A new approach for multi-agent coalition formation and management in the scope of electricity markets

Detalhes bibliográficos
Autor(a) principal: Pinto, Tiago
Data de Publicação: 2011
Outros Autores: Morais, H., Oliveira, Pedro, Vale, Zita, Praça, Isabel, Ramos, Carlos
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10400.22/1454
Resumo: This paper presents a new methodology for the creation and management of coalitions in Electricity Markets. This approach is tested using the multi-agent market simulator MASCEM, taking advantage of its ability to provide the means to model and simulate VPP (Virtual Power Producers). VPPs are represented as coalitions of agents, with the capability of negotiating both in the market, and internally, with their members, in order to combine and manage their individual specific characteristics and goals, with the strategy and objectives of the VPP itself. The new features include the development of particular individual facilitators to manage the communications amongst the members of each coalition independently from the rest of the simulation, and also the mechanisms for the classification of the agents that are candidates to join the coalition. In addition, a global study on the results of the Iberian Electricity Market is performed, to compare and analyze different approaches for defining consistent and adequate strategies to integrate into the agents of MASCEM. This, combined with the application of learning and prediction techniques provide the agents with the ability to learn and adapt themselves, by adjusting their actions to the continued evolving states of the world they are playing in.
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spelling A new approach for multi-agent coalition formation and management in the scope of electricity marketsMulti-agent systemsVirtual power producersDistributed generationCompetitive electricity marketsIntelligent decision makingAgent negotiation strategiesThis paper presents a new methodology for the creation and management of coalitions in Electricity Markets. This approach is tested using the multi-agent market simulator MASCEM, taking advantage of its ability to provide the means to model and simulate VPP (Virtual Power Producers). VPPs are represented as coalitions of agents, with the capability of negotiating both in the market, and internally, with their members, in order to combine and manage their individual specific characteristics and goals, with the strategy and objectives of the VPP itself. The new features include the development of particular individual facilitators to manage the communications amongst the members of each coalition independently from the rest of the simulation, and also the mechanisms for the classification of the agents that are candidates to join the coalition. In addition, a global study on the results of the Iberian Electricity Market is performed, to compare and analyze different approaches for defining consistent and adequate strategies to integrate into the agents of MASCEM. This, combined with the application of learning and prediction techniques provide the agents with the ability to learn and adapt themselves, by adjusting their actions to the continued evolving states of the world they are playing in.ElsevierRepositório Científico do Instituto Politécnico do PortoPinto, TiagoMorais, H.Oliveira, PedroVale, ZitaPraça, IsabelRamos, Carlos2013-04-22T15:05:58Z20112013-04-12T16:56:33Z2011-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10400.22/1454eng0360-544210.1016/j.energy.2011.05.045info:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2023-03-13T12:40:46Zoai:recipp.ipp.pt:10400.22/1454Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T17:22:35.593306Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv A new approach for multi-agent coalition formation and management in the scope of electricity markets
title A new approach for multi-agent coalition formation and management in the scope of electricity markets
spellingShingle A new approach for multi-agent coalition formation and management in the scope of electricity markets
Pinto, Tiago
Multi-agent systems
Virtual power producers
Distributed generation
Competitive electricity markets
Intelligent decision making
Agent negotiation strategies
title_short A new approach for multi-agent coalition formation and management in the scope of electricity markets
title_full A new approach for multi-agent coalition formation and management in the scope of electricity markets
title_fullStr A new approach for multi-agent coalition formation and management in the scope of electricity markets
title_full_unstemmed A new approach for multi-agent coalition formation and management in the scope of electricity markets
title_sort A new approach for multi-agent coalition formation and management in the scope of electricity markets
author Pinto, Tiago
author_facet Pinto, Tiago
Morais, H.
Oliveira, Pedro
Vale, Zita
Praça, Isabel
Ramos, Carlos
author_role author
author2 Morais, H.
Oliveira, Pedro
Vale, Zita
Praça, Isabel
Ramos, Carlos
author2_role author
author
author
author
author
dc.contributor.none.fl_str_mv Repositório Científico do Instituto Politécnico do Porto
dc.contributor.author.fl_str_mv Pinto, Tiago
Morais, H.
Oliveira, Pedro
Vale, Zita
Praça, Isabel
Ramos, Carlos
dc.subject.por.fl_str_mv Multi-agent systems
Virtual power producers
Distributed generation
Competitive electricity markets
Intelligent decision making
Agent negotiation strategies
topic Multi-agent systems
Virtual power producers
Distributed generation
Competitive electricity markets
Intelligent decision making
Agent negotiation strategies
description This paper presents a new methodology for the creation and management of coalitions in Electricity Markets. This approach is tested using the multi-agent market simulator MASCEM, taking advantage of its ability to provide the means to model and simulate VPP (Virtual Power Producers). VPPs are represented as coalitions of agents, with the capability of negotiating both in the market, and internally, with their members, in order to combine and manage their individual specific characteristics and goals, with the strategy and objectives of the VPP itself. The new features include the development of particular individual facilitators to manage the communications amongst the members of each coalition independently from the rest of the simulation, and also the mechanisms for the classification of the agents that are candidates to join the coalition. In addition, a global study on the results of the Iberian Electricity Market is performed, to compare and analyze different approaches for defining consistent and adequate strategies to integrate into the agents of MASCEM. This, combined with the application of learning and prediction techniques provide the agents with the ability to learn and adapt themselves, by adjusting their actions to the continued evolving states of the world they are playing in.
publishDate 2011
dc.date.none.fl_str_mv 2011
2011-01-01T00:00:00Z
2013-04-22T15:05:58Z
2013-04-12T16:56:33Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
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dc.identifier.uri.fl_str_mv http://hdl.handle.net/10400.22/1454
url http://hdl.handle.net/10400.22/1454
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 0360-5442
10.1016/j.energy.2011.05.045
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dc.publisher.none.fl_str_mv Elsevier
publisher.none.fl_str_mv Elsevier
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
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collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
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