Subspace identification and model predictive control for buildings

11th International Conference on Control, Automation, Robotics and Vision, ICARCV 2010

Volumn , Issue , 2010, Pages 750-755

  Cigler, Jiří ^a   Prívara, Samuel ^a  

^a CZECH TECHNICAL UNIVERSITY IN PRAGUE   (Czech Republic)

Author keywords

Costs effectiveness; Model predictive control; Optimal control; Subspace identification

Indexed keywords

BUILDING MODEL; CONVENTIONAL CONTROL; ENERGY CONSUMPTION; HEATING CONTROL; INSIDE TEMPERATURE; MODEL PREDICTIVE CONTROLLERS; MULTIPLE INPUT MULTIPLE OUTPUT SYSTEM; OPTIMAL CONTROL; PREDICTIVE CONTROLLER; SHARP CONTRAST; SUB-SPACE METHODS; SUBSPACE IDENTIFICATION; THERMAL CAPACITY; THERMAL MODEL; WEATHER CONDITIONS; WEATHER FORECASTS;

BUILDINGS; COMPUTER VISION; CONTROL; CONTROLLERS; ENERGY UTILIZATION; HEATING; IDENTIFICATION (CONTROL SYSTEMS); MIMO SYSTEMS; OPTIMIZATION; PREDICTIVE CONTROL SYSTEMS; ROBOTICS; WEATHER FORECASTING;

MODEL PREDICTIVE CONTROL;

EID: 79952387564     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICARCV.2010.5707821     Document Type: Conference Paper

References (34)

1. L. Perez-Lombard, J. Ortiz, and C. Pout, "A review on buildings energy consumption information," Energy and buildings, vol. 40, no. 3, pp. 394-398, 2008.
2. R. G. Crittall and J. L. Musgrave, "Heating and cooling of buildings," GB Patent No. 210880, April 1927.
3. J. Siroky and L. Ferkl, "Model of a hot water full circulation mode in a building," in IEEE International Conference on Control and Automation, 2009. ICCA 2009, 2009, pp. 585-590.
4. C. Negrão, "Integration of computational fluid dynamics with building thermal and mass flow simulation," Energy and Buildings, vol. 27, no. 2, pp. 155-165, 1998.
5. L. Ljung, System Identification: Theory for user. Prentice-Hall, Inc., Upper Saddle River, New Jersey, USA, 1999.
6. P. Van Overschee and B. De Moor, Subspace Identification for Linear Systems. Kluwer Academic Publishers, 101 Philip Drive, Assinippi Pard, Nowell, Massachusetts: Kluwer Academic Publishers, 1999.
7. K. Kameyama and A. Ohsumi, "Subspace-based prediction of linear time-varying stochastic systems," Automatica, vol. 43, no. 12, pp. 2009-2021, 2007.
8. H. Kwakernaak and R. Sivan, Linear Optimal Control Systems. John Wiley and Sons, Inc. New York, NY, USA, 1972.
9. F. Lewis, Optimal estimation with an introduction to stochastic control theory. Wiley New York et al., 1986.
10. R. Kalman, "A new approach to linear filtering and prediction problems," Journal of basic Engineering, vol. 82, no. 1, pp. 35-45, 1960.
11. F. Lewis, Optimal Estimation: With an Introduction to Stochastic Control Theory. John Wiley & Sons, 1986.
12. R. Mehra, "On the identification of variances and adaptive kalman filtering," IEEE Trans. Automat. Control, vol. AC15, p. 175184, 1970.
13. B. J. Odelson, M. R. Rajamani, and J. B. Rawlings, "A new autocovariance leastsquares method for estimating noise covariances," Automatica, vol. 42, no. 2, pp. 303-308, 2005.
14. M. R. Rajamani and J. B. Rawlings, "Estimation of the disturbance structure from data using semidefinite programming and optimal weighting," Automatica, vol. 45, no. 1, pp. 142-148, 2009.
15. B. M. Akesson, J. B. Jorgensen, N. K. Poulsen, and S. B. Jorgensen, "A generalized autocovariance leastsquares method for kalman filter tuning," Journal of Process control, vol. 18, pp. 769-779, 2008.
16. J. Richalet, A. Rault, J. L. Testud, and J. Papon, "Algoritmic control of industrial process," in Proceedings: Symposium on Identification and System Parameter Estimation. Tbilisi: IFAC, 1976.
17. W. H. Kwon, A. M. Bruckstein, and T. Kailath, "Stabilizing state feedback design via the moving horizon method," International Journal of Control, vol. 37, p. 631643, 1983.
18. J. Rawlings and K. Muske, "Stability of constrained receding horizon," IEEE Transaction on Automatic Control, vol. 38, 1993.
19. A. Zheng and M. Morari, "Stability of model predictive control with soft constraints," in IEEE Conference on Decision and Control, vol. 1, 1994, pp. 1018-1018.
20. P. J. Campo and M. Morari, "Robust model predictive control," American Control Conference, 1987.
21. M. Kintner-Meyer and A. F. Emery, "Optimal control of an hvac system using cold storage and building thermal capacitance," Energy and Buildings, vol. 23, no. 1, pp. 19-31, 1995.
22. T. Y. Chen, "Application of adaptive predictive control to a floor heating system with a large thermal lag," Energy and Buildings, vol. 34, no. 1, pp. 45-51, 2002.
23. R. Z. Freire, G. H. Oliveira, and N. Mendes, "Predictive controllers for thermal comfort optimization and energy savings," Energy and Buildings, vol. 40, no. 7, pp. 1353-1365, 2008.
24. 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, Jun. 2010.
25. B. C. Yudong Ma, Francesco Borrelli, Brandon Hencey and P. H. Sorin Bengea, "Model Predictive Control for the Operation of Building Cooling Systems," in 2010 American Control Conference, Sep. 2010.
26. R. Freire, G. Oliveira, and N. Mendes, "Predictive controllers for thermal comfort optimization and energy savings," Energy and Buildings, vol. 40, no. 7, pp. 1353-1365, 2008.
27. A. Dounis and C. Caraiscos, "Advanced control systems engineering for energy and comfort management in a building environmentA review," Renewable and Sustainable Energy Reviews, vol. 13, no. 6-7, pp. 1246-1261, Aug. 2009.
28. M. Gwerder, B. Lehmann, J. Todtli, V. Dorer, and F. Renggli, "Control of thermally-activated building systems (TABS)," Applied Energy, vol. 85, no. 7, pp. 565-581, Jul. 2008.
29. S. Prívara, J. Cigler, Z. Váňa, L. Ferkl, and M. Šebek, "Subspace identification of poorly excited industrial systems," in Proceedings of 49th IEEE Conference on Decision and Control, 2010.
30. P. Trnka and V. Havlena, "Subspace like identification incorporating prior information," Automatica, vol. 45, no. 4, pp. 1086-1091, 2009.
31. M. Schuermans, P. Lemmerling, and S. Van Huffel, "Block-row hankel weighted low rank approximation," Numerical Linear Algebra with Applications, vol. 13, no. 4, pp. 293-302, 2006.
32. F. Oldewurtel, C. Jones, and M. Morari, "A tractable approximation of chance constrained stochastic mpc based on affine disturbance feedback," in 47th IEEE Conference on Decision and Control, dec. 2008, pp. 4731-4736.
33. G. P. Henze, C. Felsmann, and G. Knabe, "Evaluation of optimal control for active and passive building thermal storage," International Journal of Thermal Sciences, vol. 43, no. 2, pp. 173-183, 2004.
34. D. Rijksen, C. Wisse, and A. Van Schijndel, "Reducing peak requirements for cooling by using thermally activated building systems," Energy and Buildings, 2009.