The impact of flexibility on demand-side management and the need for consumer-oriented demand response
| Ano de defesa: | 2023 |
|---|---|
| Autor(a) principal: | |
| Orientador(a): | |
| Banca de defesa: | , , , , |
| 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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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). No. of bitstreams: 1 VitorAugustoCorreaCortezAlmeida.pdf: 2692159 bytes, checksum: 31ce030b25879792e31b7fdd37493474 (MD5) Previous issue date: 2023-04-28CAPESapplication/pdfporUniversidade Federal do MaranhãoPROGRAMA DE PÓS-GRADUAÇÃO EM CIÊNCIA DA COMPUTAÇÃO (ASSOCIAÇÃO UFMA/UFPI)UFMABrasilDEPARTAMENTO DE INFORMÁTICA/CCETredes 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 ComputaçãoThe impact of flexibility on demand-side management and the need for consumer-oriented demand responseO impacto da flexibilidade na gestão da procura e a necessidade de uma resposta à procura orientada para o consumidorinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/doctoralThesisinfo:eu-repo/semantics/openAccessreponame:Biblioteca Digital de Teses e Dissertações da UFMAinstname:Universidade Federal do Maranhão (UFMA)instacron:UFMAORIGINALVitorAugustoCorreaCortezAlmeida.pdfVitorAugustoCorreaCortezAlmeida.pdfapplication/pdf2692159http://tedebc.ufma.br:8080/bitstream/tede/5019/2/VitorAugustoCorreaCortezAlmeida.pdf31ce030b25879792e31b7fdd37493474MD52LICENSElicense.txtlicense.txttext/plain; charset=utf-82255http://tedebc.ufma.br:8080/bitstream/tede/5019/1/license.txt97eeade1fce43278e63fe063657f8083MD51tede/50192025-03-27 08:50:21.845oai:tede2: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Biblioteca Digital de Teses e Dissertaçõeshttps://tedebc.ufma.br/jspui/PUBhttp://tedebc.ufma.br:8080/oai/requestrepositorio@ufma.br||repositorio@ufma.bropendoar:21312025-03-27T11:50:21Biblioteca Digital de Teses e Dissertações da UFMA - Universidade Federal do Maranhão (UFMA)false |
| 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 |
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info:eu-repo/semantics/publishedVersion |
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info:eu-repo/semantics/doctoralThesis |
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publishedVersion |
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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. |
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https://tedebc.ufma.br/jspui/handle/tede/5019 |
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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. |
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openAccess |
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Universidade Federal do Maranhão |
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PROGRAMA DE PÓS-GRADUAÇÃO EM CIÊNCIA DA COMPUTAÇÃO (ASSOCIAÇÃO UFMA/UFPI) |
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UFMA |
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Brasil |
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Universidade Federal do Maranhão |
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