DocumentCode
9346
Title
Modeling and Estimation of the Humans´ Effect on the CO2 Dynamics Inside a Conference Room
Author
Weekly, Kevin ; Bekiaris-Liberis, Nikolaos ; Ming Jin ; Bayen, Alexandre M.
Author_Institution
Dept. of Electr. Eng. & Comput. Sci., Univ. of California at Berkeley, Berkeley, CA, USA
Volume
23
Issue
5
fYear
2015
fDate
Sept. 2015
Firstpage
1770
Lastpage
1781
Abstract
We develop a data driven, partial differential equation-ordinary differential equation model that describes the response of the carbon dioxide (CO2) dynamics inside a conference room, due to the presence of humans, or of a user-controlled exogenous source of CO2. We conduct three controlled experiments to develop and tune a model whose output matches the measured output concentration of CO2 inside the room, when known inputs are applied to the model. In the first experiment, a controlled amount of CO2 gas is released inside the room from a regulated supply, and in the second and third experiments, a known number of humans produce a certain amount of CO2 inside the room. For the estimation of the exogenous inputs, we design an observer, based on our model, using measurements of CO2 concentrations at two locations inside the room. We perform several simulation studies for the illustration of our results.
Keywords
air pollution; partial differential equations; carbon dioxide concentration measurement; carbon dioxide dynamic response; conference room; exogenous inputs; human effect estimation; human effect modeling; measured carbon dioxide output concentration; partial differential equation-ordinary differential equation model; user-controlled exogenous source; Atmospheric modeling; Computational modeling; Mathematical model; Observers; Sensors; Vents; Data-driven model; distributed delay; distributed parameter systems; human occupancy estimation; identifier design; indoor carbon dioxide (CO₂) dynamics; indoor carbon dioxide (CO2) dynamics; observer design; partial differential equation-ordinary differential equation (PDE-ODE) cascades; partial differential equation-ordinary differential equation (PDE-ODE) cascades.;
fLanguage
English
Journal_Title
Control Systems Technology, IEEE Transactions on
Publisher
ieee
ISSN
1063-6536
Type
jour
DOI
10.1109/TCST.2014.2384002
Filename
7004837
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