Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Grygierek, Krzysztof, Ferdyn-Grygierek, Joanna
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2018
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
_version_ 1783322582223683584
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
work_keys_str_mv AT grygierekkrzysztof multiobjectivesoptimizationofventilationcontrollersforpassivecoolinginresidentialbuildings
AT ferdyngrygierekjoanna multiobjectivesoptimizationofventilationcontrollersforpassivecoolinginresidentialbuildings