The impact of flexibility on demand-side management and the need for consumer-oriented demand response

Detalhes bibliográficos
Ano de defesa: 2023
Autor(a) principal: ALMEIDA, Vitor Augusto Correa Cortez lattes
Orientador(a): RABÊLO, Ricardo de Andrade Lira lattes
Banca de defesa: RABÊLO, Ricardo de Andrade Lira lattes, CARVALHO, Arthur lattes, SANTOS, Silvio Giuseppe Di lattes, PINHEIRO, Plácido Rogerio lattes, LEÃO, Erico Meneses lattes
Tipo de documento: Tese
Tipo de acesso: Acesso aberto
Idioma: por
Instituição de defesa: Universidade Federal do Maranhão
Programa de Pós-Graduação: PROGRAMA DE PÓS-GRADUAÇÃO EM CIÊNCIA DA COMPUTAÇÃO (ASSOCIAÇÃO UFMA/UFPI)
Departamento: DEPARTAMENTO DE INFORMÁTICA/CCET
País: Brasil
Palavras-chave em Português:
Palavras-chave em Inglês:
Área do conhecimento CNPq:
Link de acesso: https://tedebc.ufma.br/jspui/handle/tede/5019
Resumo: In the context of smart electricity grids, demand­side management is a set of measures to motivate end consumers into adapting their energy demand to the available gen- eration resources. To achieve this goal, demand­side management solutions reward flexible consumers through demand response programs. Recent trends point towards the development of home energy management systems to leverage the potential of residential consumers to contribute to demand response efforts. However, current re- search is still ongoing and more studies are needed on how to design demand response programs with home energy management systems that appeal to end consumers. This study addresses limitations of home energy management systems in the literature and proposes a consumer­centric demand­side management approach based on a bi­level optimization model. First, consumers solve a lower­level multi­objective load scheduling problem to optimize their individual savings and comfort. Then, demand aggregators solve an upper­level single­objective demand profile aggregation problem to optimize its peak­to­average ratio. Experiments investigate the impact of optimization methods, distributed energy resources, consumer preferences and behavioral patterns on the demand response program’s operation. Results indicate that while distributed energy resources contribute to reduce consumption costs and discomfort, they incur a negative effect on the community demand’s peak­to­average ratio. In addition, consumer flexibil- ity, dynamic pricing, and active consumer participation in the demand reponse process are key factors to the success of demand­side management solutions. Future work can improve in aspects such as modeling uncertainty, sustainability, and grid stability, as well as experimenting with real consumer communities.
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spelling RABÊLO, Ricardo de Andrade Lirahttp://lattes.cnpq.br/2263553634422386CARVALHO, Arthurhttp://lattes.cnpq.br/3479766368228629RABÊLO, Ricardo de Andrade Lirahttp://lattes.cnpq.br/2263553634422386CARVALHO, Arthurhttp://lattes.cnpq.br/3479766368228629SANTOS, Silvio Giuseppe Dihttp://lattes.cnpq.br/1320445249457860PINHEIRO, Plácido Rogeriohttp://lattes.cnpq.br/2546837031616846LEÃO, Erico Meneseshttp://lattes.cnpq.br/1117954290627743http://lattes.cnpq.br/6960392187731248ALMEIDA, Vitor Augusto Correa Cortez2023-10-17T12:32:32Z2023-04-28ALMEIDA, Vitor Augusto Correa Cortez. The impact of flexibility on demand-side management and the need for consumer-oriented demand response. 2023. 111 f. Tese (Programa de Pós-Graduação em Ciência da Computação (ASSOCIAÇÃO UFMA/UFPI) - Universidade Federal do Maranhão, Teresina, 2023.https://tedebc.ufma.br/jspui/handle/tede/5019In the context of smart electricity grids, demand­side management is a set of measures to motivate end consumers into adapting their energy demand to the available gen- eration resources. To achieve this goal, demand­side management solutions reward flexible consumers through demand response programs. Recent trends point towards the development of home energy management systems to leverage the potential of residential consumers to contribute to demand response efforts. However, current re- search is still ongoing and more studies are needed on how to design demand response programs with home energy management systems that appeal to end consumers. This study addresses limitations of home energy management systems in the literature and proposes a consumer­centric demand­side management approach based on a bi­level optimization model. First, consumers solve a lower­level multi­objective load scheduling problem to optimize their individual savings and comfort. Then, demand aggregators solve an upper­level single­objective demand profile aggregation problem to optimize its peak­to­average ratio. Experiments investigate the impact of optimization methods, distributed energy resources, consumer preferences and behavioral patterns on the demand response program’s operation. Results indicate that while distributed energy resources contribute to reduce consumption costs and discomfort, they incur a negative effect on the community demand’s peak­to­average ratio. In addition, consumer flexibil- ity, dynamic pricing, and active consumer participation in the demand reponse process are key factors to the success of demand­side management solutions. Future work can improve in aspects such as modeling uncertainty, sustainability, and grid stability, as well as experimenting with real consumer communities.No contexto das redes elétricas inteligentes, o gerenciamento pelo lado da demanda é um conjunto de medidas para motivar os consumidores finais a adaptar sua demanda de energia aos recursos de geração disponíveis. Para atingir esse objetivo, as solu- ções de gerenciamento do lado da demanda recompensam os consumidores flexíveis por meio de programas de resposta da demanda. Tendências recentes apontam para o desenvolvimento de sistemas de gerenciamento de energia residencial para aprovei- tar o potencial dos consumidores residenciais a contribuir com os esforços de resposta da demanda. No entanto, estudos ainda estão em andamento e são necessárias mais pesquisas sobre como projetar programas de resposta da demanda com sistemas de gerenciamento de energia residencial que atraiam os consumidores finais. Este estudo aborda limitações dos sistemas de gerenciamento de energia residencial na literatura e propõe uma abordagem de gerenciamento pelo lado da demanda centrada no con- sumidor com base num modelo de otimização de dois níveis. Primeiro, os consumido- res resolvem um problema de nível inferior multiobjetivo de programação de cargas para otimizar sua economia e conforto individuais. Em seguida, os agregadores de de- manda resolvem um problema de nível superior de agregação de perfil de demanda para otimizar sua relação entre pico e média. Os experimentos investigam o impacto dos métodos de otimização, recursos de energia distribuída, preferências do consumi- dor e padrões de comportamento na operação do programa de resposta da demanda. Os resultados indicam que, embora os recursos de energia distribuída contribuam para reduzir os custos de consumo e o desconforto, eles incorrem em um efeito negativo so- bre a relação entre o pico e a média do perfil de demanda da comunidade. Além disso, a flexibilidade do consumidor, o preço dinâmico e a participação ativa do consumidor no processo de resposta da demanda são fatores fundamentais para o sucesso das soluções de gerenciamento pelo lado da demanda. Trabalhos futuros podem melhorar aspectos como modelagem de incerteza, sustentabilidade e estabilidade da rede, bem como realizar experimentos com comunidades de consumidores reais.Submitted by Jonathan Sousa de Almeida (jonathan.sousa@ufma.br) on 2023-10-17T12:32:32Z No. of bitstreams: 1 VitorAugustoCorreaCortezAlmeida.pdf: 2692159 bytes, checksum: 31ce030b25879792e31b7fdd37493474 (MD5)Made available in DSpace on 2023-10-17T12:32:32Z (GMT). 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dc.title.por.fl_str_mv The impact of flexibility on demand-side management and the need for consumer-oriented demand response
dc.title.alternative.por.fl_str_mv O impacto da flexibilidade na gestão da procura e a necessidade de uma resposta à procura orientada para o consumidor
title The impact of flexibility on demand-side management and the need for consumer-oriented demand response
spellingShingle The impact of flexibility on demand-side management and the need for consumer-oriented demand response
ALMEIDA, Vitor Augusto Correa Cortez
redes elétricas inteligentes;
gerenciamento pelo lado da demanda;
resposta da demanda;
sistemas de gerenciamento de energia residencial;
flexibilidade do consumidor;
otimização multiobjetivo.
smart grids;
demand­side management;
demand response;
home energy management systems;
consumer flexibility;
multi­objective optimization.
Ciência da Computação
title_short The impact of flexibility on demand-side management and the need for consumer-oriented demand response
title_full The impact of flexibility on demand-side management and the need for consumer-oriented demand response
title_fullStr The impact of flexibility on demand-side management and the need for consumer-oriented demand response
title_full_unstemmed The impact of flexibility on demand-side management and the need for consumer-oriented demand response
title_sort The impact of flexibility on demand-side management and the need for consumer-oriented demand response
author ALMEIDA, Vitor Augusto Correa Cortez
author_facet ALMEIDA, Vitor Augusto Correa Cortez
author_role author
dc.contributor.advisor1.fl_str_mv RABÊLO, Ricardo de Andrade Lira
dc.contributor.advisor1Lattes.fl_str_mv http://lattes.cnpq.br/2263553634422386
dc.contributor.advisor-co1.fl_str_mv CARVALHO, Arthur
dc.contributor.advisor-co1Lattes.fl_str_mv http://lattes.cnpq.br/3479766368228629
dc.contributor.referee1.fl_str_mv RABÊLO, Ricardo de Andrade Lira
dc.contributor.referee1Lattes.fl_str_mv http://lattes.cnpq.br/2263553634422386
dc.contributor.referee2.fl_str_mv CARVALHO, Arthur
dc.contributor.referee2Lattes.fl_str_mv http://lattes.cnpq.br/3479766368228629
dc.contributor.referee3.fl_str_mv SANTOS, Silvio Giuseppe Di
dc.contributor.referee3Lattes.fl_str_mv http://lattes.cnpq.br/1320445249457860
dc.contributor.referee4.fl_str_mv PINHEIRO, Plácido Rogerio
dc.contributor.referee4Lattes.fl_str_mv http://lattes.cnpq.br/2546837031616846
dc.contributor.referee5.fl_str_mv LEÃO, Erico Meneses
dc.contributor.referee5Lattes.fl_str_mv http://lattes.cnpq.br/1117954290627743
dc.contributor.authorLattes.fl_str_mv http://lattes.cnpq.br/6960392187731248
dc.contributor.author.fl_str_mv ALMEIDA, Vitor Augusto Correa Cortez
contributor_str_mv RABÊLO, Ricardo de Andrade Lira
CARVALHO, Arthur
RABÊLO, Ricardo de Andrade Lira
CARVALHO, Arthur
SANTOS, Silvio Giuseppe Di
PINHEIRO, Plácido Rogerio
LEÃO, Erico Meneses
dc.subject.por.fl_str_mv redes elétricas inteligentes;
gerenciamento pelo lado da demanda;
resposta da demanda;
sistemas de gerenciamento de energia residencial;
flexibilidade do consumidor;
otimização multiobjetivo.
topic redes elétricas inteligentes;
gerenciamento pelo lado da demanda;
resposta da demanda;
sistemas de gerenciamento de energia residencial;
flexibilidade do consumidor;
otimização multiobjetivo.
smart grids;
demand­side management;
demand response;
home energy management systems;
consumer flexibility;
multi­objective optimization.
Ciência da Computação
dc.subject.eng.fl_str_mv smart grids;
demand­side management;
demand response;
home energy management systems;
consumer flexibility;
multi­objective optimization.
dc.subject.cnpq.fl_str_mv Ciência da Computação
description In the context of smart electricity grids, demand­side management is a set of measures to motivate end consumers into adapting their energy demand to the available gen- eration resources. To achieve this goal, demand­side management solutions reward flexible consumers through demand response programs. Recent trends point towards the development of home energy management systems to leverage the potential of residential consumers to contribute to demand response efforts. However, current re- search is still ongoing and more studies are needed on how to design demand response programs with home energy management systems that appeal to end consumers. This study addresses limitations of home energy management systems in the literature and proposes a consumer­centric demand­side management approach based on a bi­level optimization model. First, consumers solve a lower­level multi­objective load scheduling problem to optimize their individual savings and comfort. Then, demand aggregators solve an upper­level single­objective demand profile aggregation problem to optimize its peak­to­average ratio. Experiments investigate the impact of optimization methods, distributed energy resources, consumer preferences and behavioral patterns on the demand response program’s operation. Results indicate that while distributed energy resources contribute to reduce consumption costs and discomfort, they incur a negative effect on the community demand’s peak­to­average ratio. In addition, consumer flexibil- ity, dynamic pricing, and active consumer participation in the demand reponse process are key factors to the success of demand­side management solutions. Future work can improve in aspects such as modeling uncertainty, sustainability, and grid stability, as well as experimenting with real consumer communities.
publishDate 2023
dc.date.accessioned.fl_str_mv 2023-10-17T12:32:32Z
dc.date.issued.fl_str_mv 2023-04-28
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/doctoralThesis
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status_str publishedVersion
dc.identifier.citation.fl_str_mv ALMEIDA, Vitor Augusto Correa Cortez. The impact of flexibility on demand-side management and the need for consumer-oriented demand response. 2023. 111 f. Tese (Programa de Pós-Graduação em Ciência da Computação (ASSOCIAÇÃO UFMA/UFPI) - Universidade Federal do Maranhão, Teresina, 2023.
dc.identifier.uri.fl_str_mv https://tedebc.ufma.br/jspui/handle/tede/5019
identifier_str_mv ALMEIDA, Vitor Augusto Correa Cortez. The impact of flexibility on demand-side management and the need for consumer-oriented demand response. 2023. 111 f. Tese (Programa de Pós-Graduação em Ciência da Computação (ASSOCIAÇÃO UFMA/UFPI) - Universidade Federal do Maranhão, Teresina, 2023.
url https://tedebc.ufma.br/jspui/handle/tede/5019
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dc.publisher.none.fl_str_mv Universidade Federal do Maranhão
dc.publisher.program.fl_str_mv PROGRAMA DE PÓS-GRADUAÇÃO EM CIÊNCIA DA COMPUTAÇÃO (ASSOCIAÇÃO UFMA/UFPI)
dc.publisher.initials.fl_str_mv UFMA
dc.publisher.country.fl_str_mv Brasil
dc.publisher.department.fl_str_mv DEPARTAMENTO DE INFORMÁTICA/CCET
publisher.none.fl_str_mv Universidade Federal do Maranhão
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