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
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;
Journal_Title :
Power Systems, IEEE Transactions on
DOI :
10.1109/TPWRS.2013.2271640