A fully distributed method for distributed multiagent system in a microgrid

被引:12
作者
Ghaderyan, Diyako [1 ]
Pereira, Fernando Lobo [1 ]
Aguiar, A. Pedro [1 ]
机构
[1] Univ Porto, Fac Engn, FEUP, Porto, Portugal
关键词
Distributed optimization; Microgrids; Economic dispatch; Consensus; ECONOMIC-DISPATCH; POWER-SYSTEMS; ALGORITHM; CONSENSUS; OPTIMIZATION; COORDINATION;
D O I
10.1016/j.egyr.2021.03.035
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
We address the distributed energy management problem of the economic dispatch of grids in order to balance the power demand and supply. By manipulating the primal problem, we show that the resulting dual problem can be solved by using a decentralized linearized alternating direction method of multipliers. As consequence, in this paper, we propose an optimization based algorithm that enjoys the advantages of both the primal and the dual domain methods. Contrary to the Alternating Direction Method of Multipliers (ADMM), the proposed algorithm exhibits a lower computational cost not requiring at each main step iteration an explicit resolution of a local optimization problem. Moreover, we show through computer simulations that for the IEEE 14-bus and the IEEE 39-bus distribution test system the proposed algorithm achieves a significantly higher convergence rate when compared with recent approaches in the literature to solve the proposed economic dispatch problem. (C) 2021 Published by Elsevier Ltd.
引用
收藏
页码:2294 / 2301
页数:8
相关论文
共 31 条
[1]  
[Anonymous], 1989, PARALLEL DISTRIBUTED
[2]   Distributed optimization and statistical learning via the alternating direction method of multipliers [J].
Boyd S. ;
Parikh N. ;
Chu E. ;
Peleato B. ;
Eckstein J. .
Foundations and Trends in Machine Learning, 2010, 3 (01) :1-122
[3]   Convex Optimization for Big Data [J].
Cevher, Volkan ;
Becker, Stephen ;
Schmidt, Mark .
IEEE SIGNAL PROCESSING MAGAZINE, 2014, 31 (05) :32-43
[4]   An ADMM-Based Distributed Algorithm for Economic Dispatch in Islanded Microgrids [J].
Chen, Gang ;
Yang, Qing .
IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2018, 14 (09) :3892-3903
[5]  
Colson C.M., 2011, IEEE Power and Energy Society General Meeting San Diego, CA, P1, DOI DOI 10.1109/PES.2011.6039764
[6]   Optimal Dispatching of Distributed Generators and Storage Systems for MV Islanded Microgrids [J].
Conti, S. ;
Nicolosi, R. ;
Rizzo, S. A. ;
Zeineldin, H. H. .
IEEE TRANSACTIONS ON POWER DELIVERY, 2012, 27 (03) :1243-1251
[7]   Distributed Network Optimization With Heuristic Rational Agents [J].
Eksin, Ceyhun ;
Ribeiro, Alejandro .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2012, 60 (10) :5396-5411
[8]  
Facchinei F, 2007, Finite-dimensional variational inequalities and complementarity problems
[9]   Smart Grid Technologies: Communication Technologies and Standards [J].
Gungor, Vehbi C. ;
Sahin, Dilan ;
Kocak, Taskin ;
Ergut, Salih ;
Buccella, Concettina ;
Cecati, Carlo ;
Hancke, Gerhard P. .
IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2011, 7 (04) :529-539
[10]   Consensus plus Innovations Approach for Distributed Multiagent Coordination in a Microgrid [J].
Hug, Gabriela ;
Kar, Soummya ;
Wu, Chenye .
IEEE TRANSACTIONS ON SMART GRID, 2015, 6 (04) :1893-1903