• DocumentCode
    2587944
  • Title

    Context-aware smart home monitoring through pressure measurement sequences

  • Author

    Arcelus, Amaya ; Goubran, Rafik ; Sveistrup, Heidi ; Bilodeau, Michel ; Knoefel, Frank

  • Author_Institution
    Dept. of Syst. & Comput. Eng., Carleton Univ., Ottawa, ON, Canada
  • fYear
    2010
  • fDate
    April 30 2010-May 1 2010
  • Firstpage
    32
  • Lastpage
    37
  • Abstract
    This paper presents the architecture, sensing and results of a context-aware smart home monitoring system based on pressure measurement sequences. It focuses on the analysis of transfers performed by the occupant in the bedroom and bathroom to assess if their behavior is within a normal range of motion. Pressure sensors are placed under the bed mattress and embedded in the grab bars of a toilet commode to collect data sequences in the form of different modalities. From these sequences, relevant clinical features are extracted and fused with both past and expected results to output a warning level. The data fusion outputs are then fed into a simulated context-aware classifier before a final decision regarding the occupant is made. The pressure sensing system can be modified depending on a particular occupant´s needs, and can also fit well within a larger and more complex smart monitoring framework.
  • Keywords
    biomedical measurement; feature extraction; intelligent sensors; medical signal processing; patient monitoring; pressure measurement; sensor fusion; signal classification; ubiquitous computing; PRESSURE SENSORS; bed mattress; context-aware smart home monitoring; data fusion; feature extraction; grab bars; pressure measurement sequences; simulated context-aware classifier; Bars; Context modeling; Data mining; Feature extraction; Intelligent sensors; Monitoring; Motion analysis; Performance analysis; Pressure measurement; Smart homes; biomedical monitoring; context-aware classification; pressure sensing; smart home; weight transfer analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Medical Measurements and Applications Proceedings (MeMeA), 2010 IEEE International Workshop on
  • Conference_Location
    Ottawa, ON
  • Print_ISBN
    978-1-4244-6288-9
  • Type

    conf

  • DOI
    10.1109/MEMEA.2010.5480223
  • Filename
    5480223