CO2 based occupancy detection algorithm: Experimental analysis and validation for office and residential buildings

Building and Environment

Volumn 86, Issue , 2015, Pages 39-49

  Calì, Davide ^a   Matthes, Peter ^a   Huchtemann, Kristian ^a   Streblow, Rita ^a   Müller, Dirk ^a  

^a RWTH AACHEN UNIVERSITY   (Germany)

Author keywords

Carbon dioxide cO2; Case study; Occupants detection; Presence detection; User behavior; Ventilation

Indexed keywords

ALGORITHMS; BEHAVIORAL RESEARCH; BUILDINGS; CARBON; CARBON DIOXIDE; COOLING SYSTEMS; HOUSING; STOCHASTIC MODELS; STOCHASTIC SYSTEMS;

EXPERIMENTAL ANALYSIS; MECHANICAL VENTILATION; MECHANICAL VENTILATION SYSTEM; OCCUPANTS DETECTIONS; PRESENCE DETECTIONS; RESIDENTIAL BUILDING; SIMULATION OF BUILDINGS; USER BEHAVIORS;

VENTILATION;

ALGORITHM; BUILDING; CARBON DIOXIDE; INDOOR AIR; VENTILATION;

EID: 84920911994     PISSN: 03601323     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.buildenv.2014.12.011     Document Type: Article

References (41)

1. 2 demand controlled ventilation technology and application 2001, National Institute of Standards and Technology, Technology Administration, U.S. Department of Commerce.
2. 2 control and energy saving in buildings. Energy Build 2011, 43:2499-2508.
3. 2. ASHRAE IAQ Appl 2004, 21-23.
4. 2-based demand controlled ventilation under new ASHRAE standard 62.1-2010: a case study for a gymnasium of an elementary school at West Lafayette, Indiana. Energy Build 2011, 43:3216-3225.
5. 2-based adaptive demand-controlled ventilation strategy in a multi-zone office building. Build Environ 2011, 46:124-133.
6. 2-based occupancy detection for on-line outdoor air flow control. Indoor Built Environ 1998, 7:165-181.
7. Jennings J., Colak N., Rubinstein F. Occupancy and time-based lighting controls in open offices. Illuminating engineering society of North America - annual conference 2001 2001.
8. Wagner A., Gossauer E., Moosmann C., Gropp T., Leonhart R. Thermal comfort and workplace occupant satisfaction-results of field studies in German low energy office buildings. Energy Build 2007, 39:758-769.
9. Pisello A.L., Piselli C., Cotana F. Influence of human behavior on cool roof effect for summer cooling. Build Environ 2014, 10.1016/j.buildenv.2014.09.025.
10. Yu Z., Fung B.C., Haghighat F., Yoshino H., Morofsky E. Asystematic procedure to study the influence of occupant behavior on building energy consumption. Energy Build 2011, 43:1409-1417.
11. Cali Davide, Streblow Rita, Mueller Dirk, Osterhage Tanja Holistic renovation and monitoring of residential buildings. ECEEE 2013.
12. Cali Davide, Osterhage Tanja, Mueller Dirk Rebound effect related to retrofit solutions for residential housing - monitoring data from a field test. SB11 2011.
13. Page Jessen Simulating occupant presence and behaviour in buildings 2007, [Ph.D. thesis], Laboratoire d'Energie Solaire et de Physique du Bâtiment, École polytechnique fédérale de Lausanne.
14. Dodier R.H., Henze G.P., Tiller D.K., Guo X. Building occupancy detection through sensor belief networks. Energy Build 2006, 38:1033-1043.
15. Di Lascio R., Foggia P., Percannella G., Saggese A., Vento M. Areal time algorithm for people tracking using contextual reasoning. Comput Vis Image Underst 2013, 117:892-908.
16. Muñoz-Salinas R., Medina-Carnicer R., Madrid-Cuevas F.J., Carmona-Poyato A. People detection and tracking with multiple stereo cameras using particle filters. JVis Commun Image Represent 2009, 20:339-350.
17. Sankaranarayanan A., Veeraraghavan A., Chellappa R. Object detection, tracking and recognition for multiple smart cameras. Proc IEEE 2008, 96:1606-1624.
18. Yoshinaga S., Shimada A., Taniguchi R.-i. Real-time people counting using blob descriptor. Procedia - Soc Behav Sci 2010, 2:143-152.
19. Vance Philip, Prasad Girijesh, Harkin Jim, Curran Kevin Analysis of device-free localisation (DFL) techniques for indoor environments. Signals and systems conference (ISSC 2010), IET Irish 2010.
20. Ansanay-Alex Guillaume Estimating occupancy using indoor carbon dioxide concentrations only in an office building: a method and qualitative assessment. Clima 2013.
21. Han Hwataik, Shin Cheolyong, Bayesian analysis of passenger occupancy based on the CO2 concentration measured in a subway station, Clima.
22. 2-based occupancy detection for demand-controlled ventilation. Indoor Built Environ 1999, 8:377-391.
23. ASHRAE, Ventilation for acceptable indoor air quality -62.1-2010.
24. Python, . http://www.python.org/.
25. Idsoa Sherwood B, Idsoc Craig D, Balling Jr. Robert C, Seasonal and diurnal variations of near-surface atmospheric CO2 concentration within a residential sector of the urban CO2 dome of Phoenix, AZ, USA.
26. 2 concentrations in Kuwait city, Kuwait with comparisons to Phoenix, Arizona, USA. Environ Pollut 2003, 301-305.
27. Bekö G., Lund T., Nors F., Toftum J., Clausen G. Ventilation rates in the bedrooms of 500 Danish children. Build Environ 2010, 45:2289-2295.
28. Fabi V., Andersen R.V., Corgnati S., Olesen B.W. Occupants' window opening behaviour: a literature review of factors influencing occupant behaviour and models. Build Environ 2012, 58:188-198.
29. Anna Bulińska, Influence of the spatial distribution of carbon dioxide in occupied room on the calculated air change rate, Clima.
30. Deutschland Bundesrepublik Verordnung über energiesparenden Wärmeschutz und energiesparende anlagentechnik bei Gebäuden - energy saving ordinance for buildings 2009, EnEV.
31. Fuetterer Johannes P., Constantin Ana, Schmidt Martin, Streblow Rita, Müller Dirk Monitoring technique, evaluation methodology and results for a multifunctional building with geothermal energy. CISBAT 2013, 751-756.
32. Fuetterer Johannes P., Constantin Ana, Streblow Rita, Schmidt Martin, Kosmatopoulos Elias B., Mueller Dirk Amultifunctional demonstration bench for advanced control research in buildings - monitoring, control, and interface system. CISBAT 2013, 5695-5699.
33. Fuetterer Johannes P., Constantin Ana, Mueller Dirk An energy concept for multifunctional buildings with geothermal energy and photovoltaic. CISBAT 2011, 697-702.
34. Huber Max, Constantin Ana, Müller Prof Dr-Ing Dirk Software-in-the-loop method for optimizing the control strategy of a façade ventilation unit. Ventilation 2012.
35. Mueller Dirk, Osterhage Tanja, Cali Davide Quartierskonzept energieeffizientes rintheim - wissenschaftliche begleitung 2012, Lehrstuhl für Gebäude- und Raumklimatechnik, RWTH Aachen University, [Final report].
36. Byrd Richard H, Lu Peihuang, Nocedal Jorge, and Zhu Ciyou. A limited memory algorithm for bound constrained optimization.
37. Zhu C, Byrd R.H, Lu P, Nocedal J, LBFGSB Fortran subroutines for largescale bound constrained optimization.
38. Eggers I, Matthes P, Müller D, Hybride Lüftung für Schulen - Lehrstuhl für Gebäude- und Raumklimatechnik, RWTH Aachen University. Final Report.
39. Mahyuddin N., Awbi H. The spatial distribution of carbon dioxide in an environmental test chamber. Build Environ 2010, 45:1993-2001.
40. Bulińska A., Popiołek Z., Buliński Z. Experimentally validated CFD analysis on sampling region determination of average indoor carbon dioxide concentration in occupied space. Build Environ 2014, 72:319-331.
41. Hall Monika Untersuchungen zum thermisch induzierten Luftwechselpotential von Kippfenstern 2004, [Ph.D. thesis], University Kassel, Department of Architecture, Urban Planning and Landscape Architecture.