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Multi-Objectives Optimization of Ventilation Controllers for Passive Cooling in Residential Buildings
An inappropriate indoor climate, mostly indoor temperature, may cause occupants’ discomfort. There are a great number of air conditioning systems that make it possible to maintain the required thermal comfort. Their installation, however, involves high investment costs and high energy demand. The st...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5948581/ https://www.ncbi.nlm.nih.gov/pubmed/29642525 http://dx.doi.org/10.3390/s18041144 |
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author | Grygierek, Krzysztof Ferdyn-Grygierek, Joanna |
author_facet | Grygierek, Krzysztof Ferdyn-Grygierek, Joanna |
author_sort | Grygierek, Krzysztof |
collection | PubMed |
description | An inappropriate indoor climate, mostly indoor temperature, may cause occupants’ discomfort. There are a great number of air conditioning systems that make it possible to maintain the required thermal comfort. Their installation, however, involves high investment costs and high energy demand. The study analyses the possibilities of limiting too high a temperature in residential buildings using passive cooling by means of ventilation with ambient cool air. A fuzzy logic controller whose aim is to control mechanical ventilation has been proposed and optimized. In order to optimize the controller, the modified Multiobjective Evolutionary Algorithm, based on the Strength Pareto Evolutionary Algorithm, has been adopted. The optimization algorithm has been implemented in MATLAB(®), which is coupled by MLE+ with EnergyPlus for performing dynamic co-simulation between the programs. The example of a single detached building shows that the occupants’ thermal comfort in a transitional climate may improve significantly owing to mechanical ventilation controlled by the suggested fuzzy logic controller. When the system is connected to the traditional cooling system, it may further bring about a decrease in cooling demand. |
format | Online Article Text |
id | pubmed-5948581 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-59485812018-05-17 Multi-Objectives Optimization of Ventilation Controllers for Passive Cooling in Residential Buildings Grygierek, Krzysztof Ferdyn-Grygierek, Joanna Sensors (Basel) Article An inappropriate indoor climate, mostly indoor temperature, may cause occupants’ discomfort. There are a great number of air conditioning systems that make it possible to maintain the required thermal comfort. Their installation, however, involves high investment costs and high energy demand. The study analyses the possibilities of limiting too high a temperature in residential buildings using passive cooling by means of ventilation with ambient cool air. A fuzzy logic controller whose aim is to control mechanical ventilation has been proposed and optimized. In order to optimize the controller, the modified Multiobjective Evolutionary Algorithm, based on the Strength Pareto Evolutionary Algorithm, has been adopted. The optimization algorithm has been implemented in MATLAB(®), which is coupled by MLE+ with EnergyPlus for performing dynamic co-simulation between the programs. The example of a single detached building shows that the occupants’ thermal comfort in a transitional climate may improve significantly owing to mechanical ventilation controlled by the suggested fuzzy logic controller. When the system is connected to the traditional cooling system, it may further bring about a decrease in cooling demand. MDPI 2018-04-09 /pmc/articles/PMC5948581/ /pubmed/29642525 http://dx.doi.org/10.3390/s18041144 Text en © 2018 by the authors. 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 (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Grygierek, Krzysztof Ferdyn-Grygierek, Joanna Multi-Objectives Optimization of Ventilation Controllers for Passive Cooling in Residential Buildings |
title | Multi-Objectives Optimization of Ventilation Controllers for Passive Cooling in Residential Buildings |
title_full | Multi-Objectives Optimization of Ventilation Controllers for Passive Cooling in Residential Buildings |
title_fullStr | Multi-Objectives Optimization of Ventilation Controllers for Passive Cooling in Residential Buildings |
title_full_unstemmed | Multi-Objectives Optimization of Ventilation Controllers for Passive Cooling in Residential Buildings |
title_short | Multi-Objectives Optimization of Ventilation Controllers for Passive Cooling in Residential Buildings |
title_sort | multi-objectives optimization of ventilation controllers for passive cooling in residential buildings |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5948581/ https://www.ncbi.nlm.nih.gov/pubmed/29642525 http://dx.doi.org/10.3390/s18041144 |
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