Multi-agent electricity markets: Retailer portfolio optimization using Markowitz theory

Detalhes bibliográficos
Autor(a) principal: Algarvio, H.
Data de Publicação: 2017
Outros Autores: Lopes, F., de Sousa, Jorge Mendes, Lagarto, João
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10400.21/7580
Resumo: The major electricity market models include: pools, bilateral contracts and hybrid models. Pool prices tend to change quickly and variations are usually highly unpredictable. In this way, market participants can enter into bilateral contracts to hedge against pool price volatility. In bilateral contracts, market participants can set the terms and conditions of agreements independent of the market operator. The hybrid model combines features of both pools and bilateral contracts. This paper is devoted to risk management and the optimization of the portfolios of retailers operating in liberalized electricity markets. It introduces a model for optimizing portfolios composed by end-use consumers using the Markowitz theory. It also presents an overview of a multi-agent system for electricity markets. The system simulates the behavior of various markets entities, including generating companies, retailers and consumers. The final part of the paper presents three case studies on portfolio optimization involving risk management: a retailer (a software agent) optimizes its portfolio by taking into account the attitude towards risk and the offer of a 3-rate tariff to five different types of consumers: industrial, large and small commercial, residential and street lightning. The results show that the retailer, by being more realistic in choosing consumers to its portfolio, can offer more competitive tariffs to key consumers and keep the portfolio optimal and stable in relation to the risk return ratio.
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spelling Multi-agent electricity markets: Retailer portfolio optimization using Markowitz theoryMulti-agent electricity marketsForward bilateral contractsElectricity retailersRisk attitudePortfolio of customersMarkowitz theoryThe major electricity market models include: pools, bilateral contracts and hybrid models. Pool prices tend to change quickly and variations are usually highly unpredictable. In this way, market participants can enter into bilateral contracts to hedge against pool price volatility. In bilateral contracts, market participants can set the terms and conditions of agreements independent of the market operator. The hybrid model combines features of both pools and bilateral contracts. This paper is devoted to risk management and the optimization of the portfolios of retailers operating in liberalized electricity markets. It introduces a model for optimizing portfolios composed by end-use consumers using the Markowitz theory. It also presents an overview of a multi-agent system for electricity markets. The system simulates the behavior of various markets entities, including generating companies, retailers and consumers. The final part of the paper presents three case studies on portfolio optimization involving risk management: a retailer (a software agent) optimizes its portfolio by taking into account the attitude towards risk and the offer of a 3-rate tariff to five different types of consumers: industrial, large and small commercial, residential and street lightning. The results show that the retailer, by being more realistic in choosing consumers to its portfolio, can offer more competitive tariffs to key consumers and keep the portfolio optimal and stable in relation to the risk return ratio.Elsevier ScienceRCIPLAlgarvio, H.Lopes, F.de Sousa, Jorge MendesLagarto, João2017-11-24T13:18:01Z2017-072017-07-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10400.21/7580engALGARVIO, H. [et al] - Multi-agent electricity markets: Retailer portfolio optimization using Markowitz theory. Electric Power Systems Research. ISSN 0378-7796. Vol. 148 (2017), pp. 282-2940378-779610.1016/j.epsr.2017.02.031metadata only accessinfo: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:RCAAP2023-08-03T09:53:48Zoai:repositorio.ipl.pt:10400.21/7580Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T20:16:29.449350Repositório 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 Multi-agent electricity markets: Retailer portfolio optimization using Markowitz theory
title Multi-agent electricity markets: Retailer portfolio optimization using Markowitz theory
spellingShingle Multi-agent electricity markets: Retailer portfolio optimization using Markowitz theory
Algarvio, H.
Multi-agent electricity markets
Forward bilateral contracts
Electricity retailers
Risk attitude
Portfolio of customers
Markowitz theory
title_short Multi-agent electricity markets: Retailer portfolio optimization using Markowitz theory
title_full Multi-agent electricity markets: Retailer portfolio optimization using Markowitz theory
title_fullStr Multi-agent electricity markets: Retailer portfolio optimization using Markowitz theory
title_full_unstemmed Multi-agent electricity markets: Retailer portfolio optimization using Markowitz theory
title_sort Multi-agent electricity markets: Retailer portfolio optimization using Markowitz theory
author Algarvio, H.
author_facet Algarvio, H.
Lopes, F.
de Sousa, Jorge Mendes
Lagarto, João
author_role author
author2 Lopes, F.
de Sousa, Jorge Mendes
Lagarto, João
author2_role author
author
author
dc.contributor.none.fl_str_mv RCIPL
dc.contributor.author.fl_str_mv Algarvio, H.
Lopes, F.
de Sousa, Jorge Mendes
Lagarto, João
dc.subject.por.fl_str_mv Multi-agent electricity markets
Forward bilateral contracts
Electricity retailers
Risk attitude
Portfolio of customers
Markowitz theory
topic Multi-agent electricity markets
Forward bilateral contracts
Electricity retailers
Risk attitude
Portfolio of customers
Markowitz theory
description The major electricity market models include: pools, bilateral contracts and hybrid models. Pool prices tend to change quickly and variations are usually highly unpredictable. In this way, market participants can enter into bilateral contracts to hedge against pool price volatility. In bilateral contracts, market participants can set the terms and conditions of agreements independent of the market operator. The hybrid model combines features of both pools and bilateral contracts. This paper is devoted to risk management and the optimization of the portfolios of retailers operating in liberalized electricity markets. It introduces a model for optimizing portfolios composed by end-use consumers using the Markowitz theory. It also presents an overview of a multi-agent system for electricity markets. The system simulates the behavior of various markets entities, including generating companies, retailers and consumers. The final part of the paper presents three case studies on portfolio optimization involving risk management: a retailer (a software agent) optimizes its portfolio by taking into account the attitude towards risk and the offer of a 3-rate tariff to five different types of consumers: industrial, large and small commercial, residential and street lightning. The results show that the retailer, by being more realistic in choosing consumers to its portfolio, can offer more competitive tariffs to key consumers and keep the portfolio optimal and stable in relation to the risk return ratio.
publishDate 2017
dc.date.none.fl_str_mv 2017-11-24T13:18:01Z
2017-07
2017-07-01T00:00:00Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/10400.21/7580
url http://hdl.handle.net/10400.21/7580
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv ALGARVIO, H. [et al] - Multi-agent electricity markets: Retailer portfolio optimization using Markowitz theory. Electric Power Systems Research. ISSN 0378-7796. Vol. 148 (2017), pp. 282-294
0378-7796
10.1016/j.epsr.2017.02.031
dc.rights.driver.fl_str_mv metadata only access
info:eu-repo/semantics/openAccess
rights_invalid_str_mv metadata only access
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Elsevier Science
publisher.none.fl_str_mv Elsevier Science
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
instacron:RCAAP
instname_str Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
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reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
repository.name.fl_str_mv Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
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