Non-cooperative game models for the management of distributed energy resources on the residential sector

Detalhes bibliográficos
Autor(a) principal: Luciana Sant'Ana Marques
Data de Publicação: 2022
Tipo de documento: Tese
Idioma: eng
Título da fonte: Repositório Institucional da UFMG
Texto Completo: http://hdl.handle.net/1843/57707
https://orcid.org/0000-0003-0823-0823
Resumo: Transactive control (TC) has emerged as a form of coordinating the multiple agents in power systems (consumers, producers, DSOs, TSOs, aggregators etc.) while considering their particularities, priorities, interests, and autonomy. The idea is to optimize the allocation of resources (e.g. generation, controllable devices and loads) by enabling actors to interact with each other and exchange information about consumption, generation, constraints and preferences until an equilibrium solution is reached. This market-based control is naturally decentralized and entails a transparent decision-making process. These characteristics make TC an attractive solution for controlling distributed energy resources (DERs), specially in the residential sector, in which privacy is a main concern and a large number of consumers exist. In order to contribute to the development and performance evaluation of game theoretic algorithms in the context of transactive control, this thesis proposes a game theoretic framework for including integer and energy variant loads to the set of appliances managed by the TC approach. The theoretical impacts of including such loads is studied, while considering different game models: 1) with quadratic total cost function and per-timeslot billing; 2) with quadratic total cost function and proportional-to-consumption billing; and 3) with peak pricing total cost function and proportional-to-consumption billing. Multiple aspects of the proposed games are analyzed, such as existence and multiplicity of Nash Equilibria, fairness and equity of the different billings, and cheating behavior. The games are simulated using real data from an LV community in the South of Spain with 201 consumers, and results corroborate the theoretical developments of the thesis.
id UFMG_fe1c4bcf2a8314dd5657a3a41ec77f27
oai_identifier_str oai:repositorio.ufmg.br:1843/57707
network_acronym_str UFMG
network_name_str Repositório Institucional da UFMG
repository_id_str
spelling Wadaed Uturbey da Costahttp://lattes.cnpq.br/4242054820928121Pedro Olmo Stancioli Vaz de MeloAdriano Chaves LisboaDelberis Araujo LimaDaniel MonteMiguel Helenohttp://lattes.cnpq.br/0400475551553187Luciana Sant'Ana Marques2023-08-10T19:23:17Z2023-08-10T19:23:17Z2022-06-22http://hdl.handle.net/1843/57707https://orcid.org/0000-0003-0823-0823Transactive control (TC) has emerged as a form of coordinating the multiple agents in power systems (consumers, producers, DSOs, TSOs, aggregators etc.) while considering their particularities, priorities, interests, and autonomy. The idea is to optimize the allocation of resources (e.g. generation, controllable devices and loads) by enabling actors to interact with each other and exchange information about consumption, generation, constraints and preferences until an equilibrium solution is reached. This market-based control is naturally decentralized and entails a transparent decision-making process. These characteristics make TC an attractive solution for controlling distributed energy resources (DERs), specially in the residential sector, in which privacy is a main concern and a large number of consumers exist. In order to contribute to the development and performance evaluation of game theoretic algorithms in the context of transactive control, this thesis proposes a game theoretic framework for including integer and energy variant loads to the set of appliances managed by the TC approach. The theoretical impacts of including such loads is studied, while considering different game models: 1) with quadratic total cost function and per-timeslot billing; 2) with quadratic total cost function and proportional-to-consumption billing; and 3) with peak pricing total cost function and proportional-to-consumption billing. Multiple aspects of the proposed games are analyzed, such as existence and multiplicity of Nash Equilibria, fairness and equity of the different billings, and cheating behavior. The games are simulated using real data from an LV community in the South of Spain with 201 consumers, and results corroborate the theoretical developments of the thesis.O controle transativo (TC) surgiu como uma forma de coordenar os múltiplos agentes dos sistemas de energia (consumidores, produtores, operadores de sistemas de distribuição, operadores de sistema de transmissão, agregadores etc.) considerando suas particularidades, prioridades, interesses e autonomia. A ideia é otimizar a alocação de recursos (por exemplo, geração, dispositivos controláveis e cargas) permitindo que os atores interajam entre si e troquem informações sobre consumo, geração, restrições e preferências até que um equilíbrio seja alcançado. Esse controle é naturalmente descentralizado e envolve um processo de tomada de decisão transparente. Essas características tornam o TC uma solução atrativa para o controle de recursos energéticos distribuídos (DERs), principalmente no setor residencial, onde a privacidade é uma das principais preocupações e existe um grande número de consumidores. Com o objetivo de contribuir para o desenvolvimento e avaliação de desempenho de algoritmos de teoria dos jogos no contexto de controle transativo, esta tese propõe um arcabouço teórico de jogos para incluir cargas inteiras e com energia variante ao conjunto de aparelhos gerenciados pela abordagem TC. Os impactos teóricos da inclusão de tais cargas são estudados, considerando diferentes modelos de jogo: 1) com função de custo total quadrático e faturamento por horário; 2) com função de custo total quadrática e faturamento proporcional ao consumo; e 3) com função de custo total de preço de pico e faturamento proporcional ao consumo. Múltiplos aspectos dos jogos propostos são analisados, como existência e multiplicidade de Equilíbrios de Nash, justiça e equidade dos diferentes faturamentos e comportamento de trapaça. Os jogos são simulados usando dados reais de uma comunidade de baixa tensão no sul da Espanha com 201 consumidores, e os resultados corroboram os desenvolvimentos teóricos da tese.CAPES - Coordenação de Aperfeiçoamento de Pessoal de Nível SuperiorengUniversidade Federal de Minas GeraisPrograma de Pós-Graduação em Engenharia ElétricaUFMGBrasilENG - DEPARTAMENTO DE ENGENHARIA ELÉTRICAEngenharia elétricaRecursos energéticosEnergia elétrica - Distribuição - Baixa tensãoEnergy communitiesLoad schedulingNon-cooperative gamesThermostatically controlled loadsTransactive controlNon-cooperative game models for the management of distributed energy resources on the residential sectorinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/doctoralThesisinfo:eu-repo/semantics/openAccessreponame:Repositório Institucional da UFMGinstname:Universidade Federal de Minas Gerais (UFMG)instacron:UFMGLICENSElicense.txtlicense.txttext/plain; charset=utf-82118https://repositorio.ufmg.br/bitstream/1843/57707/4/license.txtcda590c95a0b51b4d15f60c9642ca272MD54ORIGINAL202002_Thesis_Luciana_Marques_final_for_submission.pdf202002_Thesis_Luciana_Marques_final_for_submission.pdfapplication/pdf4731900https://repositorio.ufmg.br/bitstream/1843/57707/3/202002_Thesis_Luciana_Marques_final_for_submission.pdf4147ded5ff03c80933de651127ae70dfMD531843/577072023-08-10 16:23:17.574oai:repositorio.ufmg.br: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ório de PublicaçõesPUBhttps://repositorio.ufmg.br/oaiopendoar:2023-08-10T19:23:17Repositório Institucional da UFMG - Universidade Federal de Minas Gerais (UFMG)false
dc.title.pt_BR.fl_str_mv Non-cooperative game models for the management of distributed energy resources on the residential sector
title Non-cooperative game models for the management of distributed energy resources on the residential sector
spellingShingle Non-cooperative game models for the management of distributed energy resources on the residential sector
Luciana Sant'Ana Marques
Energy communities
Load scheduling
Non-cooperative games
Thermostatically controlled loads
Transactive control
Engenharia elétrica
Recursos energéticos
Energia elétrica - Distribuição - Baixa tensão
title_short Non-cooperative game models for the management of distributed energy resources on the residential sector
title_full Non-cooperative game models for the management of distributed energy resources on the residential sector
title_fullStr Non-cooperative game models for the management of distributed energy resources on the residential sector
title_full_unstemmed Non-cooperative game models for the management of distributed energy resources on the residential sector
title_sort Non-cooperative game models for the management of distributed energy resources on the residential sector
author Luciana Sant'Ana Marques
author_facet Luciana Sant'Ana Marques
author_role author
dc.contributor.advisor1.fl_str_mv Wadaed Uturbey da Costa
dc.contributor.advisor1Lattes.fl_str_mv http://lattes.cnpq.br/4242054820928121
dc.contributor.referee1.fl_str_mv Pedro Olmo Stancioli Vaz de Melo
dc.contributor.referee2.fl_str_mv Adriano Chaves Lisboa
dc.contributor.referee3.fl_str_mv Delberis Araujo Lima
dc.contributor.referee4.fl_str_mv Daniel Monte
dc.contributor.referee5.fl_str_mv Miguel Heleno
dc.contributor.authorLattes.fl_str_mv http://lattes.cnpq.br/0400475551553187
dc.contributor.author.fl_str_mv Luciana Sant'Ana Marques
contributor_str_mv Wadaed Uturbey da Costa
Pedro Olmo Stancioli Vaz de Melo
Adriano Chaves Lisboa
Delberis Araujo Lima
Daniel Monte
Miguel Heleno
dc.subject.por.fl_str_mv Energy communities
Load scheduling
Non-cooperative games
Thermostatically controlled loads
Transactive control
topic Energy communities
Load scheduling
Non-cooperative games
Thermostatically controlled loads
Transactive control
Engenharia elétrica
Recursos energéticos
Energia elétrica - Distribuição - Baixa tensão
dc.subject.other.pt_BR.fl_str_mv Engenharia elétrica
Recursos energéticos
Energia elétrica - Distribuição - Baixa tensão
description Transactive control (TC) has emerged as a form of coordinating the multiple agents in power systems (consumers, producers, DSOs, TSOs, aggregators etc.) while considering their particularities, priorities, interests, and autonomy. The idea is to optimize the allocation of resources (e.g. generation, controllable devices and loads) by enabling actors to interact with each other and exchange information about consumption, generation, constraints and preferences until an equilibrium solution is reached. This market-based control is naturally decentralized and entails a transparent decision-making process. These characteristics make TC an attractive solution for controlling distributed energy resources (DERs), specially in the residential sector, in which privacy is a main concern and a large number of consumers exist. In order to contribute to the development and performance evaluation of game theoretic algorithms in the context of transactive control, this thesis proposes a game theoretic framework for including integer and energy variant loads to the set of appliances managed by the TC approach. The theoretical impacts of including such loads is studied, while considering different game models: 1) with quadratic total cost function and per-timeslot billing; 2) with quadratic total cost function and proportional-to-consumption billing; and 3) with peak pricing total cost function and proportional-to-consumption billing. Multiple aspects of the proposed games are analyzed, such as existence and multiplicity of Nash Equilibria, fairness and equity of the different billings, and cheating behavior. The games are simulated using real data from an LV community in the South of Spain with 201 consumers, and results corroborate the theoretical developments of the thesis.
publishDate 2022
dc.date.issued.fl_str_mv 2022-06-22
dc.date.accessioned.fl_str_mv 2023-08-10T19:23:17Z
dc.date.available.fl_str_mv 2023-08-10T19:23:17Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/doctoralThesis
format doctoralThesis
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/1843/57707
dc.identifier.orcid.pt_BR.fl_str_mv https://orcid.org/0000-0003-0823-0823
url http://hdl.handle.net/1843/57707
https://orcid.org/0000-0003-0823-0823
dc.language.iso.fl_str_mv eng
language eng
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.publisher.none.fl_str_mv Universidade Federal de Minas Gerais
dc.publisher.program.fl_str_mv Programa de Pós-Graduação em Engenharia Elétrica
dc.publisher.initials.fl_str_mv UFMG
dc.publisher.country.fl_str_mv Brasil
dc.publisher.department.fl_str_mv ENG - DEPARTAMENTO DE ENGENHARIA ELÉTRICA
publisher.none.fl_str_mv Universidade Federal de Minas Gerais
dc.source.none.fl_str_mv reponame:Repositório Institucional da UFMG
instname:Universidade Federal de Minas Gerais (UFMG)
instacron:UFMG
instname_str Universidade Federal de Minas Gerais (UFMG)
instacron_str UFMG
institution UFMG
reponame_str Repositório Institucional da UFMG
collection Repositório Institucional da UFMG
bitstream.url.fl_str_mv https://repositorio.ufmg.br/bitstream/1843/57707/4/license.txt
https://repositorio.ufmg.br/bitstream/1843/57707/3/202002_Thesis_Luciana_Marques_final_for_submission.pdf
bitstream.checksum.fl_str_mv cda590c95a0b51b4d15f60c9642ca272
4147ded5ff03c80933de651127ae70df
bitstream.checksumAlgorithm.fl_str_mv MD5
MD5
repository.name.fl_str_mv Repositório Institucional da UFMG - Universidade Federal de Minas Gerais (UFMG)
repository.mail.fl_str_mv
_version_ 1803589467499397120