• DocumentCode
    2075233
  • Title

    Doppler radar sensor positioning in a fall detection system

  • Author

    Liang Liu ; Popescu, Mihail ; Ho, K.C. ; Skubic, Marjorie ; Rantz, Marilyn

  • Author_Institution
    Electr. & Comput. Eng. Dept., Univ. of Missouri, Columbia, MO, USA
  • fYear
    2012
  • fDate
    Aug. 28 2012-Sept. 1 2012
  • Firstpage
    256
  • Lastpage
    259
  • Abstract
    Falling is a common health problem for more than a third of the United States population over 65. We are currently developing a Doppler radar based fall detection system that already has showed promising results. In this paper, we study the sensor positioning in the environment with respect to the subject. We investigate three sensor positions, floor, wall and ceiling of the room, in two experimental configurations. Within each system configuration, subjects performed falls towards or across the radar sensors. We collected 90 falls and 341 non falls for the first configuration and 126 falls and 817 non falls for the second one. Radar signature classification was performed using a SVM classifier. Fall detection performance was evaluated using the area under the ROC curves (AUCs) for each sensor deployment. We found that a fall is more likely to be detected if the subject is falling toward or away from the sensor and a ceiling Doppler radar is more reliable for fall detection than a wall mounted one.
  • Keywords
    Doppler radar; biomedical equipment; medical computing; sensitivity analysis; sensor placement; support vector machines; Doppler radar based fall detection system; Doppler radar sensor positioning; ROC curves; SVM classifier; fall detection performance; health problem; radar signature classification; sensor deployment; system configuration; Conferences; Doppler radar; Floors; Medical services; Radar detection; Support vector machines; Accidental Falls; Aged; Aged, 80 and over; Female; Humans; Male; Monitoring, Physiologic; Radar; United States;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society (EMBC), 2012 Annual International Conference of the IEEE
  • Conference_Location
    San Diego, CA
  • ISSN
    1557-170X
  • Print_ISBN
    978-1-4244-4119-8
  • Electronic_ISBN
    1557-170X
  • Type

    conf

  • DOI
    10.1109/EMBC.2012.6345918
  • Filename
    6345918