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

2011Artigo científico Acesso aberto
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dc.contributor.authorPinto, Tiago
dc.contributor.authorMorais, H.
dc.contributor.authorOliveira, Pedro
dc.contributor.authorVale, Zita
dc.contributor.authorPraça, Isabel
dc.contributor.authorRamos, Carlos
dc.date.accessioned2013-04-22T15:05:58Z
dc.date.available2013-04-22T15:05:58Z
dc.date.issued2011
dc.date.updated2013-04-12T16:56:33Z
dc.description.abstractThis 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.por
dc.identifierhttp://dx.doi.org/10.1016/j.energy.2011.05.045
dc.identifier.doi10.1016/j.energy.2011.05.045pt_PT
dc.identifier.issn0360-5442
dc.identifier.urihttp://hdl.handle.net/10400.22/1454
dc.language.isoengpor
dc.publisherElsevierpor
dc.relation.ispartofseriesEnergy; Vol. 36, Issue 8
dc.relation.publisherversionhttp://www.sciencedirect.com/science/article/pii/S0360544211003707por
dc.subjectMulti-agent systemspor
dc.subjectVirtual power producerspor
dc.subjectDistributed generationpor
dc.subjectCompetitive electricity marketspor
dc.subjectIntelligent decision makingpor
dc.subjectAgent negotiation strategiespor
dc.titleA new approach for multi-agent coalition formation and management in the scope of electricity marketspor
dc.typejournal article
dspace.entity.typePublication
oaire.citation.endPage5015por
oaire.citation.issueIssue 8
oaire.citation.startPage5004por
oaire.citation.titleEnergy
oaire.citation.volumeVol. 36
person.familyNamePinto
person.familyNameVale
person.familyNamePraça
person.familyNameRamos
person.givenNameTiago
person.givenNameZita
person.givenNameIsabel
person.givenNameCarlos
person.identifierR-000-T7J
person.identifier632184
person.identifier299522
person.identifier.ciencia-id2414-9B03-C4BB
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person.identifier.orcid0000-0001-8248-080X
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person.identifier.orcid0000-0002-5143-1711
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person.identifier.ridA-5824-2012
person.identifier.ridK-8430-2014
person.identifier.ridK-7403-2014
person.identifier.scopus-author-id35219107600
person.identifier.scopus-author-id7004115775
person.identifier.scopus-author-id22734900800
person.identifier.scopus-author-id7201559105
rcaap.rightsopenAccesspor
rcaap.typearticlepor
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relation.isAuthorOfPublication.latestForDiscovery43ef055e-80e6-4b31-8400-2d3592927e03

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