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Improving the Ambient Temperature Control Performance in Smart Homes and Buildings

Currently, it is becoming increasingly common to find numerous electronic devices installed in office and residential spaces as part of building automation solutions. These devices provide a rich set of data related to the inside and outside environment, such as indoor and outdoor temperature, humid...

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Autores principales: Fontes, Fernando, Antão, Rómulo, Mota, Alexandre, Pedreiras, Paulo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7826738/
https://www.ncbi.nlm.nih.gov/pubmed/33435336
http://dx.doi.org/10.3390/s21020423
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author Fontes, Fernando
Antão, Rómulo
Mota, Alexandre
Pedreiras, Paulo
author_facet Fontes, Fernando
Antão, Rómulo
Mota, Alexandre
Pedreiras, Paulo
author_sort Fontes, Fernando
collection PubMed
description Currently, it is becoming increasingly common to find numerous electronic devices installed in office and residential spaces as part of building automation solutions. These devices provide a rich set of data related to the inside and outside environment, such as indoor and outdoor temperature, humidity, and solar radiation. However, commercial of-the-shelf climatic control systems continue to rely on simple controllers like proportional-integral-derivative or even on-off, which do not take into account such variables. This work evaluates the potential performance gains of adopting more advanced controllers, in this case based on pole-placement, enhanced with additional variables, namely solar radiation and external temperature, obtained with dedicated low-cost sensors. This approach is evaluated both in simulated and real-world environments. The obtained results show that pole-placement controllers clearly outperform on-off controllers and that the use of the additional variables in pole-placement controllers allows relevant performance gains in key parameters such as error signal MSE (17%) and control signal variance (40%), when compared with simple PP controllers. The observed energy consumption savings obtained by using the additional variables are marginal (≈1%, but the reduction of the error signal MSE and control signal variance have a significant impact on energy consumption peaks and on equipment lifetime, thus largely compensating the increase in the system complexity.
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spelling pubmed-78267382021-01-25 Improving the Ambient Temperature Control Performance in Smart Homes and Buildings Fontes, Fernando Antão, Rómulo Mota, Alexandre Pedreiras, Paulo Sensors (Basel) Article Currently, it is becoming increasingly common to find numerous electronic devices installed in office and residential spaces as part of building automation solutions. These devices provide a rich set of data related to the inside and outside environment, such as indoor and outdoor temperature, humidity, and solar radiation. However, commercial of-the-shelf climatic control systems continue to rely on simple controllers like proportional-integral-derivative or even on-off, which do not take into account such variables. This work evaluates the potential performance gains of adopting more advanced controllers, in this case based on pole-placement, enhanced with additional variables, namely solar radiation and external temperature, obtained with dedicated low-cost sensors. This approach is evaluated both in simulated and real-world environments. The obtained results show that pole-placement controllers clearly outperform on-off controllers and that the use of the additional variables in pole-placement controllers allows relevant performance gains in key parameters such as error signal MSE (17%) and control signal variance (40%), when compared with simple PP controllers. The observed energy consumption savings obtained by using the additional variables are marginal (≈1%, but the reduction of the error signal MSE and control signal variance have a significant impact on energy consumption peaks and on equipment lifetime, thus largely compensating the increase in the system complexity. MDPI 2021-01-09 /pmc/articles/PMC7826738/ /pubmed/33435336 http://dx.doi.org/10.3390/s21020423 Text en © 2021 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
Fontes, Fernando
Antão, Rómulo
Mota, Alexandre
Pedreiras, Paulo
Improving the Ambient Temperature Control Performance in Smart Homes and Buildings
title Improving the Ambient Temperature Control Performance in Smart Homes and Buildings
title_full Improving the Ambient Temperature Control Performance in Smart Homes and Buildings
title_fullStr Improving the Ambient Temperature Control Performance in Smart Homes and Buildings
title_full_unstemmed Improving the Ambient Temperature Control Performance in Smart Homes and Buildings
title_short Improving the Ambient Temperature Control Performance in Smart Homes and Buildings
title_sort improving the ambient temperature control performance in smart homes and buildings
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7826738/
https://www.ncbi.nlm.nih.gov/pubmed/33435336
http://dx.doi.org/10.3390/s21020423
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