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
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