Improving the Ambient Temperature Control Performance in Smart Homes and Buildings.
low-cost sensors
pol-placement
smart buildings temperature control
system identification
Journal
Sensors (Basel, Switzerland)
ISSN: 1424-8220
Titre abrégé: Sensors (Basel)
Pays: Switzerland
ID NLM: 101204366
Informations de publication
Date de publication:
09 Jan 2021
09 Jan 2021
Historique:
received:
03
12
2020
revised:
27
12
2020
accepted:
05
01
2021
entrez:
13
1
2021
pubmed:
14
1
2021
medline:
14
1
2021
Statut:
epublish
Résumé
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.
Identifiants
pubmed: 33435336
pii: s21020423
doi: 10.3390/s21020423
pmc: PMC7826738
pii:
doi:
Types de publication
Journal Article
Langues
eng
Sous-ensembles de citation
IM
Références
Maturitas. 2009 Oct 20;64(2):90-7
pubmed: 19729255