Title
Detecting cooking state with gas sensors during dry cooking
Abstract
Gas sensors have the potential to assist cooking by providing feedback on the cooking process and by further automating cooking. In this work, we explored the potential use of gas sensors to monitor food during the cooking process. Focusing on dry cooking, we collected gas emissions using 13 sensors during trials in which food was cooked to various degrees of doneness. Using decision tree classifiers, we were able to predict doneness for waffles and popcorn with 73% and 85% accuracy, respectively. We reflect on the potential reasons for this variation and the ways in which gas sensors might reliably be used in ubicomp applications to support cooking.
Year
DOI
Venue
2013
10.1145/2493432.2493523
UbiComp
Keywords
Field
DocType
detecting cooking state,various degree,potential reason,decision tree classifier,gas emission,ubicomp application,gas sensor,cooking process,dry cooking,potential use,electronic nose
Process engineering,Electronic nose,Decision tree,Computer science,Human–computer interaction,Ubiquitous computing,Gas emissions
Conference
Citations 
PageRank 
References 
1
0.35
5
Authors
4
Name
Order
Citations
PageRank
Sen H. Hirano127118.61
Jed R. Brubaker232331.02
Donald J. Patterson31765219.99
Gillian Hayes41852155.64