• DocumentCode
    2758771
  • Title

    Bayesian Filtering and Anonymous Sensors for Localization in a Smart Home

  • Author

    Rahal, Youcef ; Mabilleau, Philippe ; Pigot, Hélène

  • Author_Institution
    DOMUS Lab., Univ. de Sherbrooke, Sherbrooke, QC
  • Volume
    2
  • fYear
    2007
  • fDate
    21-23 May 2007
  • Firstpage
    793
  • Lastpage
    797
  • Abstract
    In the context of a constantly increasing aging population with cognitive deficiencies, insuring the autonomy of the elders at home becomes a priority. The DOMUS laboratory aims to address this issue by conceiving a smart home which can both assist people and preserve their quality of life. Obviously, the ability to monitor properly the occupant´s activities and thus provide the pertinent assistance depends highly on location information inside the smart home. This paper proposes a solution to localize the occupant thanks to Bayesian filtering and a set of anonymous sensors disseminated throughout the house. The localization system is designed for a single person inside the house. It could however be used in conjunction with other localization systems in case more people are present. Our solution is already functional in real conditions. The preliminary results are encouraging: location estimation exceeds 85% certainty in most cases. We conceived an experiment to estimate precisely the system´s accuracy. The experiment consists of a scenario of daily routine that maximizes the occupant´s motion in meaningful activities and will be performed by 30 volunteers. We conclude the paper by discussing possible continuations of this work.
  • Keywords
    Bayes methods; filtering theory; home automation; intelligent sensors; Bayesian filtering; aging population; anonymous sensor; cognitive deficiency; localization system; location estimation; smart home; Aging; Bayesian methods; Filtering; Intelligent sensors; Laboratories; Lighting control; Monitoring; Privacy; Robustness; Smart homes;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Advanced Information Networking and Applications Workshops, 2007, AINAW '07. 21st International Conference on
  • Conference_Location
    Niagara Falls, Ont.
  • Print_ISBN
    978-0-7695-2847-2
  • Type

    conf

  • DOI
    10.1109/AINAW.2007.108
  • Filename
    4224202