DocumentCode :
619740
Title :
Simulated annealing based fuzzy Markov game energy management for smart grids
Author :
Chuanzhi Zang ; Xiaoning Qin ; Xin Li ; Xiaozheng Jin ; Weiwei Che
Author_Institution :
Shenyang Inst. of Autom., Shenyang, China
fYear :
2013
fDate :
25-27 May 2013
Firstpage :
467
Lastpage :
472
Abstract :
For the energy management problems for demand response in electricity grid, a simulated annealing based fuzzy Markov game consumer energy management controller (CEMC) is proposed. Because of the uncertainties and highly time-varying, it is not easy to accurately obtain the complete information for the consumer behavior in electricity grid. In this case, the fuzzy Markov game offers a promising platform for robust control in the presence of the bounded external disturbances. The energy usage uncontrollable is considered as a disturber. The fuzzy inference and simulated annealing are introduced in order to facilitate generalization in large state space and balance exploration and exploitation in action selection in Q-learning individually. Simulation results show that the proposed controller can learn to take the best action to regulate consumer behavior with the features of lower end-user financial costs and higher consumer satisfaction.
Keywords :
Markov processes; consumer behaviour; energy management systems; fuzzy control; game theory; power system control; power system economics; simulated annealing; smart power grids; CEMC; Q-learning selection; balance exploration; bounded external disturbances; consumer behavior; consumer satisfaction; electricity grid; end user financial costs; fuzzy inference; robust control; simulated annealing based fuzzy Markov game consumer energy management controller; smart grids; state space exploration; Convergence; Games; Load management; Markov processes; Simulated annealing; Vectors; Demand Response; Energy Management; Fuzzy Inference System; Markov game; Simulated Annealing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Control and Decision Conference (CCDC), 2013 25th Chinese
Conference_Location :
Guiyang
Print_ISBN :
978-1-4673-5533-9
Type :
conf
DOI :
10.1109/CCDC.2013.6560969
Filename :
6560969
Link To Document :
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