DocumentCode :
3572405
Title :
Optimal control of smart home energy management based on stochastic dynamic programming
Author :
Lanhai Jiang ; Hao Tang ; Qi Jiang ; Lei Zhou
Author_Institution :
Sch. of Electr. Eng. & Autom., Hefei Univ. of Technol., Hefei, China
fYear :
2014
Firstpage :
570
Lastpage :
575
Abstract :
The optimal energy management problem of smart home is concerned. The objective is to maximize reward of smart home with distributed generation, through choosing a suitable energy management control strategy by stochastic dynamic programming. Firstly, we modeled the smart home energy management system as a semi-Markov decision process according to the stochastic characteristics of solar photovoltaic, load demand and electricity price. We apply policy iteration algorithm to solve the optimal control of energy management. Then, SARSA algorithm based on simulated annealing is applied to optimize the energy management strategy for the system. Finally, a simulation example is used to illustrate the effectiveness of the algorithm, and the results show that the algorithm can effectively increased the user rewards.
Keywords :
Markov processes; dynamic programming; home computing; intelligent structures; load management; optimal control; simulated annealing; solar cells; stochastic programming; SARSA algorithm; electricity price; energy management control strategy; load demand; optimal control; optimal energy management problem; policy iteration algorithm; semi-Markov decision process; simulated annealing; smart home energy management system; solar photovoltaic; stochastic characteristics; stochastic dynamic programming; Automation; Educational institutions; Energy management; Markov processes; Smart homes; System-on-chip; Energy Management; SARSA-algorithm; Semi-Markov Decision Process; Smart Home;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Control and Automation (WCICA), 2014 11th World Congress on
Type :
conf
DOI :
10.1109/WCICA.2014.7052776
Filename :
7052776
Link To Document :
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