Modeling and stochastic control for home energy management

IEEE Power and Energy Society General Meeting

Volumn , Issue , 2012, Pages

  Yu, Zhe ^a   McLaughlin, Linda ^a   Jia, Liyan ^a   Murphy Hoye, Mary C ^b   Pratt, Annabelle ^b   Tong, Lang ^a  

^a Cornell University   (United States)

^b INTEL CORPORATION   (United States)

Author keywords

demand response; Home energy management; HVAC control; model predictive control; smart grid; stochastic optimization

Indexed keywords

DEMAND RESPONSE; HOME ENERGY MANAGEMENTS; HVAC CONTROL; SMART GRID; STOCHASTIC OPTIMIZATIONS;

ENERGY MANAGEMENT; MODEL PREDICTIVE CONTROL; OPTIMIZATION; PREDICTIVE CONTROL SYSTEMS; SCHEDULING; STOCHASTIC MODELS; STOCHASTIC SYSTEMS; TIME MEASUREMENT;

AIR CONDITIONING;

EID: 84870625406     PISSN: 19449925     EISSN: 19449933     Source Type: Conference Proceeding    
DOI: 10.1109/PESGM.2012.6345471     Document Type: Conference Paper

References (20)

1. J. Rawlings, "Tutorial overview of model predictive control," IEEE Control Systems Magazine, June 2000.
2. R. Sonderegger, "Diagnostic tests determining the thermal response of a house," Lawrence Berkeley National Laboratory, pp. 1 - 15, February 1978.
3. D. Bargiotas and J. Birddwell, "Residential air conditioner dynamic model for direct load control," IEEE Control Transactions, vol. 3, pp. 2119-2125, October 1988.
4. S. El-Ferik and R. Malhame, "Identification of alternating renewal electric load models from energy measurements," Automatic Control, IEEE Transactions on, vol. 39, pp. 1184 -1196, jun 1994.
5. M. Frank, "The kolmogorov-smirnov test for goodness of fit," Lawrence Berkeley National Laboratory, vol. 46, pp. 68 - 78, March 1951.
6. D. Ha, S. Ploix, E. Zamai, and M. Jacomino, "Tabu search for the optimization of household energy consumption," in 2006 IEEE Int. Conf. Inf. Reuse Integr., pp. 86 - 92, 2006.
7. M. Pedrasa, T. Spooner, and I. MacGill, "Coordinated Scheduling of Residential Distributed Energy Resources to Optimize Smart Home Energy Services," IEEE Trans. on Smart Grid, vol. 1, September 2010.
8. D. L. Ha, M. H. Le, and S. Ploix, "An approach for home load energy management problem in uncertain context," in Industrial Engineering and Engineering Management, 2008. IEEM 2008. IEEE International Conference on, pp. 336 -339, dec. 2008.
9. A. Mohsenian-Rad and A. Leon-Garcia, "Optmal Residential Load Control With Price Prediction in Real-Time Electricity Pricing Environments," IEEE Tran. On Smart Grid, vol. 1, pp. 120-133, Sept 2010.
10. A. Brissette, A. Hoke, D. Maksimovic, and A. Pratt, "A Microgrid Modeling and Simulation Platform for System Evaluation on a Range of Time Scales," in 2011 IEEE Energy Conversion Congress and Exposition, (Phoenix, Arizona), Sept. 2011.
11. M. Sznaier and M. J. Damborg, "Suboptimal control of linear systems with state and control inequality constraints," in Decision and Control, 1987. 26th IEEE Conference on, vol. 26, pp. 761 -762, dec. 1987.
12. N. L. Ricker, "Model predictive control with state estimation," Ind. Eng. Chem. Res., vol. 29, no. 3, pp. 374-382, 1990.
13. G. Gattu and E. Zafiriou, "Nonlinear quadratic dynamic matrix control with state estimation," Industrial and Engineering Chemistry Research, vol. 31, no. 4, pp. 1096-1104, 1992.
14. L. Jia, Z. Yu, M. Murphy-Hoye, A. Pratt, E. Piccioli, and L. Tong, "Multi-scale stochastic optimization for Home Energy Management," in Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP), 2011 4th IEEE International Workshop, pp. 113 - 116, Dec. 2011.
15. A. Hoke, A. Brissette, K. Smith, A. Pratt, and D. Maksimovic, "Electric vehicle charge optimization including effects of lithium-ion battery degradation," in 2011 IEEE Vehicle Power and Propultion Conference, pp. 6-9, Sept. 2011.
16. C. Y. Chong and A. S. Debs, "Statistical synthesis of power system functional load models," in Decision and Control including the Symposium on Adaptive Processes, 1979 18th IEEE Conference on, vol. 18, pp. 264 -269, dec. 1979.
17. L. McLaughlin, L. Jia, Z. Yu, and L. Tong, "Thermal Dynamic for Home Energy Management: A case study," Tech. Rep. ACSP-TR-10-11-01, Cornell University, Oct. 2011.
18. J. R. Birge and F. Louveaux, Introduction to Stochastic Programming. 175 Fifth Avenue, New York, NY 10010: Springer-Verlag New York, Inc., 1997.
19. B. Li and A. Alleyne, "Optimal on-off control of an air conditioning and refrigeration system," in American Control Conference (ACC), 2010, pp. 5892 -5897, July 2010.
20. D. Ha, S. Zamai, and M. Jacomino, "A home automation system to improve household energy control information control problems in manufacturing," in 12th IFAC Symposium on Information Control Problems in Manufacturing, vol. 12, 2006.