DocumentCode
3745
Title
Multibattery Optimal Coordination Control for Home Energy Management Systems via Distributed Iterative Adaptive Dynamic Programming
Author
Qinglai Wei ; Derong Liu ; Guang Shi ; Yu Liu
Author_Institution
State Key Lab. of Manage. & Control for Complex Syst., Inst. of Autom., Beijing, China
Volume
62
Issue
7
fYear
2015
fDate
Jul-15
Firstpage
4203
Lastpage
4214
Abstract
In this paper, a novel distributed iterative adaptive dynamic programming (ADP) method is developed to solve the multibattery optimal coordination control problems for home energy management systems. According to system transformations, the multi-input optimal control problem is transformed into a single-input optimal control problem, where all the batteries are implemented at their worst performance. Next, based on the worst-performance optimal control law, an effective distributed iterative ADP algorithm is developed, where, in each iteration, only a single-input optimization problem is implemented. Convergence properties of the distributed iterative ADP algorithm are developed to show that the iterative performance index function converges to the optimum. Finally, numerical analysis is given to illustrate the performance of the developed algorithm.
Keywords
adaptive control; battery management systems; building management systems; convergence of numerical methods; distributed control; dynamic programming; energy management systems; iterative methods; optimal control; secondary cells; convergence property; distributed iterative ADP algorithm; distributed iterative adaptive dynamic programming; home energy management system; iterative performance index function; multibattery optimal coordination control; multiinput optimal control problem; single input optimal control problem; single input optimization problem; Adaptive critic designs; adaptive dynamic programming; adaptive dynamic programming (ADP); approximate dynamic programming; distributed optimal control; smart grid; smart home;
fLanguage
English
Journal_Title
Industrial Electronics, IEEE Transactions on
Publisher
ieee
ISSN
0278-0046
Type
jour
DOI
10.1109/TIE.2014.2388198
Filename
7001611
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