Integrated building control based on occupant behavior pattern detection and local weather forecasting

Proceedings of Building Simulation 2011: 12th Conference of International Building Performance Simulation Association

Volumn , Issue , 2011, Pages 193-200

  Dong, Bing ^a   Lam, Khee Poh ^b   Neuman, Charles P ^c  

^a UNITED TECHNOLOGIES RESEARCH CENTER   (United States)

^b CARNEGIE MELLON UNIVERSITY   (United States)

^c CARNEGIE MELLON UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

BUILDING CONTROL SYSTEMS; ENERGY REDUCTION; HEATING , VENTILATING , AND AIR-CONDITIONING; INDOOR TEMPERATURE; INTEGRATED BUILDINGS; LOCAL WEATHER CONDITIONS; OCCUPANT BEHAVIOR; OCCUPANT BEHAVIOUR; SETPOINTS; SOLAR DECATHLON HOUSE; TEST CASE; VENTILATION CONTROL;

ENERGY UTILIZATION; OFFICE BUILDINGS; WEATHER FORECASTING;

HEATING;

EID: 84870208817     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (19)

1. Braun, J. and N. Chaturvedi. 2002. An inverse graybox model for transient building load prediction. HVACR Research: 8, 72-99.
2. Cho, S.H. and M. Zaheer-uddin. 2003. Predictive control of intermittently operated radiant floor heating systems, Energy Conservation and Management Vol.44(8), pp. 1333-1342.
3. Coleman, T.F. and L. Yuying. 1994. On the convergence of interior-reflective Newton methods for nonlinear minimization subject to bounds. Mathematical Programming. Vol. 67, pp 189-224.
4. Duong, T.V., D.Q. Phung, H.H. Bui, and S. Venkatesh, 2006. Behavior Recognition with Generic Exponential Family Duration Modeling in the Hidden Semi-Markov Model. In Proceedings of the 18th international Conference on Pattern Recognition. Vol. 3.
5. Dong, B., B. Andrews, K.P. Lam, M. Höynck, Y.S. Chiou, R. Zhang and D. Benitez. 2010. An Information Technology Enabled Sustainability Test-Bed (ITEST) For Occupancy Detection through an Environmental Sensing Network. Energy and Buildings. Vol.42 (7), pp. 1038-1046.
6. Dong, B. and K.P. Lam. 2011. Building Energy and Comfort Management through Occupant Behaviour Pattern Detection Based On a Large Scale Environmental Sensor Network. Journal of Building Performance Simualtion. In Press.
7. Dong, B. and B. Andrew. 2009. Sensor-based Occupancy Behavioral Pattern Recognition for Energy and Comfort Management in Intelligent Buildings. Proceedings of Building Simulation'2009, an IBPSA Conference, Glasgow, U.K.
8. Henze, G.P., F. Clemens and K. Gottfried. 2004. Evaluation of optimal control for active and passive building thermal storage. International Journal of Thermal Sciences. Vol. 43: 173-183.
9. Jiang, X.Q. and Dong, B. Adaptive Gaussian Process for Short-Term Wind Speed Forecasting Proceedings of 19th European Conference on Artificial Intelligence. Lisbon, Portugal.September, 2010
10. Florita, A. R. and G. P. Henze. 2009. Comparison of Short-Term Weather Forecasting Models for Model Predictive Control. HVAC&R, Vol. 15(5).
11. Ma, Y. F. Borrelli, B. Hencey, A. Packard and S. Bortoff. 2009. Model predictive control of thermal energy storage in building cooling systems. 48th IEEE Conference on Decision and Control.
12. Magni, L. G.D. Nicolao, R. Scattolini1, and F. Allgöwer. 2003. Robust model predictive control for nonlinear discrete-time systems. Internal Journal of Robust and Nonlinear Control. Vol.13 (4). pp.229-246.
13. McKinley, T. and A. Alleyne. 2008. Identification of building model parameters and loads using on site data logs. SimBuild. 2008.
14. Morari, M. and J. Tödtli, 2008. Weather forecasts enhance comfort and save energy, Smart Energy Strategies 2008 Conference, Meeting the Climate Change Challenge, 8-10 September 2008, ETH Zurich.
15. Page, J., D. Robinson, N. Morel and J.L. Scartezzini. 2007. A Generalised Stochastic Model For The Simulation Of Occupant Presence. Energy and Buildings. Vol. 40 (2). pp. 83-98.
16. Wang, D., C. Federspiel and F. Rubinstein. 2005. Modelling Occupancy in Single Person Offices. Energy and Buildings 37: 121-126.
17. Wang, S.W. and X. Xu. 2006. Simplified building model for transient thermal performance estimation using GA-based parameter identification. International Journal of Thermal Sciences 45.
18. Youngblood, G.M. and D. Cook. 2007. Data Mining for Hierarchical Model Creation. IEEE Transactions on system, man and cybernetics. Vol. 37, No.4.
19. Zavala, V. M., E. M. Constantinescu, T. Krause, and M. Anitescu. 2009.Weather Forecast-Based Optimization of Integrated Energy Systems. Argonne National Laboratory, ANL/MCS-TM-