Aggregate flexibility of thermostatically controlled loads

IEEE Transactions on Power Systems

Volumn 30, Issue 1, 2015, Pages 189-198

  Hao, He ^a   Sanandaji, Borhan M ^a   Poolla, Kameshwar ^a   Vincent, Tyrone L ^b  

^a UNIVERSITY OF CALIFORNIA   (United States)

^b Department of Geology and Geological Engineering   (United States)

Author keywords

Coordinated aggregation; demand response; frequency regulation; generalized battery model; load flexibility; smart grid; thermostatically controlled loads

Indexed keywords

AGGREGATES; BATTERY MANAGEMENT SYSTEMS; ELECTRIC BATTERIES; STOCHASTIC SYSTEMS;

BATTERY MODELING; DEMAND RESPONSE; FREQUENCY REGULATIONS; SMART GRID; THERMOSTATICALLY CONTROLLED LOADS;

AGGLOMERATION;

EID: 84919881674     PISSN: 08858950     EISSN: None     Source Type: Journal    
DOI: 10.1109/TPWRS.2014.2328865     Document Type: Article

References (28)

1. B. Kirby, Ancillary Services: Technical and Commercial Insights, Jul. 2007, Tech. Rep.
2. J. Smith, M. Milligan, E. DeMeo, and B. Parsons, "Utility wind integration and operating impact state of the art," IEEE Trans. Power Syst., vol. 22, no. 3, pp. 900-908, Aug. 2007.
3. Y. Makarov, C. Loutan, J. Ma, and P. de Mello, "Operational impacts of wind generation on California power systems," IEEE Trans. Power Syst., vol. 24, no. 2, pp. 1039-1050, May 2009.
4. S.Meyn, M. Negrete-Pincetic, G.Wang, A. Kowli, and E. Shafieepoorfard, "The value of volatile resources in electricity markets," in Proc. IEEE Conf. Decision and Control (CDC), 2010.
5. U. Helman, "Resource and transmission planning to achieve a 33% RPS in California-ISO modeling tools and planning framework," in Proc. FERC Technical Conf. Planning Models and Software, 2010.
6. Pacific Gas and Electric Company, Smart AC program [Online]. Available: http://www.pge.com/en/myhome/saveenergymoney/energysavingprograms/ smartac/index.page
7. Buildings energy data book [Online]. Available: http://buildingsdatabook. eren.doe.gov/default.aspx
8. U.S. Energy Information Administration, annual energy review, 2010 [Online].Available: http://www.eia.gov/totalenergy/data/annual/#consumption
9. H. Hao, B. Sanandaji, K. Poolla, and T. Vincent, "A generalized battery model of a collection of thermostatically controlled loads for providing ancillary service," in Proc. 51th Annu. Allerton Conf. Communication, Control and Computing, 2013.
10. D. S. Callaway, "Tapping the energy storage potential in electric loads to deliver load following and regulation, with application to wind energy," Energy Convers. Manage., vol. 50, no. 5, pp. 1389-1400, May 2009.
11. R. Malhame and C.-Y. Chong, "Electric load model synthesis by diffusion approximation of a high-order hybrid-state stochastic system," IEEE Trans. Autom. Control, vol. 30, no. 9, pp. 854-860, Sep. 1985.
12. S. Kundu, N. Sinitsyn, S. Backhaus, and I. Hiskens, "Modeling and control of thermostatically controlled loads," in Proc. 17th Power Systems Computation Conf., 2011.
13. S. Bashash and H. K. Fathy, "Modeling and control of aggregate air conditioning loads for robust renewable power management," IEEE Trans. Control Syst. Technol., vol. 21, no. 4, pp. 1318-1327, Jul. 2013.
14. S. Shao,M. Pipattanasomporn, and S. Rahman, "Development of physical- based demand response-enabled residential load models," IEEE Trans. Power Syst., vol. 28, no. 2, pp. 607-614, May 2013.
15. J. L. Mathieu, S. Koch, and D. S. Callaway, "State estimation and control of electric loads to manage real-time energy imbalance," IEEE Trans. Power Syst., vol. 28, no. 1, pp. 430-440, Feb. 2013.
16. W. Zhang, J. Lian, C.-Y. Chang, and K. Kalsi, "Aggregated modeling and control of air conditioning loads for demand response," IEEE Trans. Power Syst., vol. 28, no. 4, pp. 4655-4664, Nov. 2013.
17. J. L. Mathieu, M.Kamgarpour, J. Lygeros, andD. S. Callaway, "Energy arbitrage with thermostatically controlled loads," in Proc. Eur. Control Conf. (ECC), 2013.
18. N. Lu, "An evaluation of the HVAC load potential for providing load balancing service," IEEE Trans. Smart Grid, vol. 3, no. 3, pp. 1263-1270, Sep. 2012.
19. E. Vrettos, S. Koch, and G. Andersson, "Load frequency control by aggregations of thermally stratified electric water heaters," in Proc. 3rd IEEE PES Int. Conf. Exhib. Innovative Smart Grid Technologies, Oct. 2012, pp. 1-8.
20. H. Chao, "Price-responsive demand management for a smart grid world," Electr. J., vol. 23, no. 1, pp. 7-20, 2010.
21. H. Shu, R. Yu, and S. Rahardja, "Dynamic incentive strategy for voluntary demand response based on TDP scheme," in Proc. 2012 IEEE Asia-Pacific Signal & Information Processing Association Annual Summit Conf. (APSIPA ASC), 2012, pp. 1-6.
22. NERC, Data Collection for Demand Side Management for Quantifying its Influence on Reliability: Results and Recommendations, Tech. Rep., Dec. 2007 [Online]. Available: http://www.nerc.com/ docs/pc/drdtf/NERC-DSMTF-Report-040308.pdf
23. M. Roozbehani, M. A. Dahleh, and S. K. Mitter, "Volatility of power grids under real-time pricing," IEEE Trans. Power Syst., vol. 27, no. 4, pp. 1926-1940, Nov. 2012.
24. J. Mathieu, M. Dyson, and D. Callaway, "Using residential electric loads for fast demand response: The potential resource and revenues, the costs, policy recommendations," in Proc. 2012 ACEEE Summer Study on Energy Efficiency in Buildings, 2012.
25. A. Subramanian, M. Garcia, A. Dominguez-Garcia, D. Callaway, K. Poolla, and P. Varaiya, "Real-time scheduling of deferrable electric loads," in Proc. Amer. Control Conf. (ACC), 2012, pp. 3643-3650.
26. J. MacDonald, P. Cappers, D. Callaway, and S. Kiliccote, "Demand response providing ancillary services," in Proc. Grid-Interop 2012, Irving, TX, USA, Dec. 2012.
27. PJM regulation data [Online]. Available: http://www.pjm.com/markets- and-operations/ancillary-services/mkt-based-regulation/fast-response- regulation-signal.aspx
28. B. M. Sanandaji, H. Hao, K. Poolla, and T. L. Vincent, "Improved battery models of an aggregation of thermostatically controlled loads for frequency regulation," in Proc. Amer. Control Conf., Jun. 2014 [Online]. Available: http://www.eecs.berkeley.edu/sanandaji/my-papers. html