DocumentCode
9154
Title
Distributed State Estimation and Energy Management in Smart Grids: A Consensus
Innovations Approach
Author
Kar, Soummya ; Hug, Gabriela ; Mohammadi, Javad ; Moura, Jose M. F.
Author_Institution
Dept. of Electr. & Comput. Eng., Carnegie Mellon Univ., Pittsburgh, PA, USA
Volume
8
Issue
6
fYear
2014
fDate
Dec. 2014
Firstpage
1022
Lastpage
1038
Abstract
This paper reviews signal processing research for applications in the future electric power grid, commonly referred to as smart grid. Generally, it is expected that the grid of the future would differ from the current system by the increased integration of distributed generation, distributed storage, demand response, power electronics, and communications and sensing technologies. The consequence is that the physical structure of the system becomes significantly more distributed. The existing centralized control structure is not suitable any more to operate such a highly distributed system. Hence, in this paper, we overview distributed approaches, all based on consensus +innovations, for three common energy management functions: state estimation, economic dispatch, and optimal power flow. We survey the pertinent literature and summarize our work. Simulation results illustrate tradeoffs and the performance of consensus +innovations for these three applications.
Keywords
distributed algorithms; distributed power generation; energy management systems; load flow; power generation dispatch; power generation economics; power system state estimation; signal processing; smart power grids; centralized control structure; communication technology; consensus approach; demand response; distributed generation; distributed state estimation; distributed storage; economic dispatch; electric power grid; energy management; innovation approach; optimal power flow; power electronics; sensing technology; signal processing research; smart grid; Distributed algorithms; Energy management; Power generation dispatch; Smart grids; State estimation; Distributed energy management; consensus; consensus${+}$ innovations; distributed algorithms; economic dispatch; optimal power flow; state estimation;
fLanguage
English
Journal_Title
Selected Topics in Signal Processing, IEEE Journal of
Publisher
ieee
ISSN
1932-4553
Type
jour
DOI
10.1109/JSTSP.2014.2364545
Filename
6934985
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