Identifying models of HVAC systems using semiparametric regression

Proceedings of the American Control Conference

Volumn , Issue , 2012, Pages 3675-3680

  Aswani, Anil ^a   Master, Neal ^a   Taneja, Jay ^a   Smith, Virginia ^b   Krioukov, Andrew ^a   Culler, David ^a   Tomlin, Claire ^a  

^a UNIVERSITY OF CALIFORNIA   (United States)

^b University of Virginia   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ENERGY EFFICIENCY; ENERGY UTILIZATION; HEATING; HVAC; HYBRID SYSTEMS; MODEL PREDICTIVE CONTROL; REGRESSION ANALYSIS; TEMPERATURE MEASUREMENT; TESTBEDS;

ANALYSIS AND CONTROLS; EFFICIENCY IMPROVEMENT; EFFICIENT CONTROL; HYBRID SYSTEM MODELS; IDENTIFYING MODELS; LEARNING BASED MODELS; REDUCTION IN ENERGY CONSUMPTION; SEMI-PARAMETRIC REGRESSIONS;

AIR CONDITIONING;

EID: 84869389783     PISSN: 07431619     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/acc.2012.6315566     Document Type: Conference Paper

References (25)

1. Buildings Energy Data Book. U.S. DoE, 2009. [Online]. Available: http://buildingsdatabook.eren.doe.gov/
2. J. McQuade, "A system approach to high performance buildings," United Technologies Corporation, Tech. Rep., 2009.
3. S. Schiavon, K. H. Lee, F. Bauman, and T. Webster, "Influence of raised floor on zone design cooling load in commercial buildings," Energy and Buildings, vol. 42, no. 8, pp. 1182-1191, 2010.
4. K. Deng, P. Barooah, P. Mehta, and S. Meyn, "Building thermal model reduction via aggregation of state," in ACC, 2010, pp. 5118-5123.
5. 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 ACC, 2010, pp. 5100-5105.
6. M. S. Elliott, C. Estrada, and B. P. Rasmussen, "Cascaded superheat control with a multiple evaporator refrigeration system," in ACC, 2011, pp. 2065-2070.
7. V. Chandan and A. G. Alleyne, "Optimal control architecture selection for thermal control of buildings," in ACC, 2011, pp. 2071-2076.
8. Y. Ma, G. Anderson, and F. Borrelli, "A distributed predictive control approach to building temperature regulation," in ACC, 2011, pp. 2089-2094.
9. T. Nghiem and G. Pappas, "Receeding-horizon supervisory control of green buildings," in American Control Conference, 2011.
10. S. Dawson-Haggerty, J. Ortiz, X. Jiang, J. Hsu, S. Shankar, and D. Culler, "Enabling green building applications," in Sixth Workshop on Hot Topics in Embedded Networked Sensors, 2010.
11. D. Crawley, C. Pedersen, L. Lawrie, and F. Winkelmann, "Energyplus: Energy simulation program," ASHRAE Journal, vol. 42, pp. 49-56, 2000.
12. M. Duffy, M. Hiller, D. Bradley, W. Keilholz, and J. Thornton, "TRNSYS-features and functionality for building simulation 2009 conference," in IBPSA Conference, 2009, pp. 1950-1954.
13. S. Goyal and P. Barooah, "A method for model-reduction of nonlinear building thermal dynamics," in ACC, 2011, pp. 2077-2082.
14. S. Ahuja, A. Surana, and E. Cliff, "Reduced-order models for control of stratified flows in buildings," in ACC, 2011, pp. 2083-2088.
15. Y. Agarwal, B. Balaji, R. Gupta, J. Lyles, M. Wei, and T. Weng, "Occupancy-driven energy management for smart building automation," in Proc. of 2nd ACM Workshop on Embedded Sensing Systems for Energy-Efficiency in Building, ser. BuildSys, 2010, pp. 1-6.
16. C. Liao and P. Barooah, "A novel stochastic agent-based model of building occupancy," in ACC, 2011, pp. 2095-2100.
17. A. Aswani, N. Master, J. Taneja, D. Culler, and C. Tomlin, "Reducing transient and steady state electricity consumption in hvac using learning-based model-predictive control," Proceedings of the IEEE, no. 99, pp. 1-14, 2011.
18. A. Aswani, H. Gonzales, S. Sastry, and C. Tomlin, "Provably safe and robust learning-based model predictive control," arXiv:1107.2487v1. [Online]. Available: http://arxiv.org/abs/1107.2487v1
19. R. Katz, D. Culler, S. Sanders, et al., "An information-centric energy infrastructure: The Berkeley view," Sustainable Computing: Informatics and Systems, vol. 1, pp. 7-22, 2011.
20. P. Robinson, "Root-n-consistent semiparametric regression," Econometrica, vol. 56, no. 4, pp. 931-954, 1988.
21. P. Bickel, C. Klaassen, Y. Ritov, and J. Wellner, Efficient and adaptive estimation for semiparametric models, ser. Johns Hopkins series in the mathematical sciences. Springer, 1998.
22. C. Liao and P. Barooah, "An integrated approach to occupancy modeling and esimation in commerical buildings," in ACC, 2010, pp. 3130-3135.
23. 2008 Building Energy Efficiency Standards for Residential and Nonresidential Buildings, Section 121, California Energy Commission Std. [Online]. Available: http://www.energy.ca.gov/2008publications/CEC-400-2008-001/ CEC-400-2008-001-CMF.PDF
24. C. Tomlin, J. Lygeros, and S. Sastry, "A game theoretic approach to controller design for hybrid systems," Proceedings of the IEEE, vol. 88, no. 7, pp. 949-969, Jul. 2000.
25. J. Lygeros, C. Tomlin, and S. Sastry, "Controllers for reachability specifications for hybrid systems," Automatica, vol. 35, no. 3, pp. 349-370, Mar. 1999.