Consensus Based Approach for Economic Dispatch Problem in a Smart Grid

被引:686
作者
Yang, Shiping [1 ]
Tan, Sicong [1 ]
Xu, Jian-Xin [2 ]
机构
[1] Natl Univ Singapore, Grad Sch Integrat Sci & Engn, Singapore 119615, Singapore
[2] Natl Univ Singapore, Singapore 119615, Singapore
关键词
Consensus; distributed algorithm; multi-agent systems; optimal dispatch; ALGORITHM; AGENTS;
D O I
10.1109/TPWRS.2013.2271640
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
080906 [电磁信息功能材料与结构]; 082806 [农业信息与电气工程];
摘要
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.
引用
收藏
页码:4416 / 4426
页数:11
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