A fully distributed method for distributed multiagent system in a microgrid
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 multip...
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2021-11-01
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doaj-88aad68740a4460ea57b97e4f105e06c2021-04-28T06:09:18ZengElsevierEnergy Reports2352-48472021-11-01722942301A fully distributed method for distributed multiagent system in a microgridDiyako Ghaderyan0Fernando Lobo Pereira1A. Pedro Aguiar2Corresponding author.; Faculty of Engineering, University of Porto (FEUP), PortugalFaculty of Engineering, University of Porto (FEUP), PortugalFaculty of Engineering, University of Porto (FEUP), PortugalWe 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.http://www.sciencedirect.com/science/article/pii/S2352484721002055Distributed optimizationMicrogridsEconomic dispatchConsensus |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Diyako Ghaderyan Fernando Lobo Pereira A. Pedro Aguiar |
spellingShingle |
Diyako Ghaderyan Fernando Lobo Pereira A. Pedro Aguiar A fully distributed method for distributed multiagent system in a microgrid Energy Reports Distributed optimization Microgrids Economic dispatch Consensus |
author_facet |
Diyako Ghaderyan Fernando Lobo Pereira A. Pedro Aguiar |
author_sort |
Diyako Ghaderyan |
title |
A fully distributed method for distributed multiagent system in a microgrid |
title_short |
A fully distributed method for distributed multiagent system in a microgrid |
title_full |
A fully distributed method for distributed multiagent system in a microgrid |
title_fullStr |
A fully distributed method for distributed multiagent system in a microgrid |
title_full_unstemmed |
A fully distributed method for distributed multiagent system in a microgrid |
title_sort |
fully distributed method for distributed multiagent system in a microgrid |
publisher |
Elsevier |
series |
Energy Reports |
issn |
2352-4847 |
publishDate |
2021-11-01 |
description |
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. |
topic |
Distributed optimization Microgrids Economic dispatch Consensus |
url |
http://www.sciencedirect.com/science/article/pii/S2352484721002055 |
work_keys_str_mv |
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1721504033575796736 |