• DocumentCode
    2486996
  • Title

    Tracking food spoilage in the smart home using odour monitoring

  • Author

    Green, Geoffrey C. ; Chan, Adrian D C ; Goubran, Rafik A.

  • Author_Institution
    Dept. of Syst. & Comput. Eng., Carleton Univ., Ottawa, ON, Canada
  • fYear
    2011
  • fDate
    30-31 May 2011
  • Firstpage
    284
  • Lastpage
    287
  • Abstract
    Use of continuous odour monitoring in a smart home represents a novel sensor modality with the potential to recognize various activities of daily living and identify unsafe conditions for the occupant. In this paper, we focus on food spoilage as one such condition. Using a metal-oxide sensor (MOS) based electronic nose, we measured the odour signatures of two common foods (milk and yogurt) that were stored at 25°C during a week-long period. Feature vectors were constructed using the maximum absolute sensor responses, and their components exhibited a smooth trajectory as the samples aged. Applying principal component analysis (PCA) revealed that the two substances followed distinct trajectories during spoilage. We conclude that an electronic nose can be used to track the spoilage of various foods in a manner that is a) repeatable for a specific food, and b) unique for different foods. Additionally, we found that the sampling protocol used in this work resulted in better repeatability than our previous work in this area. This result demonstrates the potential of using an electronic nose for smart home monitoring.
  • Keywords
    domestic safety; electronic noses; food technology; health hazards; MOS based electronic nose; PCA; continuous odour monitoring; feature vectors; food spoilage tracking; maximum absolute sensor responses; metal oxide sensor; milk; principal component analysis; sampling protocol; sensor modality; smart home; temperature 25 degC; yogurt; Dairy products; Electronic noses; Monitoring; Principal component analysis; Protocols; Robot sensing systems; Smart homes; Electronic Nose; Food Spoilage; PCA; Smart Home;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Medical Measurements and Applications Proceedings (MeMeA), 2011 IEEE International Workshop on
  • Conference_Location
    Bari
  • Print_ISBN
    978-1-4244-9336-4
  • Type

    conf

  • DOI
    10.1109/MeMeA.2011.5966685
  • Filename
    5966685