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An Improved Optimization Function to Integrate the User’s Comfort Perception into a Smart Home Controller Based on Particle Swarm Optimization and Fuzzy Logic

Scheduling residential loads for financial savings and user comfort may be performed by smart home controllers (SHCs). For this purpose, the electricity utility’s tariff variation costs, the lowest tariff cost schedules, the user’s preferences, and the level of comfort that each load may add to the...

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Autores principales: da Costa, Jonatha Rodrigues, Barroso, Giovanni Cordeiro, de Souza, Darielson Araújo, Batista, Josias Guimarães, de Souza Junior, Antonio Barbosa, Rios, Clauson Sales do Nascimento, Vasconcelos, Felipe José de Sousa, Júnior, José Nogueira do Nascimento, Bezerra, Ismael de Souza, de Lima, Alanio Ferreira, de Santana, Killdary Aguiar, de Oliveira Júnior, José Raimundo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10059585/
https://www.ncbi.nlm.nih.gov/pubmed/36991733
http://dx.doi.org/10.3390/s23063021
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author da Costa, Jonatha Rodrigues
Barroso, Giovanni Cordeiro
de Souza, Darielson Araújo
Batista, Josias Guimarães
de Souza Junior, Antonio Barbosa
Rios, Clauson Sales do Nascimento
Vasconcelos, Felipe José de Sousa
Júnior, José Nogueira do Nascimento
Bezerra, Ismael de Souza
de Lima, Alanio Ferreira
de Santana, Killdary Aguiar
de Oliveira Júnior, José Raimundo
author_facet da Costa, Jonatha Rodrigues
Barroso, Giovanni Cordeiro
de Souza, Darielson Araújo
Batista, Josias Guimarães
de Souza Junior, Antonio Barbosa
Rios, Clauson Sales do Nascimento
Vasconcelos, Felipe José de Sousa
Júnior, José Nogueira do Nascimento
Bezerra, Ismael de Souza
de Lima, Alanio Ferreira
de Santana, Killdary Aguiar
de Oliveira Júnior, José Raimundo
author_sort da Costa, Jonatha Rodrigues
collection PubMed
description Scheduling residential loads for financial savings and user comfort may be performed by smart home controllers (SHCs). For this purpose, the electricity utility’s tariff variation costs, the lowest tariff cost schedules, the user’s preferences, and the level of comfort that each load may add to the household user are examined. However, the user’s comfort modeling, found in the literature, does not take into account the user’s comfort perceptions, and only uses the user-defined preferences for load on-time when it is registered in the SHC. The user’s comfort perceptions are dynamic and fluctuating, while the comfort preferences are fixed. Therefore, this paper proposes the modeling of a comfort function that takes into account the user’s perceptions using fuzzy logic. The proposed function is integrated into an SHC that uses PSO for scheduling residential loads, and aims at economy and user comfort as multiple objectives. The analysis and validation of the proposed function includes different scenarios related to economy–comfort, load shifting, consideration of energy tariffs, user preferences, and user perceptions. The results show that it is more beneficial to use the proposed comfort function method only when the user requires SHC to prioritize comfort at the expense of financial savings. Otherwise, it is more beneficial to use a comfort function that only considers the user’s comfort preferences and not their perceptions.
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spelling pubmed-100595852023-03-30 An Improved Optimization Function to Integrate the User’s Comfort Perception into a Smart Home Controller Based on Particle Swarm Optimization and Fuzzy Logic da Costa, Jonatha Rodrigues Barroso, Giovanni Cordeiro de Souza, Darielson Araújo Batista, Josias Guimarães de Souza Junior, Antonio Barbosa Rios, Clauson Sales do Nascimento Vasconcelos, Felipe José de Sousa Júnior, José Nogueira do Nascimento Bezerra, Ismael de Souza de Lima, Alanio Ferreira de Santana, Killdary Aguiar de Oliveira Júnior, José Raimundo Sensors (Basel) Article Scheduling residential loads for financial savings and user comfort may be performed by smart home controllers (SHCs). For this purpose, the electricity utility’s tariff variation costs, the lowest tariff cost schedules, the user’s preferences, and the level of comfort that each load may add to the household user are examined. However, the user’s comfort modeling, found in the literature, does not take into account the user’s comfort perceptions, and only uses the user-defined preferences for load on-time when it is registered in the SHC. The user’s comfort perceptions are dynamic and fluctuating, while the comfort preferences are fixed. Therefore, this paper proposes the modeling of a comfort function that takes into account the user’s perceptions using fuzzy logic. The proposed function is integrated into an SHC that uses PSO for scheduling residential loads, and aims at economy and user comfort as multiple objectives. The analysis and validation of the proposed function includes different scenarios related to economy–comfort, load shifting, consideration of energy tariffs, user preferences, and user perceptions. The results show that it is more beneficial to use the proposed comfort function method only when the user requires SHC to prioritize comfort at the expense of financial savings. Otherwise, it is more beneficial to use a comfort function that only considers the user’s comfort preferences and not their perceptions. MDPI 2023-03-10 /pmc/articles/PMC10059585/ /pubmed/36991733 http://dx.doi.org/10.3390/s23063021 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
da Costa, Jonatha Rodrigues
Barroso, Giovanni Cordeiro
de Souza, Darielson Araújo
Batista, Josias Guimarães
de Souza Junior, Antonio Barbosa
Rios, Clauson Sales do Nascimento
Vasconcelos, Felipe José de Sousa
Júnior, José Nogueira do Nascimento
Bezerra, Ismael de Souza
de Lima, Alanio Ferreira
de Santana, Killdary Aguiar
de Oliveira Júnior, José Raimundo
An Improved Optimization Function to Integrate the User’s Comfort Perception into a Smart Home Controller Based on Particle Swarm Optimization and Fuzzy Logic
title An Improved Optimization Function to Integrate the User’s Comfort Perception into a Smart Home Controller Based on Particle Swarm Optimization and Fuzzy Logic
title_full An Improved Optimization Function to Integrate the User’s Comfort Perception into a Smart Home Controller Based on Particle Swarm Optimization and Fuzzy Logic
title_fullStr An Improved Optimization Function to Integrate the User’s Comfort Perception into a Smart Home Controller Based on Particle Swarm Optimization and Fuzzy Logic
title_full_unstemmed An Improved Optimization Function to Integrate the User’s Comfort Perception into a Smart Home Controller Based on Particle Swarm Optimization and Fuzzy Logic
title_short An Improved Optimization Function to Integrate the User’s Comfort Perception into a Smart Home Controller Based on Particle Swarm Optimization and Fuzzy Logic
title_sort improved optimization function to integrate the user’s comfort perception into a smart home controller based on particle swarm optimization and fuzzy logic
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10059585/
https://www.ncbi.nlm.nih.gov/pubmed/36991733
http://dx.doi.org/10.3390/s23063021
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