognize human activity based on its infrared signature. To differentiate between falls and other human activities such as walking, sitting on a chair, bending over etc., we used a pattern recognition algorithm based on hidden Markov models (HMM). We obtained encouraging classification results on a pilot dataset that contained 42 falls and multiple non-fall human activities performed by trained stunt actors.
  • Keywords
    computerised instrumentation; geriatrics; health care; hidden Markov models; infrared detectors; medical signal detection; medical signal processing; patient care; Center for Eldercare and Rehabilitation Technologies; HMM; United States; University of Missouri; VAMPIR; automatic fall detection system; health problem; hidden Markov models; human activity recognition; infrared signature; multiple passive infrared sensors; pattern recognition algorithm; vertical PIR sensor array; Hidden Markov models; Personnel; HMM; PIR array; eldercare; fall detection;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Pervasive Computing Technologies for Healthcare (PervasiveHealth), 2012 6th International Conference on
  • Conference_Location
    San Diego, CA
  • Print_ISBN
    978-1-4673-1483-1
  • Electronic_ISBN
    978-1-936968-43-5
  • Type

    conf

  • Filename
    6240378