Modeling and Control of Aggregated Heterogeneous Thermostatically Controlled Loads for Ancillary Services

作者: Duncan S. Callaway , Johanna L. Mathieu , Stephan Koch

DOI:

关键词: State spacePopulationControl engineeringAutomatic frequency controlState-transition matrixModel predictive controlMarkov chainDemand responseProbability mass functionEngineering

摘要: This paper presents a novel modeling and con- trol approach for the aggregation of large numbers hetero- geneous thermostatically controlled loads, such as refrigera- tors, electric water heaters, air conditioners, their usage Demand Response. Unlike traditional Re- sponse methods that act on time scales hours, this ap- proach is able to provide short-term (e.g., second-to-second) ancillary services, balancing frequency control. A statistical based Markov Chains used describe evolution probability mass in tem- perature state space. The transition matrix identified using information from population loads. predictive controller control aggregate loads it tracks signal. simulation example shows applicabil- ity realistic systems, includes com- parison performance depending available parameterization.

参考文章(9)
N. Lu, D.P. Chassin, S.E. Widergren, Modeling uncertainties in aggregated thermostatically controlled loads using a State queueing model IEEE Transactions on Power Systems. ,vol. 20, pp. 725- 733 ,(2005) , 10.1109/TPWRS.2005.846072
Y.V. Makarov, C. Loutan, Jian Ma, P. de Mello, Operational Impacts of Wind Generation on California Power Systems IEEE Transactions on Power Systems. ,vol. 24, pp. 1039- 1050 ,(2009) , 10.1109/TPWRS.2009.2016364
J. Lofberg, YALMIP : a toolbox for modeling and optimization in MATLAB international conference on robotics and automation. pp. 284- 289 ,(2004) , 10.1109/CACSD.2004.1393890
J. Huang, P. Yalla, Taiyou Yong, G. Ford, M. Rothleder, New real time market applications at the California independent system operator (CAISO) ieee pes power systems conference and exposition. pp. 1228- 1233 ,(2004) , 10.1109/PSCE.2004.1397599
Jay Taneja, David Culler, Prabal Dutta, Towards Cooperative Grids: Sensor/Actuator Networks for Renewables Integration 2010 First IEEE International Conference on Smart Grid Communications. pp. 531- 536 ,(2010) , 10.1109/SMARTGRID.2010.5621992
Stephan Koch, Marek Zima, Göran Andersson, Active Coordination of Thermal Household Appliances for Load Management Purposes IFAC Proceedings Volumes. ,vol. 42, pp. 149- 154 ,(2009) , 10.3182/20090705-4-SF-2005.00028
Stephan Koch, Fernando Soto Barcenas, Göran Andersson, Using Controllable Thermal Household Appliances for Wind Forecast Error Reduction IFAC Proceedings Volumes. ,vol. 43, pp. 261- 266 ,(2010) , 10.3182/20100329-3-PT-3006.00048