Optimal control of building HVAC systems in the presence of imperfect predictions

ASME 2012 5th Annual Dynamic Systems and Control Conference Joint with the JSME 2012 11th Motion and Vibration Conference, DSCC 2012-MOVIC 2012

Volumn 2, Issue , 2012, Pages 257-266

  Maasoumy, Mehdi ^a   Sangiovanni Vincentelli, Alberto ^b  

^a UNIVERSITY OF CALIFORNIA   (United States)

^b UNIVERSITY OF CALIFORNIA   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

CLOSED-LOOP PREDICTIONS; DECISION VARIABLES; DISTURBANCE PREDICTION; OPEN-LOOP PREDICTION; PREDICTION-ERROR VALUES; PRIORI INFORMATION; ROBUST MODEL PREDICTIVE CONTROL; ROBUST OPTIMAL CONTROL;

CLIMATE CONTROL; CONTROL; FORECASTING; INTERNAL COMBUSTION ENGINES; MODEL PREDICTIVE CONTROL; PARAMETERIZATION; ROBUST CONTROL; UNCERTAINTY ANALYSIS;

PREDICTIVE CONTROL SYSTEMS;

EID: 84885907153     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1115/DSCC2012-MOVIC2012-8523     Document Type: Conference Paper

References (17)

1. A. Standard, "90.1-1989," American Society of Heating, Refrigerating, and Air-Conditioning Engineers, 1989.
2. M. Maasoumy and A. Sangiovanni-Vincentelli, "Total and peak energy consumption minimization of building hvac systems using model predictive control," IEEE Design and Test of Computers, Jul-Aug 2012.
3. F. Oldewurtel, C. Jones, and M. Morari, "A tractable approximation of chance constrained stochastic mpc based on affine disturbance feedback," in Decision and Control, 2008. CDC 2008. 47th IEEE Conference on, pp. 4731-4736, IEEE, 2008.
4. A. D. Y. Ma, A. Kelman and F. Borrelli, "Model predictive control of thermal energy storage in building cooling systems," IEEE Control System Magzine, pp. 1-65, 2011.
5. Y. Ma, F. Borrelli, B. Hencey, B. Coffey, S. Bengea, and P. Haves, "Model predictive control for the operation of building cooling systems," in American Control Conference (ACC), 2010, pp. 5106-5111, IEEE, 2010.
6. F. Oldewurtel, A. Parisio, C. Jones, M. Morari, D. Gyalistras, M. Gwerder, V. Stauch, B. Lehmann, and K. Wirth, "Energy efficient building climate control using stochastic model predictive control and weather predictions," in American Control Conference (ACC), 2010, pp. 5100-5105, IEEE, 2010.
7. M. Maasoumy Haghighi, "Modeling and optimal control algorithm design for hvac systems in energy efficient buildings," Master's thesis, EECS Department, University of California, Berkeley, Feb 2011.
8. M. Maasoumy, A. Pinto, and A. Sangiovanni-Vincenteli, "Model-based hierarchical optimal control design for HVAC systems," in Dynamic System Control Conference (DSCC), 2011, ASME, 2011.
9. K. Deng, P. Barooah, P. Mehta, and S. Meyn, "Building thermal model reduction via aggregation of states," in American Control Conference (ACC), 2010, pp. 5118-5123, IEEE, 2010.
10. J. Rossiter, Model-based predictive control: A practical approach. CRC, 2003.
11. F. Borrelli, A. Bemporad, and M. Morari, "Predictive control for linear and hybrid systems." to be published, Apr. 2011.
12. J. Lofberg, "Approximations of closed-loopminimaxmpc," in Decision and Control, 2003. Proceedings. 42nd IEEE Conference on, vol. 2, pp. 1438-1442, IEEE, 2003.
13. J. Lofberg,Minimax approaches to robust model predictive control. Univ., 2003.
14. A. Bemporad and M. Morari, "Robust model predictive control: A survey," Robustness in identification and control, pp. 207-226, 1999.
15. D. Bertsimas and M. Sim, "Tractable approximations to robust conic optimization problems," Mathematical Programming, vol. 107, no. 1, pp. 5-36, 2006.
16. "Ibm ilog cplex optimizer," Feb. 2012.
17. J. Lofberg, "Yalmip : A toolbox for modeling and optimization inMATLAB," in Proceedings of the CACSD Conference, (Taipei, Taiwan), 2004.