DocumentCode
45803
Title
Consensus Based Approach for Economic Dispatch Problem in a Smart Grid
Author
Shiping Yang ; Sicong Tan ; Jian-Xin Xu
Author_Institution
Grad. Sch. for Integrative Sci. & Eng., Nat. Univ. of Singapore, Singapore, Singapore
Volume
28
Issue
4
fYear
2013
fDate
Nov. 2013
Firstpage
4416
Lastpage
4426
Abstract
Economic dispatch problem (EDP) is an important class of optimization problems in the smart grid, which aims at minimizing the total cost when generating certain amount of power. In this work, a novel consensus based algorithm is proposed to solve EDP in a distributed fashion. The quadratic convex cost functions are assumed in the problem formulation, and the strongly connected communication topology is sufficient for the information exchange. Unlike centralized approaches, the proposed algorithm enables generators to collectively learn the mismatch between demand and total amount of power generation. The estimated mismatch is then used as a feedback mechanism to adjust current power generation by each generator. With a tactical initial setup, eventually, all generators can automatically minimize the total cost in a collective sense.
Keywords
convex programming; power generation dispatch; power generation economics; quadratic programming; smart power grids; EDP; consensus based approach; economic dispatch problem; feedback mechanism; information exchange; optimization problems; power generation; quadratic convex cost functions; smart grid; strongly connected communication topology; Algorithm design and analysis; Cost function; Distributed algorithms; Eigenvalues and eigenfunctions; Generators; Power generation; Smart grids; Consensus; distributed algorithm; multi-agent systems; optimal dispatch;
fLanguage
English
Journal_Title
Power Systems, IEEE Transactions on
Publisher
ieee
ISSN
0885-8950
Type
jour
DOI
10.1109/TPWRS.2013.2271640
Filename
6560423
Link To Document