Recent techniques used in home energy management systems: a review

Detalhes bibliográficos
Autor(a) principal: Gomes, Isaías
Data de Publicação: 2022
Outros Autores: Bot, Karol, Ruano, Maria, Ruano, Antonio
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10400.1/17781
Resumo: Power systems are going through a transition period. Consumers want more active participation in electric system management, namely assuming the role of producers–consumers, prosumers in short. The prosumers’ energy production is heavily based on renewable energy sources, which, besides recognized environmental benefits, entails energy management challenges. For instance, energy consumption of appliances in a home can lead to misleading patterns. Another challenge is related to energy costs since inefficient systems or unbalanced energy control may represent economic loss to the prosumer. The so-called home energy management systems (HEMS) emerge as a solution. When well-designed HEMS allow prosumers to reach higher levels of energy management, this ensures optimal management of assets and appliances. This paper aims to present a comprehensive systematic review of the literature on optimization techniques recently used in the development of HEMS, also taking into account the key factors that can influence the development of HEMS at a technical and computational level. The systematic review covers the period 2018–2021. As a result of the review, the major developments in the field of HEMS in recent years are presented in an integrated manner. In addition, the techniques are divided into four broad categories: traditional techniques, model predictive control, heuristics and metaheuristics, and other techniques.
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spelling Recent techniques used in home energy management systems: a reviewHome energy management systemHeuristicsMetaheuristicsModel predictive controlMILPPower systems are going through a transition period. Consumers want more active participation in electric system management, namely assuming the role of producers–consumers, prosumers in short. The prosumers’ energy production is heavily based on renewable energy sources, which, besides recognized environmental benefits, entails energy management challenges. For instance, energy consumption of appliances in a home can lead to misleading patterns. Another challenge is related to energy costs since inefficient systems or unbalanced energy control may represent economic loss to the prosumer. The so-called home energy management systems (HEMS) emerge as a solution. When well-designed HEMS allow prosumers to reach higher levels of energy management, this ensures optimal management of assets and appliances. This paper aims to present a comprehensive systematic review of the literature on optimization techniques recently used in the development of HEMS, also taking into account the key factors that can influence the development of HEMS at a technical and computational level. The systematic review covers the period 2018–2021. As a result of the review, the major developments in the field of HEMS in recent years are presented in an integrated manner. In addition, the techniques are divided into four broad categories: traditional techniques, model predictive control, heuristics and metaheuristics, and other techniques.Grant numbers 72581/2020MDPISapientiaGomes, IsaíasBot, KarolRuano, MariaRuano, Antonio2022-04-22T13:53:21Z2022-04-142022-04-21T21:04:09Z2022-04-14T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10400.1/17781engEnergies 15 (8): 2866 (2022)1996-107310.3390/en15082866info: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:RCAAP2024-03-13T02:07:34Zoai:sapientia.ualg.pt:10400.1/17781Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T20:07:39.567470Repositório 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 Recent techniques used in home energy management systems: a review
title Recent techniques used in home energy management systems: a review
spellingShingle Recent techniques used in home energy management systems: a review
Gomes, Isaías
Home energy management system
Heuristics
Metaheuristics
Model predictive control
MILP
title_short Recent techniques used in home energy management systems: a review
title_full Recent techniques used in home energy management systems: a review
title_fullStr Recent techniques used in home energy management systems: a review
title_full_unstemmed Recent techniques used in home energy management systems: a review
title_sort Recent techniques used in home energy management systems: a review
author Gomes, Isaías
author_facet Gomes, Isaías
Bot, Karol
Ruano, Maria
Ruano, Antonio
author_role author
author2 Bot, Karol
Ruano, Maria
Ruano, Antonio
author2_role author
author
author
dc.contributor.none.fl_str_mv Sapientia
dc.contributor.author.fl_str_mv Gomes, Isaías
Bot, Karol
Ruano, Maria
Ruano, Antonio
dc.subject.por.fl_str_mv Home energy management system
Heuristics
Metaheuristics
Model predictive control
MILP
topic Home energy management system
Heuristics
Metaheuristics
Model predictive control
MILP
description Power systems are going through a transition period. Consumers want more active participation in electric system management, namely assuming the role of producers–consumers, prosumers in short. The prosumers’ energy production is heavily based on renewable energy sources, which, besides recognized environmental benefits, entails energy management challenges. For instance, energy consumption of appliances in a home can lead to misleading patterns. Another challenge is related to energy costs since inefficient systems or unbalanced energy control may represent economic loss to the prosumer. The so-called home energy management systems (HEMS) emerge as a solution. When well-designed HEMS allow prosumers to reach higher levels of energy management, this ensures optimal management of assets and appliances. This paper aims to present a comprehensive systematic review of the literature on optimization techniques recently used in the development of HEMS, also taking into account the key factors that can influence the development of HEMS at a technical and computational level. The systematic review covers the period 2018–2021. As a result of the review, the major developments in the field of HEMS in recent years are presented in an integrated manner. In addition, the techniques are divided into four broad categories: traditional techniques, model predictive control, heuristics and metaheuristics, and other techniques.
publishDate 2022
dc.date.none.fl_str_mv 2022-04-22T13:53:21Z
2022-04-14
2022-04-21T21:04:09Z
2022-04-14T00:00:00Z
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dc.identifier.uri.fl_str_mv http://hdl.handle.net/10400.1/17781
url http://hdl.handle.net/10400.1/17781
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Energies 15 (8): 2866 (2022)
1996-1073
10.3390/en15082866
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dc.publisher.none.fl_str_mv MDPI
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